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6500 | https://cdn.kutasoftware.com/Worksheets/PreAlg/Angle%20Sum%20of%20Triangles%20and%20Quadrilaterals.pdf | ©4 K2j051s2A MK4uqtRas cSyoWf9tdwRaRrdeY ULJLdCS.j a TAclwlq 2ruiFgBhRtjsE OrfeuskefrAvdesdW.j P JM1apdxef 9wmi6tshu II4n9f7iznDiotkeQ BPBrveJ-LA2lBgje4b2rEaD.A Worksheet by Kuta Software LLC Kuta Software - Infinite Pre-Algebra Name_____ Period_ Date___ Angle Sum of Triangles and Quadrilaterals Find the measure of angle b.
1) 115° 31° b 2) 33° 29° b 3) 119° 34° b 4) 123° 39° b 5) 75° 75° b 6) 26° 45° b 7) 72° 108° 81° b 8) 77° 103° 97° b 9) 105°75° b 10) 86° 109° 71° b -1-©a P200l132R jKMumtuaQ eSKoFf6tvwga9rbeh rLhLpCT.G 6 HAglHlu srAi7gBhctRs8 HrdedsSebrPvFeAds.8 H 8MXaUdUe5 GwRiUtnhA MIHnyfMi0nRiZtLej PPWrRe0-DAklbgieBb6rKaw.N Worksheet by Kuta Software LLC 11) 95° 121° 59° b 12) 86° 94° 72° b Find the value of x.
13) 77° 50° (7x - 3)° 14) 45° 45° (4x + 18)° 15) 31° 39° (11x + 11)° 16) 57° 89° (5x - 6)° 17) (2x + 3)° 119° 90° 90° 18) (5x + 16)° 102° 100° 92° 19) (6x + 22)° 85° (x + 37)° 69° 20) 115° 118° 81° (2x + 8)° -2-©q e2B0T1y28 pKNu8tzah XSnocfLtvwDaprJea 7L1LYCQ.u m XAvlZlb rroiVg9hrtMsE rrMeDsYeDrTvpeddm.4 F NMMaSdae5 8wIiDtChC BI7nyfNipn7irtuea vPQrNeY-rAml4gwecbLrhaA.q Worksheet by Kuta Software LLC Kuta Software - Infinite Pre-Algebra Name_____ Period Date__ Angle Sum of Triangles and Quadrilaterals Find the measure of angle b.
1) 115° 31° b 34° 2) 33° 29° b 118° 3) 119° 34° b 27° 4) 123° 39° b 18° 5) 75° 75° b 30° 6) 26° 45° b 109° 7) 72° 108° 81° b 99° 8) 77° 103° 97° b 83° 9) 105°75° b 90° 10) 86° 109° 71° b 94° -1-©N G2Q0R1T2B bKQukt3aC 1STo3fetzwHacr6eb iLjLnCk.c N 0AIlVlg QrXiPgbhHt0sk er7eMsOeUrWvqegdJ.3 V SMlaEdgep rwCimtOhj TIEnPf9i8nUi1tRea EPRrGeE-iA7l1gAeXbEryaq.k Worksheet by Kuta Software LLC 11) 95° 121° 59° b 85° 12) 86° 94° 72° b 108° Find the value of x.
13) 77° 50° (7x - 3)° 8 14) 45° 45° (4x + 18)° 18 15) 31° 39° (11x + 11)° 9 16) 57° 89° (5x - 6)° 8 17) (2x + 3)° 119° 90° 90° 29 18) (5x + 16)° 102° 100° 92° 10 19) (6x + 22)° 85° (x + 37)° 69° 21 20) 115° 118° 81° (2x + 8)° 19 -2-Create your own worksheets like this one with Infinite Pre-Algebra. Free trial available at KutaSoftware.com |
6501 | https://or.stackexchange.com/questions/5057/divisibility-constraint-in-integer-programming | optimization - Divisibility constraint in Integer programming - Operations Research Stack Exchange
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Divisibility constraint in Integer programming
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I have a simple question regarding the divisibility in integer programming
suppose the objective function is
max x 1+x 2 max x 1+x 2
where the constraint is that the sum of x 1 x 1 and x 2 x 2 are divisible by either 5, 7 or 9
I'm wondering how can I model the constraint of divisibility?
The only solution I can think of is like
```markdown
max
x1+x2+ 0x3
subject to
y1+y2+y3 >= 0
y1(x1+x2) = 5x3y1
y2(x1+x2) = 7x3y2
y3(x1+x2) = 9x3y3
x1>=0,x2>=0,x3>=0
```
Is it correct to solve divisibility constraints like this?
Thank you!
optimization
modeling
integer-programming
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edited Oct 19, 2020 at 3:13
RobPratt
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asked Oct 19, 2020 at 1:47
whtitefallwhtitefall
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Which of your variables are integer?RobPratt –RobPratt 2020-10-19 02:16:09 +00:00 Commented Oct 19, 2020 at 2:16
And do you have any upper bounds on x 1 x 1 and x 2 x 2?RobPratt –RobPratt 2020-10-19 02:56:02 +00:00 Commented Oct 19, 2020 at 2:56
@RobPratt x1 and x2 are integers and no upper bounds on x1 and x2, what could be a possible solution to this?whtitefall –whtitefall 2020-10-19 03:02:29 +00:00 Commented Oct 19, 2020 at 3:02
Do you have other constraints? Because otherwise the problem is unbounded.RobPratt –RobPratt 2020-10-19 03:03:27 +00:00 Commented Oct 19, 2020 at 3:03
@RobPratt yeah I know, the question is only to model the problem, not to solve the problem, so no other constraints...whtitefall –whtitefall 2020-10-19 03:05:40 +00:00 Commented Oct 19, 2020 at 3:05
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Suppose x 1+x 2 x 1+x 2 is bounded above by some M M; otherwise the problem is unbounded. Let D={5,7,9}D={5,7,9}, and for d∈D d∈D, introduce binary variable z d z d and nonnegative integer variable w d w d. You can enforce the desired behavior by imposing the following linear constraints:
x 1+x 2 d⋅w d∑d∈D z d=∑d∈D d⋅w d≤M⋅z d=1 for d∈D x 1+x 2=∑d∈D d⋅w d d⋅w d≤M⋅z d for d∈D∑d∈D z d=1
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answered Oct 19, 2020 at 3:13
RobPrattRobPratt
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6502 | https://www.youtube.com/watch?v=mCRMsn6tEAU | Systems of Linear Equations (Fractions & Decimals)
Mario's Math Tutoring
458000 subscribers
119 likes
Description
9671 views
Posted: 24 Oct 2018
Solve Systems of Linear Equations containing fractions or decimals in this video math tutorial by Mario's Math Tutoring. We discuss how to clear the denominators to make the systems easier to solve. In the case of decimals we discuss how to clear the decimals. We go through 2 examples using the elimination method to solve the two variable two equation systems.
Timestamps:
00:00 Intro
0:14 Example 1 How to Clear the Fractions
3:12 Solve System by Using the Elimination Method
4:25 Tip For Multiplying Whole Numbers and Fractions
5:32 Example 2 How to Clear the Decimals
6:30 Using Elimination Method to Solve the System
8:13 How to Double Check Your Solution
Related Videos:
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15 comments
Transcript:
Intro but all these fractions it's pretty difficult to work with so we're gonna talk about is how do we clear those fractions how do we get rid of those fractions so we just have integers and whole numbers to work with right well what you want to do is you want to look at all the denominators right so when you look at the diners we've got 4 2 & 2 okay so when we're Example 1 How to Clear the Fractions looking at this first equation what's the common denominator meaning like if we were going to get a common denominator use fractions what's that lowest common denominator now a lot of students will mistakenly say 2 because they're thinking oh 2 goes into 4 and 2 goes into 2 but what we're looking for is the smallest number that 2 would divide into and form and also divide into and the smallest number that that would be in this case would be 4 so what we're going to do is we're gonna multiply the whole equation by 4 now when you multiply this whole equation by 4 what you're gonna do is you're gonna distribute that 4 to every term okay left and right sides because you want to keep that equation balanced now another way to do this and I think a lot of students might find this a little bit easier is when you're multiplying by 4 you're really multiplying by 4 over 1 because anything divided by 1 is itself right so what I'm gonna do is right next to each one of these fractions I'm going to write 4 over 1 4 over 1 and 4 over 1 okay so here with me so far the reason I did that is because you can see we can do some cross reducing numerator and denominator you see those fours are cancelling out one another so you're really left with 1 over 1 which is just 1 and that just gives us X okay over here you can see 4 & 2 we can cross reduce 2 goes in here once 2 goes into 4 twice 2 times 1 is 2 1 times 1 is 1 2 divided by 1 is 2 so we have 2y and over here we can also cross reduce okay and we get negative 1 times 2 is negative 2 1 times 1 is 1 negative 2 over 1 is negative 2 so you can see we have effectively cleared the denominators we've gotten rid of those fractions we just have integers now which are easier to work with right now in the second equation here what can we multiply by to clear the denominators what do you think well you can see this has a denominator of 3 these ones you can think of as having a denominator of 1 okay because anything divided by 1 is itself right so what's that lowest common denominator meaning what's the smallest number that one divides into and 3 also divides into okay if you said 3 you're absolutely right so what we're gonna do is we're gonna multiply everything by three and remember three is like three over one so what I'm gonna do is I'm just gonna again write three over one three over one next to each one of those terms remember the terms are separated by minus or plus and you want to make sure you're multiplying everything by three not just the left side not just the right side everything every turn right okay so now notice what happens 3x divided by one is just 3x over here you can see that 3 is our cross reducing we're left with negative 5 over 1 which is negative 5y and over here we have 21 okay perfect so now we're in business right we can see we've got just integers and we want to try to solve the system so what we're gonna do here is we're gonna try to do the elimination method now what's the elimination method well elimination method is you try to multiply one of the equations by a constant such that when you add it to the other equation that either the X's cancel out or the Y's cancel out so I'll have links to other videos about solving systems of equations if you want more practice but just to show you here let's multiply everything in this equation by Solve System by Using the Elimination Method negative 3 because if we do that I'll write it right down here we're gonna get negative 3x negative 6y and negative 3 times negative 2 is positive 6 now when we add see how those X's are cancelling one another out because one's positive ones negative and over here we've got 27 okay so now let's see so ok so this is coming out to a little bit of a strange answer but that's okay so we're gonna divide everything by negative 11 so that's 27 over negative 11 okay that's our Y value now if you want to solve for X what do we do well we can put it back into any one of the equations but pick an easy one I'm going to pick this first one here because you can see the numbers are quite small so we have X plus 2 times 27 over negative 11 equals negative 2 and I'm just going to distribute the 2 so that's gonna be 54 over negative 11 okay so 2 is like 2 over 1 sometimes students have trouble with these fractions but just turn a whole number into a fraction by putting it over 1 so the numerators line up and the denominators line up and you just multiply horizontally right and so then this equals 2 over 1 we're gonna subtract actually this is a negative 54 11 so we do the ops we're going to add 54 over 11 to both sides right so plus 54 over a lab Tip For Multiplying Whole Numbers and Fractions we have to get common denominators the common denominator is 11 so I'm going to multiply this by 11 over 11 so we have negative 22 plus 54 all over 11 so let's see that comes out to what is that that is 32 elevenths okay that's what x equals and so now you can see our final answer we want to write it like a coordinate X comma Y we have 32 over 11 27 over negative 11 that's the point or the coordinate where the two lines would cross if you were to graph both of these lines now you can turn these into mixed numbers if you like you can turn them into decimals if you want to get an approximation in round but we'll just leave it like that for right now so that's how you would work with fractions how about example number two where you're working with some decimals well in this case what we want to do is we want to clear the decimals so what can we multiply by to get rid of those decimals what do you think well and the first one see wouldn't be great if this decimal point was right here so to move it to here we actually have to multiply it by a hundred because when you multiply by a hundred you move that decimal point two places to the right so Example 2 How to Clear the Decimals let's do that we're gonna multiply everything by 100 remember you're distributing it to each term so that's going to actually move this two places two places we're going to put a placeholder here a zero and then this one also two places so what we have is we have 5x minus 10 y equals negative 45 right this one here we only really need to multiply by 10 because that'll move this decimal place one to the right one to the right one to the right here we need a placeholder right so in this case we just multiply everything by 10 so 28 X plus 12 y equals 20 okay so now we're in business so again let's use the elimination method and what we're going to do is we're going to try to either eliminate the XS or the Y's so when we add the two equations together either the XS or the Y's cancel out this was a little bit more challenging because let's look at the Y's what's the smallest number that 10 goes into and 12 goes into 60 right so what I'm going to do is I'm gonna multiply this top one by Using Elimination Method to Solve the System six to make this negative 60 the bottom equation by five to make this positive 60 this way when we add the Y's are going to cancel each other out so let's go ahead and do that to the top equation we're distributing the six that gives us 30 X - 60 y equals let's see what does that come out to that's negative 240 plus 3 so negative 270 right and then here we're distributing the 5 to each term each term in the equation right so 5 times 28 is how much 140 X we're getting some large numbers here plus 60 y equals 100 okay but notice what happens when we add the Y's are canceling right because one's negative ones positive this gives us 170 x equals negative 170 divided by 170 you can see X's coming out to negative 1 that worked out pretty nice right all we have to do to solve for y is put this x equals negative 1 back into any one of the equations doesn't matter which one and solve for y let's go ahead and use this one here because the numbers are a little bit smaller so I'm gonna say 5 instead of X I'm going to put in negative 1 okay and then what we're going to do is this is a negative 5 so we do the OPP's I'm going to add 5 to both sides so that comes out to negative 10y equals negative 40 divide both sides by negative 10 that's going to give us y equals positive 4 so our answer is negative 1 comma 4 now if you want |
6503 | https://tutoring.k12.com/articles/rounding-decimals-tips-and-tricks-for-precision/ | Rounding Decimals: Tips and Tricks for Precision
Whether you’re calculating grocery bills, estimating travel distances, or solving problems in your math class, rounding decimals ensures your calculations are clean, understandable, and efficient. This article will break down what rounding decimals means, how it works, and provide useful tips to help you ensure precision. Let’s simplify the world of numbers, one decimal at a time!
What is Rounding Decimals?
At its core, rounding decimals is part of number theory—a branch of mathematics that deals with the properties and relationships of numbers. More specifically, rounding decimals helps to simplify numbers by adjusting them to a value that’s easier to work with, while staying as close as possible to the original number.
For example:
The key is to use rounding rules, which make the process systematic and easy to apply.
The Key Rule of Rounding
The primary rule for rounding is straightforward:
For instance:
Why is Rounding Decimals Useful?
Rounding decimals comes in handy for many real-life situations where precision is important but exact numbers aren’t necessary. Here are a few practical examples:
1. Calculating Grocery Bills
When you’re estimating your total at the grocery store, rounding decimal prices (e.g., $3.75 to $4.00) can simplify mental math and help you stay within budget.
2. Measuring Ingredients for Recipes
Ever adjusted a recipe? If the recipe calls for 1.333 tablespoons of sugar, you’ll likely round that to 1.33 or 1.5 tablespoons to make measuring easier.
3. Planning Road Trips
When calculating travel distances, you might round your map readings (like 152.47 miles to 152.5 miles) for quicker, rough estimates of fuel and time.
4. Determining Sales Tax
Sales tax calculations often involve decimals. For example, a 5% tax on $47.75 equals $2.3875. Rounding this to $2.39 makes it simpler to understand.
5. Currency Conversions
If you’re figuring out how much 100 euros will cost in dollars and get $106.357, rounding to $106.36 keeps things tidy without losing accuracy.
Understanding how and when to round not only helps you make quick calculations but also ensures your results are practical for decision-making.
How to Round Decimals Step by Step
Here’s a simple step-by-step process to round decimals accurately:
1. Identify the Decimal Place to Round To
Decide which digit place (tenths, hundredths, thousandths, etc.) you want to round to.
2. Look at the Following Digit
Check the number immediately after the place value you’re rounding to.
3. Apply the Rounding Rule
4. Adjust and Rewrite the Number
Replace all digits after the rounded value with zeros (or drop them entirely, depending on your rules).
Example:
Round 12.3461 to two decimal places.
Tips and Tricks for Accuracy
For more interactive practice, check out Khan Academy or Mathway, which offer exercises and tools to master these concepts.
Want to Improve Your Math Skills?
Rounding decimals is just one step toward mastering math, but there’s so much more to explore! If you’re ready to take your learning further, consider brushing up on other essential skills like subtracting vectors. Check out Mathsisfun.com’s article on vector subtraction for a deeper understanding.
And if you’re looking for hands-on guidance, K12 Tutoring has expert pre-algebra tutors ready to help you reach your full potential. From decimals to algebra, they’ve got you covered.
Final Thoughts
Rounding decimals is a crucial skill in both math and everyday life—it simplifies calculations without compromising accuracy. From estimating grocery costs to planning your next vacation, it’s an essential tool that makes math accessible and practical. By following the tips and tricks outlined in this guide, you’ll be rounding decimals like a pro in no time.
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α-Synuclein colocalizes with AP180 and affects the size of clathrin lattices
Karina J Vargas
Karina J Vargas
1 Departments of Neurology and Neuroscience, Yale University, New Haven, Connecticut, USA
2 Marine Biological Laboratory, Woods Hole, Massachusetts, USA
3 Department of Cell Biology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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1,2,3,‡, PL Colosi
PL Colosi
1 Departments of Neurology and Neuroscience, Yale University, New Haven, Connecticut, USA
4 PREP Program, Yale University, New Haven, Connecticut, USA
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1,4,‡, Eric Girardi
Eric Girardi
1 Departments of Neurology and Neuroscience, Yale University, New Haven, Connecticut, USA
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1,‡, Jae-Min Park
Jae-Min Park
1 Departments of Neurology and Neuroscience, Yale University, New Haven, Connecticut, USA
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1, Leah E Harmon
Leah E Harmon
1 Departments of Neurology and Neuroscience, Yale University, New Haven, Connecticut, USA
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1, Sreeganga S Chandra
Sreeganga S Chandra
1 Departments of Neurology and Neuroscience, Yale University, New Haven, Connecticut, USA
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1,∗
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1 Departments of Neurology and Neuroscience, Yale University, New Haven, Connecticut, USA
2 Marine Biological Laboratory, Woods Hole, Massachusetts, USA
3 Department of Cell Biology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
4 PREP Program, Yale University, New Haven, Connecticut, USA
∗
For correspondence: Sreeganga S. Chandra sreeganga.chandra@yale.edu
‡
These authors contributed equally to this work.
Received 2022 Nov 16; Revised 2023 Jul 11; Collection date 2023 Sep.
© 2023 The Authors
This is an open access article under the CC BY license (
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PMCID: PMC10470054 PMID: 37516240
Abstract
α-Synuclein and family members β- and γ-synuclein are presynaptic proteins that sense and generate membrane curvature, properties important for synaptic vesicle (SV) cycling. αβγ-synuclein triple knockout neurons exhibit SV endocytosis deficits. Here, we investigated if α-synuclein affects clathrin assembly in vitro. Visualizing clathrin assembly on membranes using a lipid monolayer system revealed that α-synuclein increases clathrin lattices size and curvature. On cell membranes, we observe that α-synuclein is colocalized with clathrin and its adapter AP180 in a concentric ring pattern. Clathrin puncta that contain both α-synuclein and AP180 were significantly larger than clathrin puncta containing either protein alone. We determined that this effect occurs in part through colocalization of α-synuclein with the phospholipid PI(4,5)P2 in the membrane. Immuno-electron microscopy (EM) of synaptosomes uncovered that α-synuclein relocalizes from SVs to the presynaptic membrane upon stimulation, positioning α-synuclein to function on presynaptic membranes during or after stimulation. Additionally, we show that deletion of synucleins impacts brain-derived clathrin-coated vesicle size. Thus, α-synuclein affects the size and curvature of clathrin structures on membranes and functions as an endocytic accessory protein.
Keywords: electron microscopy; lipid monolayer assay; membrane curvature; synaptic vesicle endocytosis; PI(4,5)P2
α-Synuclein became a principal focus of neurodegeneration research when it was identified as the major constituent of Lewy Bodies, pathological protein aggregates found in the brains of Parkinson’s Disease (PD) patients (1). The importance of α-synuclein to PD pathogenesis was further underscored by the identification of families with Mendelian forms of PD that arise from point mutations and gene multiplications of SNCA, the α-synuclein gene (2, 3, 4, 5, 6, 7). Genome-wide association studies demonstrate that sequence variants in SNCA are associated with sporadic PD (8, 9). Additionally, Lewy body pathology is observed in several other neurodegenerative diseases, for instance, Lewy body dementia and multiple system atrophy, collectively known as synucleinopathies (10). Based on these observations, many current therapeutic strategies for PD, and more broadly synucleinopathies, are focused on eliminating or reducing α-synuclein levels in the brain (11, 12). Therefore, there is a growing interest in elucidating the underlying physiological functions of α-synuclein and how loss of α-synuclein impacts neuronal physiology.
α-Synuclein was initially discovered as a synaptic vesicle (SV)-associated protein in the electric organ of Torpedo (13), suggesting its physiological function(s) are linked to the SV cycle. Indeed, α-synuclein has been implicated to function in distinct steps of the SV cycle. We and others have demonstrated that α-synuclein regulates different stages of SV endocytosis (SVE) (14, 15, 16). In addition, there is evidence of α-synuclein interacting with the exocytic SNARE, synaptobrevin-2 (17, 18, 19), regulating fusion pore dynamics (20), and clustering of SVs, postfusion (21, 22, 23). The preponderance of functional studies supports synucleins acting postfusion, in SVE (14, 15, 16, 20, 24, 25).
Biochemical evidence in cell lines and neurons supports interactions between α-synuclein and the protein machinery of endocytosis (Hsc70, clathrin, AP2, endophilin) (24, 26). In previous studies, we showed, using pHluorin imaging and cholera toxin labeling, that αβγ-synuclein KO hippocampal neurons (27) exhibit slower SVE kinetics (14). Similar results have been obtained by monitoring transferrin uptake in α-synuclein KO neurons, which showed reduced endocytosis (24). In addition, we demonstrated that the interaction between α-synuclein and synaptobrevin-2 observed by other researchers (17, 23, 28) is part of a larger complex, of which AP180 is a major component (14). AP180 is a brain-specific adapter of synaptobrevin-2 (29) and along with AP2, acts to initiate clathrin-coated pit (CCP) formation by recruiting clathrin to synaptic membranes (19, 29, 30, 31, 32). With this in mind, we hypothesized that α-synuclein could be impacting SVE through a mechanism that involves lipids, AP180, and clathrin. Here, we aim to gain molecular insights regarding this mechanism by performing biochemical experiments with synthetic and physiological membranes as well as brain-derived clathrin-coated vesicles (CCVs).
Our experiments revealed that α-synuclein affects clathrin lattice size in vitro, and on physiological membranes, additionally, that AP180, α-synuclein, and clathrin colocalize and are arranged in a concentric pattern in larger clathrin puncta. Clathrin-α-synuclein colocalization is dependent on α-synuclein’s lipid-binding properties. We also show that the subsynaptic localization of α-synuclein is dynamic and can localize to the presynaptic plasma membrane, under conditions where bulk and SVE are promoted. Finally, we demonstrate that deletion of synucleins decreases brain-derived CCV perimeters. Collectively, these results indicate that α-synuclein may facilitate the growth of clathrin lattices on synaptic membranes.
Results
α-Synuclein affects the size of clathrin lattices on synthetic lipid monolayers
To explore the mechanisms by which α-synuclein regulates SVE, we investigated the effect of α-synuclein on AP180-dependent clathrin lattice formation on synthetic lipid membranes. We used a minimal component system for clathrin lattice assembly described by (32), in which a lipid monolayer containing PI(4,5)P2 is incubated, in a Teflon chamber, with different combinations of purified proteins in the presence of clathrin. In this lipid monolayer assay, AP180 alone is sufficient to recruit brain-purified clathrin (which contains small amounts of AP2) to the membrane and form clathrin lattices (32). We performed the lipid monolayer assay using the Teflon incubation chamber as shown in Figure 1A. We dropped the synthetic lipid mixture on top of the buffer in a well to form a monolayer, and after evaporation of the lipid diluent, chloroform, we placed a carbon-coated EM grid in the well face down onto the lipids (Fig.1A). We purified recombinant mouse α-synuclein (14 KDa), rat AP180 (190 KDa) from E.Coli, and clathrin from pig brain (130 KDa heavy and 30–35 KDa light chains) (Fig.1B). We injected these proteins in different combinations into the incubation chamber beneath the monolayer (Fig.1A). After incubation, the grids were lifted from the chamber and processed for negative staining and EM. Representative micrographs show that the addition of clathrin-only has no effect on membranes due to its inability to directly bind them (Fig.1C), while AP180 can bind the lipid monolayer and modestly deform it (Fig.1C). Injection of recombinant mouse α-synuclein alone or in simple combination with AP180 or clathrin-only resulted in membrane ruffles and deformations (Fig.1D) consistent with its ability to bend membranes (33, 34, 35, 36). Addition of both AP180 and clathrin led to the formation of discrete clathrin lattices (Fig.1E), confirming previous literature showing AP180 is sufficient for clathrin assembly (32). Inclusion of mouse α-synuclein (2 μM; endogenous concentration) in this protein mixture resulted in significantly larger clathrin lattices on the lipid monolayer (Fig.1, E–G) (AP180+clathrin= 8607± 413 nm 2, AP180+clathrin+α-synuclein= 15,569± 2131 nm 2; p< 0.01). This observation suggests that α-synuclein can impact the size of clathrin lattices under conditions where the formation of clathrin lattices is dependent on AP180 (Fig.1E).
Figure 1.
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Reconstitution of clathrin assembly using recombinant proteins.A, schematic of Teflon block and experimental setup used in monolayer reconstitutions. Wells (W) and side-injection ports (SIP) labeled. B, coomassie stain showing proteins used in reconstitution conditions. C–E, electron micrographs of constituent proteins added to lipid monolayers. C, electron micrographs of negative controls. From left to right: Lipids only, lipid monolayer with no added protein; AP180, recombinant AP180 added to lipid monolayer; Clathrin, brain-purified clathrin added to lipid monolayer. D, from left to right: all proteins without a lipid monolayer; α-Synuclein, recombinant WT mouse α-synuclein added to lipid monolayer; α-Syn+AP180, recombinant mouse AP180 and α-synuclein added to lipid monolayer; α-Syn+Clathrin, α-Synuclein and isolated clathrin added to lipid monolayer. E, electron micrographs of clathrin and AP180 added to lipid monolayer. Characteristic fullerene-shaped clathrin cages form. Inset: Zoomed image outlined in green. F, electron micrographs of α-synuclein, clathrin, and AP180 added to lipid monolayer. Inset: Zoomed image outlined in blue. Scale bar represents 100 nm. G, quantification of area of clathrin puncta obtained in conditions (E) and (F) includes expansion of data from 0 to 4× 10 4. Addition of α-synuclein increases the area of clathrin puncta. N= 3 independent experiments with at least ten micrographs per experiment. ∗p< 0.05; ∗∗p< 0.01. Scale bar represents 100 nm.
Next, we evaluated clathrin lattice assembly with mouse brain cytosol which contains the entire repertoire of soluble brain proteins and compared the effects of cytosol lacking α-synuclein. For this, we adapted the lipid monolayer assay for incubation with brain cytosol (Fig.1A). (32). WT and an αβγ-synuclein triple knockout (TKO) brain cytosol were used to evaluate clathrin assembly into lattices. TKO cytosol was chosen as we previously showed that all synucleins are functionally redundant to regulate SVE (14). In these experiments, the lipid monolayer was incubated with brain cytosol (WT and TKO) in the absence (0 min) or presence of ATP (15 min) to monitor basal and active clathrin assembly, respectively. In the absence of ATP, we observed the formation of minute clathrin lattices, representing the baseline lattice size (Fig.2, A and B, 0 min). The baseline assembly of clathrin structures, albeit very small, was significantly smaller when the membranes were incubated with TKO cytosol and was not changed by the addition of mouse α-synuclein (Fig.2, A and B, t= 0, WT= 10,298± 1370 nm 2 and TKO= 6644± 527 nm 2, p< 0.05, TKO+ α-syn= 6229± 942 nm 2, p< 0.05).
Figure 2.
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Lipid monolayer assay to visualize clathrin recruitment from brain cytosol.A, electron micrographs of clathrin assembly into flat lattices and CCPs on membrane monolayers over time (0 and 15 min). Membrane monolayers were incubated with cytosol from WT, αβγ-synuclein KO (TKO), and mouse α-synuclein added to TKO cytosol (rescue). Clathrin puncta are highlighted with red outlines. N= 3 independent experiments with ten images per experiment. Scale bar represents 300 nm. B, comparison of clathrin patch areas in the three conditions mentioned above at 0, 15 min. C, examples of pentagon, hexagon, and heptagon clathrin lattices. Scale bar represents 25 nm. D, ratio of nonhexagons (pentagons and heptagons) to hexagon in clathrin lattices for each of the three conditions, t= 15 min. E, histogram of nonhexagon to hexagon ratio for the three conditions. The sum of all weights was used to normalize the data. For all graphs: ∗p< 0.05 and ∗∗∗p< 0.001. Welsh’s t test. TKO, triple knockout.
Next, we tested clathrin assembly in the presence of an ATP reconstitution system for 15 min. We observed that incubation of the lipid monolayer with WT cytosol led to robust assembly of clathrin lattices (Fig.2, A and B, WT, 15 min), in agreement with previous publications (32, 37, 38). The size of individual clathrin lattices were much larger and are quantified in Figure 2B (compare t= 0 and 15). The absence of α-synuclein resulted in significantly smaller clathrin lattices than WT (t= 15, WT= 37,204± 2648 nm 2 and TKO= 25,624± 2049 nm 2, p< 0.001). Supplementation of TKO cytosol with mouse α-synuclein (2 μM; at endogenous concentrations) partially rescued the size of the clathrin lattices formed on the monolayer after 15 min incubation with an ATP reconstitution system (Fig.2B, t= 15, WT= 37,204± 2648 nm 2 and t= 15, TKO+α-syn= 30,783± 2379 nm 2, NS). This in vitro observation that addition of α-synuclein can rescue the reduced size of clathrin lattices formed on synthetic monolayers with TKO cytosol confirms the α-synuclein dependence of these effects.
Next, we examined the curvature of clathrin lattices formed by analyzing the fractions of pentagons and heptagons to hexagons in the clathrin formations (Fig.2C). The presence of pentagons and/or heptagons indicates that a curved lattice is being generated (39, 40). We found that incubation with TKO cytosol leads to fewer nonhexagonal clathrin formations (Fig.2, D and E) as compared to WT, indicating flatter clathrin lattices. The addition of recombinant mouse α-synuclein (2 μM) to TKO cytosol resulted in a greater number of lattices with pentagons and heptagons being present, shapes which are associated with curved lattices (Fig.2, D and E).
Taken together, these two complementary in vitro experiments show an effect of α-synuclein on the size and curvature of clathrin/AP180 lattices formed on synthetic membranes suggesting that α-synuclein may play a direct role in the regulation of clathrin lattices.
α-Synuclein localizes to large clathrin lattices on cell membranes
To test whether α-synuclein can affect clathrin lattices in a physiological context, we imaged α-synuclein localization relative to clathrin structures on cell membranes. We prepared adherent membranes by unroofing PTK2 (Potorous tridactylus epithelial kidney) cells grown on coverslips transfected with a construct expressing membrane-tethered GFP. Membranes were washed with cytosolic buffer, immunostained for clathrin heavy chain and α-synuclein, and imaged by confocal microscopy. Clathrin and α-synuclein were present in puncta on PTK2 membranes (Fig.3, A–C), similar to observations in other cell types (24, 41, 42). A significant fraction of these puncta contained both proteins. All such puncta displayed a distinctive pattern of a clathrin puncta with α-synuclein colocalized at its inner core (Fig.3B). Puncta containing only α-synuclein overall were smaller and more homogeneous in size (Fig.3C).
Figure 3.
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α-Synuclein and clathrin colocalize in puncta on the plasma membrane.A, membrane sheets from PTK2 cells immunostained for α-synuclein (red) and clathrin heavy chain (green). α-Synuclein and clathrin are present in puncta on the membrane, with some puncta containing both proteins. Scale bar represents 1 μm. B, enlarged view of a clathrin+α-synuclein puncta. Note that α-synuclein localizes to the center of the clathrin patch. C, enlarged view of α-synuclein–only puncta. D, plot of fluorescence of clathrin versus α-synuclein, colored by size of the clathrin puncta. The dashed lines (x= 0.5× 10 4 and y= 1× 10 4) indicate the cut-offs used to demarcate puncta into clathrin-only (x< 0.5, y > 1), α-synuclein–only (x > 0.5, y< 1), and clathrin+α-synuclein (x > 0.5, y > 1) puncta. Note that clathrin and α-synuclein colocalize predominantly in larger size puncta. E, intensity of clathrin and α-synuclein in different puncta sizes. F, percent of the three populations of puncta observed on the membrane. Clathrin-only (green), α-synuclein–only (red), and clathrin+α-synuclein (yellow; abbreviated α-syn/Cla). G, average size of clathrin-only, α-synuclein–only, and clathrin+α-synuclein puncta. N= 3 independent experiments. ∗∗∗∗p< 0.0001. Scale bar represents 1 μm.
To quantify the puncta, we measured fluorescence intensity and size of a linear region of interest (ROI) (cross-section) drawn across clathrin and α-synuclein puncta for all puncta on the membranes (Fig.3D). Then, we plotted the relative clathrin fluorescence (Y-axis) versus the relative α-synuclein fluorescence (X-axis) for all puncta (n= 2071). We set cut-offs (x= 0.5× 10 4 and y= 1 x10 4) by visually identifying two populations of puncta on the plot where the relative fluorescence of clathrin and α-synuclein were independent of each other (dashed lines, Fig.3D). Using these cut-offs, we classified the total population of puncta into three categories: clathrin-only, α-synuclein-only, and clathrin+α-synuclein puncta. We classified 59% as clathrin-only, 20% of puncta as α-synuclein-only, and 21% as clathrin+α-synuclein under steady state conditions (Fig.3F). The average diameters for clathrin-only, α-synuclein-only, and clathrin+α-synuclein puncta were 0.66 μm, 0.53 μm, and 0.96 μm, respectively (Fig.3G; n= 1174, p= 0.001), indicating that puncta where clathrin+α-synuclein are localized together are consistently larger than clathrin-only and α-synuclein-only puncta.
To understand the relationship between α-synuclein and clathrin puncta size in steady state conditions, we binned the observed puncta into five size categories based on the diameter of clathrin puncta (orange: 0.12–0.60 μm, light green: 0.72–1.08 μm, dark green: 1.20–1.56 μm, blue: 1.68–2.04 μm, and purple: 2.16–2.52 μm) (Fig.3D). While the measured diameters are an approximation—as the size measurement is distorted by the use of primary and dye-conjugated secondary antibodies, in addition to the resolution limitations of light microscopy—they are a useful measure to compare populations within the same experimental conditions. We plotted α-synuclein and clathrin intensity as a function of clathrin diameter, color coding the relative size categories (Fig.3E). The average clathrin fluorescence exceeded that of α-synuclein, suggesting that α-synuclein is found within clathrin puncta when they colocalize. Average clathrin fluorescence increased linearly with puncta size, as expected. However, average α-synuclein fluorescence was largely constant and increased only in very large puncta (diameter > 1.6 μm) (Fig.3E, blue and purple). This imaging data suggested that α-synuclein is colocalized with clathrin, preferentially in the larger clathrin puncta on physiological membranes, congruent with our in vitro data (Figs.1F and 2B).
Next, we incubated the PTK2 membranes with brain cytosol, an ATP regeneration system, and GTPγS to facilitate CCP formation and to test how the size and relative ratio of the three puncta classes changed over time (Fig.4). Addition of GTPγS blocks dynamin function and leads to predominantly larger, flatter clathrin lattices. From the total population of puncta observed with incubation of brain cytosol, we observed that the fraction of clathrin-only puncta decreases over time (Fig.4A: 59% at t= 0–0% at t= 30 min) with a concomitant increase in clathrin+α-synuclein puncta (Fig.4A: 20% at t= 0–50% at t= 30 min), with the 5 min time point showing an intermediate level. This indicates that the localization of α-synuclein is dynamic and that it can be recruited to clathrin puncta. Comparing t= 15 and t= 30 time points suggests that α-synuclein can also come off clathrin puncta (Fig.4A). The average size of α-synuclein-only and clathrin-only puncta remained constant, while the average clathrin+α-synuclein puncta diameter changed over time (Fig.4B; 0.96 μm at t= 0 and 0.77 μm at t= 30). These data show that initially after unroofing cells, a fraction of α-synuclein is localized within the larger clathrin puncta on the membranes, which dynamically changes over time with the introduction of native brain cytosol proteins and ATP.
Figure 4.
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Temporal changes of size and colocalization of α-synuclein and clathrin puncta. PTK2 cells were unroofed, incubated with brain cytosol with an ATP regeneration system for the denoted time, and processed to detect α-synuclein and clathrin. A, fraction of the three types of puncta as a function of time. Clathrin-only (green), α-synuclein–only (red), and clathrin+α-synuclein (yellow; abbreviated α-syn/Cla). B, size comparisons of clathrin-only, α-synuclein–only, and clathrin+α-synuclein puncta at the denoted time points. N= 3 independent experiments with at least three cells analyzed per experiment. Total puncta analyzed per time: 0 min= 1982, 5 min= 636, 15 min= 4459, and 30 min=1018.
Colocalization of α-synuclein and clathrin on the membrane depends on α-synuclein lipid/PI(4,5)P2 binding
Recently. it has been shown that α-synuclein colocalizes with PI(4,5)P2 in the membrane of many cell lines—A2780, HeLa, SH-SY5Y and SK-MEL-2 (43). To determine whether α-synuclein binds the membrane of PTK2 cells through PI(4,5)P2 when colocalized with clathrin, PTK2 membrane sheets (t= 0) were immunostained for clathrin heavy chain, α-synuclein, and PI(4,5)P2 and imaged by confocal microscopy (Fig 5A). As performed above (Figs.3 and 4), we manually selected circular independent puncta. We set absolute thresholds for the three channels (threshold of pixel intensity: α-Syn= 5,000, PI(4,5)P2= 5,000, clathrin= 6000) and classified the puncta into those containing individual constituents (clathrin, α-synuclein, or PI(4,5)P2 only) and two or more constituents. We quantified the relative distribution of clathrin and α-synuclein with respect to PI(4,5)P2 (n= 3123 puncta) (Fig.5, A and B). We observed that the majority of the PI(4,5)P2 puncta quantified were positive for α-synuclein (53%), suggesting α-synuclein possibly stabilizes these puncta. Clathrin and α-synuclein also colocalized together with PI(4,5)P2 (21%). There was a small percentage of clathrin puncta that colocalized with PI(4,5)P2 (7%), which are probably bound via AP2. These results in conjunction with earlier results (24, 43) suggest that one mechanism through which α-synuclein affects clathrin lattice formation is through its interaction with PI(4,5)P2.
Figure 5.
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α-Synuclein and PI(4,5)P2 colocalize on the plasma membrane.A, membrane sheets from PTK2 cells immunostained for α-synuclein (red), clathrin heavy chain (green), and PI(4,5)P2 (blue), with different classes of PI(4,5)P2 puncta highlighted (t= 0). B, relative distribution of α-synuclein and clathrin in the PI(4,5)P2 positive puncta. N= 2 independent experiments with four cells analyzed per experiment (3123 total puncta). Scale bar represents 1 μm.
To test the effect of α-synuclein lipid binding on its colocalization with clathrin, we performed an experiment in which brain cytosol was supplemented with recombinant, monomeric human α-synuclein (4 μM) or membrane-binding deficient human A30P α-synuclein (4 μM). We incubated the membrane sheets with the supplemented cytosol for 15 min and stained for clathrin and α-synuclein (Fig.6A). To ensure that successful invagination and vesicle formation occurred at 15 min, we performed immunostaining for dynamin in addition to clathrin and α-synuclein. We then quantified α-synuclein, clathrin, and α-synuclein/clathrin positive puncta that also colocalized with these dynamin-positive sites. We observed a larger fraction of puncta with both α-synuclein and clathrin when WT human α-synuclein was added for 15 min to brain cytosol compared to the control (WT α-syn 73% versus control 57%, Fig.6B). However, when we added 4 μM human A30P α-synuclein to brain cytosol, we observed no change in the colocalization of α-synuclein and clathrin (A30P α-syn 56% versus control 57%, Fig.6B). As A30P α-synuclein does not bind lipid membranes, this result suggests that α-synuclein binding to the membrane is necessary for its colocalization with clathrin.
Figure 6.
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α-Synuclein colocalization with clathrin on membranes depends on α-synuclein lipid binding.A, membrane sheets from PTK2 cells were immunostained for pan-dynamin (blue), clathrin heavy chain (green), and α-synuclein (red), with different classes of puncta highlighted, after incubation with no added α-synuclein (control), 4 μM WT human α-synuclein, and 4 μM human A30P α-synuclein for 15 min. B, relative distribution of α-synuclein and clathrin in dynamin-positive puncta in different conditions. N= 3 cells analyzed per experiment (ctrl= 3804 total puncta, WT= 4784 total puncta, A30P= 4271 total puncta). Scale bar represents 1 μm.
AP180 localizes at the center of the α-synuclein/clathrin large lattices on cell membranes
We extended the adherent membrane studies to include AP180, as it is a brain-specific clathrin adapter (44) and can transiently form a complex with α-synuclein (14). We incubated unroofed membranes with mouse brain cytosol, ATP reconstitution system, and GTPγS for 15 min, the time point we previously observed the maximum colocalization of clathrin+α-synuclein (Fig.4A). We then immunostained for clathrin, α-synuclein, and AP180 and observed, as expected, heterogenous population of puncta (Fig.7A) of varying sizes and protein content. We manually drew an ROI around each puncta and selected circular independent puncta. Then, we set absolute thresholds for the three channels (threshold of pixel intensity: α-Syn= 7000, AP180= 6,000, clathrin= 6000) and classified the puncta into those containing individual proteins (clathrin, α-synuclein, or AP180-only) and two or more proteins (Fig.7, A and B). After quantification (N= 4 experiments, 2637 puncta), we found six different types of puncta: clathrin+AP180+α-synuclein puncta (76.3%), clathrin+AP180 puncta (12.4%), clathrin+α-synuclein puncta (6.1%) clathrin-only puncta (4.4%), AP180-only puncta (0.4%), and α-synuclein-only puncta (0.1%) (Fig.7B). We did not find AP180+α-synuclein puncta (0%) congruent with our previous biochemical data suggesting AP180 and α-synuclein do not directly interact (14).
Figure 7.
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AP180 colocalizes with α-synuclein and clathrin puncta on the plasma membrane.A, membrane sheets from PTK2 cells immunostained for α-synuclein (red), clathrin heavy chain (green), and AP180 (blue) different classes of puncta are highlighted. B, relative distribution of all observed puncta. α-synuclein+AP180+Clathrin puncta are the most prevalent. C, image showing α-synuclein+AP180+Clathrin puncta. AP180 localizes to the center of the clathrin puncta and is surrounded by α-synuclein, denoted by dashed circles. Insets show individual channels. D, scheme showing colocalization of clathrin, α-synuclein, and AP180. E, average diameter of AP180, α-synuclein, and clathrin in triple colocalized puncta. F, size of clathrin puncta in the denoted types of puncta containing clathrin. G, size of AP180 puncta in the three types of puncta containing AP180. H, size of α-synuclein puncta in the three types of puncta containing α-synuclein. N= 3 independent experiments, total number of puncta analyzed= 1681. ∗p< 0.05 and ∗∗p< 0.01; Scale bar represents 1 μm.
We observed that the puncta containing all three proteins have a specific organization with AP180 in the center of the puncta, surrounded by a perimeter of α-synuclein within the clathrin pit (Fig.7C). To quantify the concentric organization of these proteins, we measured the longest diameter of each circular puncta containing all three proteins (Fig.7D). AP180 puncta which were located in the center had the smallest average diameter of 0.48 μm, with α-synuclein surrounding the AP180 puncta at an average diameter of 0.69 μm and with an outer clathrin shell diameter of 0.99 μm (Fig.7E). Using the average diameters, we calculated the average area of each protein using the formula for the area of a circle (A= πr 2). We found that AP180 occupied on average 23% of the clathrin puncta, while α-synuclein occupied on average 49% of clathrin puncta. These data indicate that AP180 localizes to the center of the larger clathrin/α-synuclein puncta on physiological membranes and that there is a hierarchy of diameters with clathrin >α-synuclein >AP180.
To understand whether clathrin puncta size is different when AP180 or α-synuclein are present, we measured the clathrin puncta diameter depending on its colocalization with AP180 and α-synuclein. The diameter of the clathrin puncta in clathrin+α-synuclein+AP180 puncta were significantly larger (1.07 μm± 0.1, p<0.05) than either clathrin+α-synuclein (0.71 μm± 0.03) or clathrin+AP180 puncta (0.71 μm± 0.55) and clathrin by itself (0.54 μm± 0.02) (Fig.7F). Next, we measured AP180 and α-synuclein puncta diameters within the various puncta classes. The diameter of AP180 puncta was larger in clathrin+α-synuclein+AP180 (0.45 μm± 0.06) than clathrin+AP180 (0.28 μm± 0.03) (Fig.7G). The same pattern was observed for α-synuclein puncta diameter in the different classes (clathrin+α-synuclein+AP180: 0.69 μm± 0.07 versus clathrin+α-synuclein: 0.31± 0.02, p< 0.05) (Fig.7H). These puncta size comparisons suggest that each of the protein (AP180 and α-synuclein) puncta is larger when they are colocalized with one another and clathrin. These results strongly agree with our in vitro experiments suggesting α-synuclein and AP180 act synergistically to increase clathrin lattice size.
Our data thus far suggests that α-synuclein colocalizes with clathrin and influences the size of clathrin structures on both synthetic and cellular membranes through a molecular mechanism involving α-synuclein binding to membranes via PI(4,5)P2 and an indirect interaction with AP180. As α-synuclein is a presynaptic protein, it could affect the size of clathrin structures on synaptic membranes and so we investigated this possibility next.
α-Synuclein is mobilized from SVs to synaptic membranes upon stimulation
α-Synuclein is predominantly found on SVs at rest (22, 45, 46), consistent with its preferential binding to highly curved membranes (35, 36). Upon synaptic stimulation, fusion of SVs to the membrane increases the membrane surface area and decreases the number of SVs. To determine whether α-synuclein localization is altered upon stimulation and mobilized from SVs to synaptic membranes, we prepared synaptosomes from WT mouse brains and tested three conditions: rest, depolarization with high K+ stimulation, and repolarization. We then fixed the synaptosomes using a hypotonic fixative as described by previous studies (47). This technique fixes and breaks the synaptosomes simultaneously to increase the penetration of antibodies and capture the state of mobile proteins. The broken synaptosomes were immediately embedded in agarose to enable their manipulation for immunolabeling. We used monoclonal α-synuclein antibodies (clone42, BD Biosciences) that we previously showed by immunogold EM of α-synuclein KO synaptosomes to be highly specific (Fig.8) (22). After incubation with gold-labeled secondary antibodies, the samples were embedded and processed for EM. Gold particles within a 9 nm radius of a vesicle, or membrane, were assigned to these subcellular categories, while the remaining particles were assigned to the cytosol. At rest, the majority of α-synuclein is present on SVs (61.1% on SVs, 25.9% on synaptic membranes, 5.9% in cytosol; Fig.8, A and B). This is similar to the integral SV protein synaptobrevin-2 (78.2% on SV, 12.0% on membranes, 3.1% in cytosol; Fig.8, A and C), in agreement with previous publications (22, 48). However, upon stimulating synaptosomes with high K+, α-synuclein relocates from SVs to the synaptic plasma membrane and cytosol (30.1% on SVs, 51.1% on membranes, 11.2% in the cytosol) This change was significant: α-synuclein on SVs at rest versus K+ stimulation, 61.1% versus 30.1%; p< 0.001; α-synuclein on membranes at rest versus K+ stimulation, 25.9% versus 51.1%; p< 0.001. This confirms previous confocal imaging which shows that α-synuclein becomes diffuse upon neuronal stimulation (48, 49, 50). In contrast, synaptobrevin-2 remains mainly on SVs when stimulated (rest versus K+ stimulation: 78.2% versus 68.4% on SVs; p= 0.095). Repolarization results in α-synuclein relocalization to the surface of SVs (70.1% on SVs, 18.2% on membranes, 3.8% in cytosol). The relocalization of α-synuclein was significant (K+ stimulation versus recovery: 30.1% versus 70.1% on SVs; p< 0.001). Thus, the subsynaptic location of α-synuclein is dynamic and is likely to be linked to the SV cycle. α-Synuclein localization on the synaptic plasma membrane upon neuronal stimulation supports the hypothesis that α-synuclein could localize with clathrin and AP180 in larger clathrin puncta at synaptic plasma membranes. Unfortunately, our attempts to double label clathrin or AP180 were unsuccessful, precluding us from showing that α-synuclein is recruited to CCPs. Overall, this experiment details the dynamic nature of α-synuclein’s localization and indicates that α-synuclein is likely to be on the plasma membrane, possibly through PI(4,5)P2 binding, allowing it to function in SVE.
Figure 8.
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α-Synuclein localization is dynamically regulated by neuronal activity.A, electron micrographs of permeabilized synaptosomes at rest, stimulated with 90 mM KCl, and upon recovery. Immunogold-labeled α-synuclein is localized to SVs at rest (arrowhead). During stimulation, α-synuclein disassociates from SVs and predominantly localizes to the synaptic membrane. During recovery, α-synuclein returns to the SV membrane. B, electron micrographs of permeabilized synaptosomes during rest, stimulation, and recovery conditions immunolabeled for synaptobrevin-2. Gold-labeled synaptobrevin-2 remains associated with the vesicle in all three conditions. C and D, quantification of gold label localization for α-synuclein and synaptobrevin-2. Bars represent percent gold label from n= 3 independent experiments for control conditions and n= 2 for remaining conditions. Twenty five to forty micrographs per condition were analyzed. ANOVA was used to determine significance. ∗∗∗p< 0.001 and ∗∗∗∗p< 0.0001. Scale bar represents 100 nm. SV, synaptic vesicle.
α-Synuclein affects the size of CCVs purified from brain
To assess the role of α-synuclein in regulating the size of CCVs in the brain, we purified CCVs from both WT and αβγ-synuclein TKO mouse brains. Purified CCVs were dropped onto a grid and processed for EM (Fig 9A). CCVs were manually and independently measured by two blind raters. Their results were paired based on the distance between their centroids. In order to avoid quantifying arbitrary structures as true CCVs, ROIs without paired centroids within their radii were excluded from analysis. For each CCV, perimeter was averaged between the two raters and the results were plotted (Fig.9B). A Mann–Whitney U test was performed to compare mean perimeter measurements between WT and TKO CCVs. The results indicated that the perimeter of WT CCVs was significantly greater than the perimeter of CCVs purified from TKO brain, U= 283,855, p<0.0001 (Fig.9C). This suggests a regulatory role for synucleins in the formation of CCVs during their development on the membrane.
Figure 9.
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Deletion of synucleins decreases clathrin-coated vesicle size.A, representative images of CCV purified from WT and αβγ-synuclein KO (TKO) mouse brain, negative stained with uranyl acetate for EM. Scale bar represents 1000 nm. B and C, frequency distribution and violin plots of clathrin-coated vesicle perimeters quantified from electron micrographs in panel A. (WT: Mean= 307.225 nm, 25% Percentile= 279.916, 75% Percentile= 333.48; TKO: Mean= 290.433 nm, 25% Percentile= 263.894, 75% Percentile= 311.599). Mann–Whitney U test was used to determine significance of difference in mean perimeters, U= 283,855, ∗∗∗∗ p< 0.0001. TKO, triple knockout.
Discussion
α-Synuclein function and CCPs formation models
In this study, we show that α-synuclein increases the size of clathrin structures in vitro and colocalizes preferentially with larger clathrin structures on physiological membranes. Our endocytic reconstitution experiments (Figs.1 and 2) demonstrate that recombinant α-synuclein can directly impact clathrin lattice formation in a minimal system, providing the first proof that α-synuclein could affect early steps of SVE. All previously published data inferred a role for α-synuclein in SVE through knockout and/or overexpression studies. Our cell membrane–based assays and CCV experiments indicate that α-synuclein impacts clathrin lattice size (Figure 3, Figure 4, Figure 7 and 9).
The clathrin structures we observe in our cell membrane assays are likely enlarged CCPs, whose size are increased because of membrane tension, unroofing, and the inclusion of GTP-γ-S to block dynamin function. However, the clathrin puncta also resemble flat clathrin lattices (also known as plaques), observed in a variety of cell lines, based on their larger area (>500 nm) (42, 51). Flat clathrin lattices are long-lived (42, 51, 52), though they turnover by budding CCPs at the edges (52) or bending the entire lattice (42). Thus, our findings suggest that α-synuclein could be involved in regulating the size of both CCP and flat clathrin lattices.
Presently, there are two main models to describe the growth of clathrin structures and the formation of CCPs: (1) the constant curvature model and (2) the constant area model. The constant curvature model proposes that curvature of CCPs develops, while endocytic protein adapters recruit and assemble clathrin triskelia to directly bend the plasma membrane, that is, curvature and clathrin assembly occur simultaneously. Consequently, a nucleation spot serves as a hub to develop a dome-like structure resembling a “rising sun”, which eventually is mechanically scissioned from the membrane by dynamin. In contrast, the constant area model suggests a flat clathrin lattice grows until it reaches sufficient size to bend and form a vesicle. Bending of the lattice would be achieved by late arrival of membrane-bending proteins. On membranes, a combination of the two models have been observed (40, 51, 53, 54, 55, 56). In this study, we show that inclusion of α-synuclein in the lipid monolayer assay increased both the size and curvature of the clathrin lattices formed in vitro (Fig.2), in support of the constant curvature model. In fact, we find the number of nonhexagonal clathrin structures/area of lattice to be unaltered (Fig.2B versusFig.2D), indicating they are changing in tandem. Furthermore, we find that α-synuclein and AP180 are present at the center of the clathrin puncta on membranes (Figs.3 and 6). As α-synuclein can sense and generate membrane curvature (33, 35, 36), this supports the hypothesis that α-synuclein is regulating both the size and curvature of clathrin lattices simultaneously. Additional evidence comes from our observation that AP180, α-synuclein, and clathrin are organized in a concentric manner in clathrin puncta. This phenomenon has also been observed by Sochacki et al. (57), where endocytic proteins maintain characteristic nanodomains to ensure proper sorting and membrane bending. Additionally, we find that α-synuclein is recruited from brain cytosol to the center of clathrin puncta (Figure 3, Figure 4, Figure 5, Figure 6).
Functions of α-synuclein with AP180, VAMP2, and PI(4,5)P2
Our data shows that α-synuclein affects clathrin lattice formation, and it colocalizes with AP180, clathrin, and PI(4,5)P2 on the membrane. This is consistent with the documented function of α-synuclein in SVE (14, 15, 16) where AP180 and clathrin are the main participants. Published studies have established that α-synuclein functionally interacts with clathrin machinery including clathrin heavy chain (CHC), AP2, AP180 (58, 59, 60). We have previously shown that α-synuclein is part of a protein complex with AP180 and VAMP2 (14). Our current data shows AP180 and α-synuclein colocalization in clathrin puncta, confirming the documented functional interactions. AP180 and VAMP2 have also been observed together in the center of clathrin lattices by Sochacki et al. (54). In those studies, AP180 and VAMP2 have a constrained distribution at the center of clathrin lattices and this is thought to underlie retrieval of the v-SNARE from the membrane. The AP180/VAMP2 distribution resembles our observations where α-synuclein, AP180, and clathrin are concentrically organized in large clathrin puncta. By extension, α-synuclein is also likely to participate in the retrieval of v-SNAREs from the membrane.
How do α-synuclein and AP180 affect clathrin puncta size? In Figure 7F, the size of clathrin structures is significantly larger only when colocalized with α-synuclein and AP180, suggesting that α-synuclein and AP180 cooperate to alter clathrin lattice size. This is further supported by the observations that α-synuclein and AP180 are never present individually in large clathrin structures. We hypothesize that when α-synuclein interacts with PI(4,5)P2 and AP180, the complex stabilizes clathrin triskelia on the membrane. This is supported by the data in Figure 1, where we showed that α-synuclein increases the size of clathrin lattices formed with AP180 and PI(4,5)P2 under minimal in vitro conditions.
While we see a significant fraction of clathrin puncta are colocalized with α-synuclein, a recent paper by Kaur et al. (41) showed that α-synuclein colocalizes with VAMP2 and syntaxin but not with CHC. This discrepancy is most likely due to the use of recombinant α-synuclein labeled with a dye and experimental conditions that did not include an ATP regeneration system. In our case, we investigated the localization of native α-synuclein on the membrane sheets which could explain the differences in our results. The labeled recombinant α-synuclein may not have been able to bind CHC in patches as they are already occupied by native α-synuclein. That aside, the observations by Kaur regarding VAMP2 colocalization with α-synuclein on membranes is consistent with reported literature, including our own observations on the αβγ-synuclein TKO model (22).
Recent publications have shown α-synuclein regulation of PI(4,5)P2 levels and clathrin-mediated endocytosis in cell lines and neurons (24). Increased α-synuclein levels correlate with increased PI(4,5)P2 levels and increased internalization of transferrin receptors and vice versa. In agreement, Jacob et al. (43) demonstrated α-synuclein is localized in subdomains of the membrane enriched in PI(4,5)P2. These findings align with our observations in Figure 5, wherein the majority of PI(4,5)P2-positive puncta colocalize with α-synuclein. Furthermore, addition of human WT α-synuclein increases colocalization of α-synuclein and clathrin, but the A30P mutant, which cannot bind lipids, fails to have this effect (Fig.6). In combination, these data allow us to hypothesize a mechanism by which PI(4,5)P2 levels might help to recruit α-synuclein and AP180 to the center of clathrin patches. This would be expected to promote an increase in the size and curvature of clathrin lattices that we have observed. However, the precise mechanism for α-synuclein’s role in endocytosis through PI(4,5)P2/AP180/clathrin requires further exploration in intact neurons and synapses.
α-Synuclein, clathrin-mediated endocytosis, and other endocytosis pathways in neurons
In previous work, we showed that α-synuclein regulates SVE (14). We tested different stimulation paradigms on αβγ-synuclein TKO that trigger different endocytic pathways. We observed endocytic deficits with electrical stimulation (100AP, 20 Hz) that triggers clathrin-mediated endocytosis and K+ stimulation that triggers bulk endocytosis. We went on to show by cholera toxin labeling and EM that synucleins regulate the kinetics of clathrin-mediated endocytosis. In this study, we discovered that α-synuclein dynamically moves from the SVs to the synaptic membranes in conditions that support bulk endocytosis. The large cisternae generated in bulk endocytosis can be part of the synaptic membranes we classified in Figure 8. Our results show evidence of regulation of large clathrin lattice formation in vitro and colocalization of α-synuclein, AP180, and clathrin on larger clathrin puncta aligning very well with the recent observation of large clathrin lattice formation on bulk endosomes (61, 62). Another interesting internalization pathway for SVs is ultra-fast endocytosis which has been recently described in the literature (63), yet there is no evidence of α-synuclein participation. We think investigating this avenue will be of great interest for the field.
Finally, we hypothesize that in pathological conditions, large clathrin lattices can be promoted by excess α-synuclein in the cell, comparable to our experiment in Figure 6, where an acute increase in α-synuclein levels increased the colocalization with clathrin. Stability and longevity of these large clathrin structures could lead to the deficit in internalization of SVs, an effect observed by Busch 2014 (15), where an acute overexpression of human α-synuclein blocked SVE. Together, these data open up new avenues for exploration, where α-synuclein, PI(4,5)P2, AP180, and clathrin function together in SVE and neurodegeneration.
Experimental procedures
Mice
WT and TKO mice were used in these studies. All experimental protocols involving animals were approved by the Institutional Animal Care & Use Committee at Yale University.
Lipid monolayer assay with purified proteins
An 8-well Teflon block was arranged in a humid chamber and wells were filled with 40 to 60 μl of HKM buffer (25 mM Hepes pH 7.4, 125 mM potassium acetate, 5 mM magnesium acetate, 1 mM DTT). Lipid mixture (10% cholesterol, 40% PE, 40% PC, and 10% PI(4,5)P2 to final concentration of 0.1 mg/ml in a 19:1 mixture of chloroform to methanol) was carefully pipetted onto the buffer in each well. The blocks were incubated in a humid chamber at room temperature for 1 h to evaporate methanol/chloroform. Carbon-coated copper grids were placed carbon-side down onto each well. Proteins were introduced via side-injection ports beside each well. Final protein concentrations per well were as follows: 2 μM AP180 and α-synuclein, 500 nM purified bovine/porcine clathrin. Grids were incubated for 60 min in a humid chamber at room temperature and then removed from the block and immediately negative stained with 1% uranyl acetate. After drying, grids were imaged on a Phillip CM10 transmission electron microscope at 46k, 80 kV. Clathrin lattices were outlined manually, and the areas were quantified in Image J. Nonhexagonal clathrin lattices could not be quantified due to the high contrast needed to visualize these structures in these experiments.
Purification of proteins
α-Synuclein and AP180 were recombinantly expressed and purified from BL21 (DE3) E.Coli as previously described (32, 33, 64). Clathrin was purified from porcine or bovine brains by purifying CCVs and disassembling cages as described (37). For the monolayer experiments, we used porcine and bovine clathrin interchangeably with no significant difference.
Lipid monolayer assay with mouse brain cytosol
Five mg/ml WT and αβγ-synuclein KO mouse brain cytosol was added to wells of the Teflon block. Lipid mixture (see above) was pipetted on top of the cytosol. Blocks were incubated in a humid chamber for 1 h to evaporate methanol/chloroform. Carbon-coated copper grids were placed on top of the wells, and an ATP regenerating system (see above) and 150 μM GTPγS were introduced through a side-injection port. Grids were incubated in a humid chamber at 37 °C for 0 and 15 min and then removed from the block and immediately negative stained as described above. Grids were imaged on a FEI Tecnai Biotwin at scope 42k, 80 kV. Clathrin lattices were outlined manually; the area and number of pentagons, heptagons and hexagons were quantified in Image J.
Reconstitution of endocytosis in PTK2 cells
PTK2 cells were transfected to express palmitoylated GFP and cultured for 48 h in a Mattek dish to confluence. Membrane sheets were prepared by sonication, using 20% output power, 1 brief pulse on the center of the well. The sheets were washed gently with cytosolic buffer and used within 20 min. The membranes were incubated for 0, 5, 15, 30 min with a mix of 2 mg/ml cytosol, 1.5 mM ATP, ATP reconstitution system (16.7 mM phosphocreatine, 16.7 U/ml creatine phosphokinase), and 150 μM GTPγS. The reaction was stopped by gently washing two times with cytosolic buffer and immediately fixed with 4% paraformaldehyde for 15 min in PBS. Membrane-bound proteins were detected using appropriate primary (clathrin: abcam ab2731, α-synuclein: Everest Biotech EB11713/Cell Signaling D37A6, and AP180: SCBT LP2D11) and secondary antibodies (ThermoFisher AlexaFluor 488,546,633). The membrane sheets were covered with cytosolic buffer. Z stack images were captured using spinning disc confocal microscopy, and analyses were performed in ImageJ using Fiji. Z slices were summed (Sum Slice) to create a single comprised of all channels. For each circular structure observed on membranes of interest, linear ROIs were drawn manually to each diameter of the puncta to analyze for size and fluorescence intensity.
All puncta were identified using analyze particle function Fiji with 1.0% as threshold in dark background. Puncta that overlapped with each other or with unusual shapes exceeding Fiji's threshold function of circularity 1.0 were excluded from puncta analysis (65). To determine puncta identity, we quantified the mean fluorescence for each protein for all ROIs. To identify whether a ROI was positive for a protein, we compared the mean fluorescence value of that protein against a cutoff value. The thresholds we choose for each channel were determined visually by the investigator and cross-checked with control puncta positive for individual proteins.
Some modifications were made for the membrane recruitment experiments with protein supplementation (α-synuclein overexpression) and the triple immunostaining for PI(4,5)P2 experiments. PTK2 cells were cultured for 24 h before sonication, as GFP transfection was not performed. For α-synuclein overexpression experiments, 4 μM recombinant human WT or A30P a-synuclein was added with the reconstitution mixture. For triple immunostaining for PI(4,5)P2, primary antibodies consisted of clathrin Abcam ab2731, α-synuclein Cell Signaling D37A6, PI(4,5)P2 Echelon Biosciences Z-P045; secondary antibodies consisted of ThermoFisher AlexaFluor 568, 633 and Abcam AlexaFluor 488. For α-synuclein overexpression experiments, primary antibodies consisted of clathrin Cell Signaling D3C6, α-synuclein Everest Biotech EB11713, and dynamin BD Transduction Clone 41. In the absence of GFP transfection, cells were incubated with Biotium CellBrite Steady 405 membrane dye to visualize membranes following immunostaining.
Cytosol purification
Mouse brains were removed and washed in washing buffer (23 mM Tris–HCl, pH 7.4, 320 mM sucrose) for 30 s. Two brains were homogenized at 2500 rpm in a 5 ml potter homogenizer with 2 ml of homogenization buffer (25 mM Tris–HCl, pH 8.0, 500 mM KCl, 250 mM sucrose, 2 mM EGTA, and 1 mM DTT), using ten strokes at 5000 rpm. The homogenate was transferred to a 3.5 ml ultracentrifuge tube and centrifuged at 160,000 g for 2 h at 4 °C. A PD-10 column was equilibrated with 25 ml cytosolic buffer, the supernatant was added to the PD-10 column, and then eluted with 3.5 ml of cytosolic buffer (25 mM Hepes–NaOH, pH 7.4, 120 mM potassium glutamate, 2.5 mM magnesium acetate, 20 mM KCl, and 5 mM EGTA–NaOH, pH 8.0, filtered and stored at 4 °C, with 1 mM DTT added immediately before use). Protein concentration was quantified by bicinchoninic acid assay. Mini cOmplete protease inhibitor cocktail was added, and 100 μl aliquots were flash frozen in liquid nitrogen and stored at−80 °C.
Immuno-EM of mouse brain synaptosomes
Synaptosome isolation
Brains from WT mice (n= 3) were harvested and washed in homogenizing buffer (0.32 M sucrose, 10 mM Tris–HCl pH 7.4, mini cOmplete protease inhibitor tablet). Cerebella were removed, hemispheres separated, and white matter removed before adding the remaining brain to 10 ml of homogenizing buffer. Brains were homogenized in a 55 ml Potter homogenizer at 80% power for eight strokes. Homogenate was centrifuged at 2330 g for 4 min at 4 °C in a JA-20 rotor. Pellet (P1) was discarded, and supernatant (S1) was transferred to a 50 ml centrifuge tube. S1 was recentrifuged at 18,850 g for 12 min at 4 °C. Supernatant (S2) was discarded and pellet (P2) was resuspended in 6 ml of homogenizing buffer. Gradients of Percoll solutions (from bottom to top: 2.5 ml 23%, 3 ml 10%, and 2.5 ml 3%) were prepared in 15 ml glass tubes. Two microliters of resuspended P2 was added to the top of each gradient, and tubes were centrifuged at 18,850 g for 12 min at 4 °C. Synaptosome fractions were collected by Pasteur pipette.
Stimulation
Washing buffer Krebs 1 (140 mM NaCl, 10 mM Tris–HCl pH 7.4, 5 mM KCl, 5 mM NaHCO 3, 1.3 mM MgSO 4, 1 mM Na-phosphate buffer) was added to the collected synaptosomes, and sample was centrifuged at 18,850 g for 12 min. Pellet was resuspended in 1.5 ml Krebs 1 and divided equally into three 1.5 ml microcentrifuge tubes labeled for rest, stimulation, and recovery. The tubes were centrifuged at 16,000 g for 3 min. Each pellet was resuspended in 500 μl of washing buffer Krebs 2 (10 mM glucose, 1.2 mM CaCl2 in Krebs 1) and incubated in a 37 °C water bath for 15 min. The rest condition was left in the bath, while the stimulation and recovery conditions were each removed, supplemented to 90 mM KCl final concentration, rotated by hand, and returned to the bath for 2 min. Stimulation and recovery tubes were then spun at 16,000 g for 2 min. The stimulation pellet was resuspended in 200 μl Krebs 1 and left on ice. The recovery pellet was resuspended in 500 μl of washing buffer Krebs 3 (10 mM Glucose, 1 mM EGTA, 1 phosSTOP tablet in Krebs 1) and returned to the bath for 10 min. The recovery and rest tubes were removed from the bath and spun at 16,000 g for 2 min. Pellets were resuspended in 200 μl of Krebs 1. All conditions were transferred into separate 50 ml centrifuge tubes filled with 30 ml of hypotonic fixative solution (3% paraformaldehyde, 0.25% glutaraldehyde in 5 mM Na-phosphate buffer) and incubated on ice for 30 min.
Agarose embedding
The samples were centrifuged in their 50 ml tubes at 18,850 g at 4 °C for 12 min. Each pellet was resuspended in 400 μl of 120 mM Na-phosphate buffer. One hundred eighty microliter aliquots of each sample were pipetted into glass test tubes and held on ice until mixed with agarose. Pasteur pipettes and glass slide frames were warmed in a 60 °C oven. 3% agarose solution was prepared in 5 mM Na-phosphate buffer, warmed to 95 °C until agarose dissolved, and kept in a 54 °C water bath. One hundred eighty microliters of agarose solution was pipetted over each broken synaptosome sample, while the tube was held in the 54 °C water bath and mixed by gentle pipetting with a Pasteur pipette. The agarose-embedded samples were pipetted into the warmed glass slide frames and solidified on ice. Once solid, the frames were disassembled, leaving a solid agarose gel sheet on one glass slide. The gel was cut into 3 mm 3 cubes with a razor blade and washed from the slide with 120 mM Na-phosphate buffer into petri dishes.
Immunolabeling and EM preparation
Each condition’s cubes were divided into five wells of glazed porcelain well plates. Cubes were incubated for 30 min with 5% BSA in solution A (0.5 M NaCl, 0.02 M Na-phosphate buffer) at room temperature. BSA solution was removed, and each well was incubated overnight with 200 μl of primary antibodies in solution A at 4 °C. Cubes were washed with 5 changes of solution A over the course of 1.5 h. Solution A was removed from the wells and cubes were incubated with secondary antibodies in solution A and 5% BSA for 6 h at room temperature. Cubes were washed with 5 changes of solution A and incubated at 4 °C overnight.
Agarose samples were prepared for resin embedding, sectioned, and stained with 2% uranyl acetate and 1% lead citrate before imaging on a FEI Tecnai Biotwin scope at 48k, 80 kV.
CCV purifications
We purified CCVs from adult WT and TKO brains following previously published protocols (14). The CCVs were spread on an EM grid and imaged as described in the above section.
Measurement and analysis of CCV dimensions
CCVs were independently and blindly quantified by two raters in ImageJ. Each CCV was approximated as a circle, and area and perimeter were measured. After ROIs were created, ROIs were paired between raters based on the distance between their centroids. In order to avoid quantifying arbitrary structures as true CCVs, ROIs without paired centroids within their radii were excluded from analysis. For each CCV, perimeter was averaged between the two raters and the results were plotted.
Statistics
All experimental analysis was done blinded to condition. Statistical analysis was performed by GraphPad Prism and R studio. Data is presented as average± SEM.
Data availability
All data are presented in the manuscript.
Conflict of interest
The authors declare that they have no conflicts of interest with the contents of this article.
Acknowledgments
We thank Aurelie Nardin, Jeffery Yong, Dr Pietro De Camilli, and his lab members for setting up and optimizing the PTK2 assay. We thank John. E. Lee and Sofia Massaro Tieze for editing the manuscript.
Author contributions
K. J. V., P. L. C., and S. S. C. methodology; K. J. V., P. L. C., E. G., J.-M. P., L. E. H., and S. S. C. investigation; K. J. V., P. L. C., E. G., J.-M. P., L. E. H., and S. S. C. formal analysis; K. J. V., P. L. C., E. G., J.-M. P., L. E. H., and S. S. C. writing–original draft; K. J. V., P. L. C., E. G., J.-M. P., L. E. H., and S. S. C. writing–review and editing.
Funding and additional information
This work was supported by NIH (R01 NS064963, R01 NS110354, R01 NS083846), Nina Compagnon Hirshfeld Parkinson’s Disease Research Fund, and DOD (W81XWH-17-1-0564) to S. S. C. This work was also supported by 1R03NS116646 to K. J. V. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
Reviewed by members of the JBC Editorial Board. Edited by Phyllis Hanson
Footnotes
Present addresses for: Karina J. Vargas, Cell Biology Department, University of Pittsburgh, PA; P. L. Colosi, University of Pennsylvania, PA; Eric Girardi, University of Stony Brook, NY; Jae-Min Park, Van Andel Institute, MI.
References
1.Spillantini M.G., Schmidt M.L., Lee V.M.Y., Trojanowski J.Q., Jakes R., Goedert M. α-Synuclein in Lewy bodies. Nature. 1997;388:839–840. doi: 10.1038/42166. [DOI] [PubMed] [Google Scholar]
2.Ferese R., Modugno N., Campopiano R., Santilli M., Zampatti S., Giardina E., et al. Four copies of SNCA responsible for autosomal dominant Parkinson's disease in two Italian siblings. Parkinsons Dis. 2015;2015 doi: 10.1155/2015/546462. [DOI] [PMC free article] [PubMed] [Google Scholar]
3.Zarranz J.J., Alegre J., Gomez-Esteban J.C., Lezcano E., Ros R., Ampuero I., et al. The new mutation, E46K, of alpha-synuclein causes Parkinson and Lewy body dementia. Ann. Neurol. 2004;55:164–173. doi: 10.1002/ana.10795. [DOI] [PubMed] [Google Scholar]
4.Kruger R., Kuhn W., Muller T., Woitalla D., Graeber M., Kosel S., et al. Ala30Pro mutation in the gene encoding alpha-synuclein in Parkinson's disease. Nat. Genet. 1998;18:106–108. doi: 10.1038/ng0298-106. [DOI] [PubMed] [Google Scholar]
5.Singleton A.B., Farrer M., Johnson J., Singleton A., Hague S., Kachergus J., et al. Alpha-Synuclein locus triplication causes Parkinson's disease. Science. 2003;302:841. doi: 10.1126/science.1090278. [DOI] [PubMed] [Google Scholar]
6.Ibanez P., Bonnet A.M., Debarges B., Lohmann E., Tison F., Pollak P., et al. Causal relation between alpha-synuclein gene duplication and familial Parkinson's disease. Lancet. 2004;364:1169–1171. doi: 10.1016/S0140-6736(04)17104-3. [DOI] [PubMed] [Google Scholar]
7.Polymeropoulos M.H. Mutation in the -synuclein gene identified in families with Parkinson's disease. Science. 1997;276:2045–2047. doi: 10.1126/science.276.5321.2045. [DOI] [PubMed] [Google Scholar]
8.Satake W., Nakabayashi Y., Mizuta I., Hirota Y., Ito C., Kubo M., et al. Genome-wide association study identifies common variants at four loci as genetic risk factors for Parkinson's disease. Nat. Genet. 2009;41:1303–1307. doi: 10.1038/ng.485. [DOI] [PubMed] [Google Scholar]
9.Simon-Sanchez J., Schulte C., Bras J.M., Sharma M., Gibbs J.R., Berg D., et al. Genome-wide association study reveals genetic risk underlying Parkinson's disease. Nat. Genet. 2009;41:1308–1312. doi: 10.1038/ng.487. [DOI] [PMC free article] [PubMed] [Google Scholar]
10.Spillantini M.G. Alpha-synucleinopathies. FEBS J. 2006;273:23. [Google Scholar]
11.Tonges L., Zella M.A.S. Antibody-based immunotherapies for Parkinsonian syndromes. Neural Regen. Res. 2019;14:1903–1904. doi: 10.4103/1673-5374.259613. [DOI] [PMC free article] [PubMed] [Google Scholar]
12.Brundin P., Dave K.D., Kordower J.H. Therapeutic approaches to target alpha-synuclein pathology. Exp. Neurol. 2017;298:225–235. doi: 10.1016/j.expneurol.2017.10.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
13.Maroteaux L., Campanelli J., Scheller R. Synuclein: a neuron-specific protein localized to the nucleus and presynaptic nerve terminal. J.Neurosci. 1988;8:2804–2815. doi: 10.1523/JNEUROSCI.08-08-02804.1988. [DOI] [PMC free article] [PubMed] [Google Scholar]
14.Vargas K.J., Makani S., Davis T., Westphal C.H., Castillo P.E., Chandra S.S. Synucleins regulate the kinetics of synaptic vesicle endocytosis. J.Neurosci. 2014;34:9364–9376. doi: 10.1523/JNEUROSCI.4787-13.2014. [DOI] [PMC free article] [PubMed] [Google Scholar]
15.Busch D.J., Oliphint P.A., Walsh R.B., Banks S.M.L., Woods W.S., George J.M., et al. Acute increase of α-synuclein inhibits synaptic vesicle recycling evoked during intense stimulation. Mol. Biol. Cell. 2014;25:3926–3941. doi: 10.1091/mbc.E14-02-0708. [DOI] [PMC free article] [PubMed] [Google Scholar]
16.Eguchi K., Taoufiq Z., Thorn-Seshold O., Trauner D., Hasegawa M., Takahashi T. Wild-type monomeric alpha-synuclein can impair vesicle endocytosis and synaptic fidelity via tubulin polymerization at the calyx of held. J.Neurosci. 2017;37:6043–6052. doi: 10.1523/JNEUROSCI.0179-17.2017. [DOI] [PMC free article] [PubMed] [Google Scholar]
17.Burre J., Sharma M., Tsetsenis T., Buchman V., Etherton M.R., Sudhof T.C. Alpha-synuclein promotes SNARE-complex assembly in vivo and in vitro. Science. 2010;329:1663–1667. doi: 10.1126/science.1195227. [DOI] [PMC free article] [PubMed] [Google Scholar]
18.Burré J., Sharma M., Südhof T.C. α-Synuclein assembles into higher-order multimers upon membrane binding to promote SNARE complex formation. Proc. Natl. Acad. Sci. U. S. A. 2014;111:E4274–E4283. doi: 10.1073/pnas.1416598111. [DOI] [PMC free article] [PubMed] [Google Scholar]
19.Atias M., Tevet Y., Sun J., Stavsky A., Tal S., Kahn J., et al. Synapsins regulate α-synuclein functions. Proc. Natl. Acad. Sci. U. S. A. 2019;116:11116–11118. doi: 10.1073/pnas.1903054116. [DOI] [PMC free article] [PubMed] [Google Scholar]
20.Logan T., Bendor J., Toupin C., Thorn K., Edwards R.H. alpha-Synuclein promotes dilation of the exocytotic fusion pore. Nat. Neurosci. 2017;20:681–689. doi: 10.1038/nn.4529. [DOI] [PMC free article] [PubMed] [Google Scholar]
21.Diao J., Burre J., Vivona S., Cipriano D.J., Sharma M., Kyoung M., et al. Native alpha-synuclein induces clustering of synaptic-vesicle mimics via binding to phospholipids and synaptobrevin-2/VAMP2. Elife. 2013;2 doi: 10.7554/eLife.00592. [DOI] [PMC free article] [PubMed] [Google Scholar]
22.Vargas K.J., Schrod N., Davis T., Fernandez-Busnadiego R., Taguchi Y.V., Laugks U., et al. Synucleins have multiple effects on presynaptic architecture. Cell Rep. 2017;18:161–173. doi: 10.1016/j.celrep.2016.12.023. [DOI] [PMC free article] [PubMed] [Google Scholar]
23.Sun J., Wang L., Bao H., Premi S., Das U., Chapman E.R., et al. Functional cooperation of alpha-synuclein and VAMP2 in synaptic vesicle recycling. Proc. Natl. Acad. Sci. U. S. A. 2019;116:11113–11115. doi: 10.1073/pnas.1903049116. [DOI] [PMC free article] [PubMed] [Google Scholar]
24.Schechter M., Atias M., Abd Elhadi S., Davidi D., Gitler D., Sharon R. alpha-Synuclein facilitates endocytosis by elevating the steady-state levels of phosphatidylinositol 4,5-bisphosphate. J.Biol. Chem. 2020;295:18076–18090. doi: 10.1074/jbc.RA120.015319. [DOI] [PMC free article] [PubMed] [Google Scholar]
25.Xu J., Wu X.S., Sheng J., Zhang Z., Yue H.Y., Sun L., et al. α-Synuclein mutation inhibits endocytosis at mammalian central nerve terminals. J.Neurosci. 2016;36:4408–4414. doi: 10.1523/JNEUROSCI.3627-15.2016. [DOI] [PMC free article] [PubMed] [Google Scholar]
26.Banks S.M.L., Medeiros A.T., McQuillan M., Busch D.J., Ibarraran-Viniegra A.S., Sousa R., et al. Hsc70 ameliorates the vesicle recycling defects caused by excess α-synuclein at synapses. eNeuro. 2020 doi: 10.1523/ENEURO.0448-19.2020. [DOI] [PMC free article] [PubMed] [Google Scholar]
27.Greten-Harrison B., Polydoro M., Morimoto-Tomita M., Diao L., Williams A.M., Nie E.H., et al. Alphabetagamma-Synuclein triple knockout mice reveal age-dependent neuronal dysfunction. Proc. Natl. Acad. Sci. U. S. A. 2010;107:19573–19578. doi: 10.1073/pnas.1005005107. [DOI] [PMC free article] [PubMed] [Google Scholar]
28.Burre J., Sharma M., Sudhof T.C. Systematic mutagenesis of alpha-synuclein reveals distinct sequence requirements for physiological and pathological activities. J.Neurosci. 2012;32:15227–15242. doi: 10.1523/JNEUROSCI.3545-12.2012. [DOI] [PMC free article] [PubMed] [Google Scholar]
29.Koo S.J., Puchkov D., Haucke V. AP180 and CALM: dedicated endocytic adaptors for the retrieval of synaptobrevin 2 at synapses. Cell. Logist. 2011;1:168–172. doi: 10.4161/cl.1.4.18897. [DOI] [PMC free article] [PubMed] [Google Scholar]
30.Moshkanbaryans L., Chan L.S., Graham M.E. The biochemical properties and functions of CALM and AP180 in clathrin mediated endocytosis. Membranes (Basel) 2014;4:388–413. doi: 10.3390/membranes4030388. [DOI] [PMC free article] [PubMed] [Google Scholar]
31.Koo S.J., Kochlamazashvili G., Rost B., Puchkov D., Gimber N., Lehmann M., et al. Vesicular synaptobrevin/VAMP2 levels guarded by AP180 control efficient neurotransmission. Neuron. 2015;88:330–344. doi: 10.1016/j.neuron.2015.08.034. [DOI] [PubMed] [Google Scholar]
32.Ford M.G., Pearse B.M., Higgins M.K., Vallis Y., Owen D.J., Gibson A., et al. Simultaneous binding of PtdIns(4,5)P2 and clathrin by AP180 in the nucleation of clathrin lattices on membranes. Science. 2001;291:1051–1055. doi: 10.1126/science.291.5506.1051. [DOI] [PubMed] [Google Scholar]
33.Westphal C.H., Chandra S.S. Monomeric synucleins generate membrane curvature. J.Biol. Chem. 2013;288:1829–1840. doi: 10.1074/jbc.M112.418871. [DOI] [PMC free article] [PubMed] [Google Scholar]
34.Varkey J., Isas J.M., Mizuno N., Jensen M.B., Bhatia V.K., Jao C.C., et al. Membrane curvature induction and tubulation are common features of synucleins and apolipoproteins. J.Biol. Chem. 2010;285:32486–32493. doi: 10.1074/jbc.M110.139576. [DOI] [PMC free article] [PubMed] [Google Scholar]
35.Rhoades E., Ramlall T.F., Webb W.W., Eliezer D. Quantification of alpha-synuclein binding to lipid vesicles using fluorescence correlation spectroscopy. Biophys. J. 2006;90:4692–4700. doi: 10.1529/biophysj.105.079251. [DOI] [PMC free article] [PubMed] [Google Scholar]
36.Antonny B. Mechanisms of membrane curvature sensing. Annu. Rev. Biochem. 2011;80:101–123. doi: 10.1146/annurev-biochem-052809-155121. [DOI] [PubMed] [Google Scholar]
37.Chen Y., Yong J., Martinez-Sanchez A., Yang Y., Wu Y., De Camilli P., et al. Dynamic instability of clathrin assembly provides proofreading control for endocytosis. J.Cell Biol. 2019;218:3200–3211. doi: 10.1083/jcb.201804136. [DOI] [PMC free article] [PubMed] [Google Scholar]
38.Wu M., Huang B., Graham M., Raimondi A., Heuser J.E., Zhuang X., et al. Coupling between clathrin-dependent endocytic budding and F-BAR-dependent tubulation in a cell-free system. Nat. Cell Biol. 2010;12:902–908. doi: 10.1038/ncb2094. [DOI] [PMC free article] [PubMed] [Google Scholar]
39.Fotin A., Cheng Y., Sliz P., Grigorieff N., Harrison S.C., Kirchhausen T., et al. Molecular model for a complete clathrin lattice from electron cryomicroscopy. Nature. 2004;432:573–579. doi: 10.1038/nature03079. [DOI] [PubMed] [Google Scholar]
40.Sochacki K.A., Heine B.L., Haber G.J., Jimah J.R., Prasai B., Alfonzo-Méndez M.A., et al. The structure and spontaneous curvature of clathrin lattices at the plasma membrane. Dev. Cell. 2021;56:1131–1146.e3. doi: 10.1016/j.devcel.2021.03.017. [DOI] [PMC free article] [PubMed] [Google Scholar]
41.Kaur U., Lee J.C. Unroofing site-specific alpha-synuclein-lipid interactions at the plasma membrane. Proc. Natl. Acad. Sci. U. S. A. 2020;117:18977–18983. doi: 10.1073/pnas.2006291117. [DOI] [PMC free article] [PubMed] [Google Scholar]
42.Saffarian S., Cocucci E., Kirchhausen T. Distinct dynamics of endocytic clathrin-coated pits and coated plaques. PLoS Biol. 2009;7 doi: 10.1371/journal.pbio.1000191. [DOI] [PMC free article] [PubMed] [Google Scholar]
43.Jacob R.S., Eichmann C., Dema A., Mercadante D., Selenko P. α-Synuclein plasma membrane localization correlates with cellular phosphatidylinositol polyphosphate levels. Elife. 2021;10 doi: 10.7554/eLife.61951. [DOI] [PMC free article] [PubMed] [Google Scholar]
44.Morgan J.R., Zhao X., Womack M., Prasad K., Augustine G.J., Lafer E.M. A role for the clathrin assembly domain of AP180 in synaptic vesicle endocytosis. J.Neurosci. 1999;19:10201–10212. doi: 10.1523/JNEUROSCI.19-23-10201.1999. [DOI] [PMC free article] [PubMed] [Google Scholar]
45.Boassa D., Berlanga M.L., Yang M.A., Terada M., Hu J., Bushong E.A., et al. Mapping the subcellular distribution of -synuclein in neurons using genetically encoded probes for correlated light and electron microscopy: implications for Parkinson's disease pathogenesis. J.Neurosci. 2013;33:2605–2615. doi: 10.1523/JNEUROSCI.2898-12.2013. [DOI] [PMC free article] [PubMed] [Google Scholar]
46.Clayton D.F., George J.M. Synucleins in synaptic plasticity and neurodegenerative disorders. J.Neurosci. Res. 1999;58:120–129. [PubMed] [Google Scholar]
47.De Camilli P., Harris S.M., Jr., Huttner W.B., Greengard P. Synapsin I (Protein I), a nerve terminal-specific phosphoprotein. II. Its specific association with synaptic vesicles demonstrated by immunocytochemistry in agarose-embedded synaptosomes. J.Cell Biol. 1983;96:1355–1373. doi: 10.1083/jcb.96.5.1355. [DOI] [PMC free article] [PubMed] [Google Scholar]
48.Tao-Cheng J.H. Activity-related redistribution of presynaptic proteins at the active zone. Neuroscience. 2006;141:1217–1224. doi: 10.1016/j.neuroscience.2006.04.061. [DOI] [PubMed] [Google Scholar]
49.Fortin D.L., Nemani V.M., Voglmaier S.M., Anthony M.D., Ryan T.A., Edwards R.H. Neural activity controls the synaptic accumulation of alpha-synuclein. J.Neurosci. 2005;25:10913–10921. doi: 10.1523/JNEUROSCI.2922-05.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
50.Wang L., Das U., Scott D.A., Tang Y., McLean P.J., Roy S. alpha-synuclein multimers cluster synaptic vesicles and attenuate recycling. Curr. Biol. 2014;24:2319–2326. doi: 10.1016/j.cub.2014.08.027. [DOI] [PMC free article] [PubMed] [Google Scholar]
51.Grove J., Metcalf D.J., Knight A.E., Wavre-Shapton S.T., Sun T., Protonotarios E.D., et al. Flat clathrin lattices: stable features of the plasma membrane. Mol. Biol. Cell. 2014;25:3581–3594. doi: 10.1091/mbc.E14-06-1154. [DOI] [PMC free article] [PubMed] [Google Scholar]
52.Signoret N., Hewlett L., Wavre S., Pelchen-Matthews A., Oppermann M., Marsh M. Agonist-induced endocytosis of CC chemokine receptor 5 is clathrin dependent. Mol. Biol. Cell. 2005;16:902–917. doi: 10.1091/mbc.E04-08-0687. [DOI] [PMC free article] [PubMed] [Google Scholar]
53.Heuser J. Three-dimensional visualization of coated vesicle formation in fibroblasts. J.Cell Biol. 1980;84:560–583. doi: 10.1083/jcb.84.3.560. [DOI] [PMC free article] [PubMed] [Google Scholar]
54.Sochacki K.A., Taraska J.W. Correlative fluorescence super-resolution localization microscopy and platinum replica EM on unroofed cells. Methods Mol. Biol. 2017;1663:219–230. doi: 10.1007/978-1-4939-7265-4_18. [DOI] [PMC free article] [PubMed] [Google Scholar]
55.Heuser J.E., Anderson R.G. Hypertonic media inhibit receptor-mediated endocytosis by blocking clathrin-coated pit formation. J.Cell Biol. 1989;108:389–400. doi: 10.1083/jcb.108.2.389. [DOI] [PMC free article] [PubMed] [Google Scholar]
56.Maupin P., Pollard T.D. Improved preservation and staining of HeLa cell actin filaments, clathrin-coated membranes, and other cytoplasmic structures by tannic acid-glutaraldehyde-saponin fixation. J.Cell Biol. 1983;96:51–62. doi: 10.1083/jcb.96.1.51. [DOI] [PMC free article] [PubMed] [Google Scholar]
57.Sochacki K.A., Dickey A.M., Strub M.P., Taraska J.W. Endocytic proteins are partitioned at the edge of the clathrin lattice in mammalian cells. Nat. Cell Biol. 2017;19:352–361. doi: 10.1038/ncb3498. [DOI] [PMC free article] [PubMed] [Google Scholar]
58.Jin J., Li G.J., Davis J., Zhu D., Wang Y., Pan C., et al. Identification of novel proteins associated with both alpha-synuclein and DJ-1. Mol. Cell. Proteomics. 2007;6:845–859. doi: 10.1074/mcp.M600182-MCP200. [DOI] [PubMed] [Google Scholar]
59.Kuwahara T., Koyama A., Koyama S., Yoshina S., Ren C.H., Kato T., et al. A systematic RNAi screen reveals involvement of endocytic pathway in neuronal dysfunction in alpha-synuclein transgenic C. elegans. Hum. Mol. Genet. 2008;17:2997–3009. doi: 10.1093/hmg/ddn198. [DOI] [PubMed] [Google Scholar]
60.Chung C.Y., Khurana V., Yi S., Sahni N., Loh K.H., Auluck P.K., et al. In situ peroxidase labeling and mass-spectrometry connects alpha-synuclein directly to endocytic trafficking and mRNA metabolism in neurons. Cell Syst. 2017;4:242–250.e4. doi: 10.1016/j.cels.2017.01.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
61.Arpino G., Somasundaram A., Shin W., Ge L., Villareal S., Chan C.Y., et al. Clathrin-mediated endocytosis cooperates with bulk endocytosis to generate vesicles. iScience. 2022;25 doi: 10.1016/j.isci.2022.103809. [DOI] [PMC free article] [PubMed] [Google Scholar]
62.Takei K., Mundigl O., Daniell L., De Camilli P. The synaptic vesicle cycle: a single vesicle budding step involving clathrin and dynamin. J.Cell Biol. 1996;133:1237–1250. doi: 10.1083/jcb.133.6.1237. [DOI] [PMC free article] [PubMed] [Google Scholar]
63.Watanabe S., Liu Q., Davis M.W., Hollopeter G., Thomas N., Jorgensen N.B., et al. Ultrafast endocytosis at Caenorhabditis elegans neuromuscular junctions. Elife. 2013;2 doi: 10.7554/eLife.00723. [DOI] [PMC free article] [PubMed] [Google Scholar]
64.Taguchi Y.V., Liu J., Ruan J., Pacheco J., Zhang X., Abbasi J., et al. Glucosylsphingosine promotes alpha-synuclein pathology in mutant GBA-associated Parkinson's disease. J.Neurosci. 2017;37:9617–9631. doi: 10.1523/JNEUROSCI.1525-17.2017. [DOI] [PMC free article] [PubMed] [Google Scholar]
65.Schneider C.A., Rasband W.S., Eliceiri K.W. NIH Image to ImageJ: 25 years of image analysis. Nat. Methods. 2012;9:671–675. doi: 10.1038/nmeth.2089. [DOI] [PMC free article] [PubMed] [Google Scholar]
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6505 | https://themathdistrict.com/algebra-1/1.4-Sets-Intersection-and-Union.pdf | TheMathDistrict.com Sets; Intersection and Union of Sets Definition of a Set A set is a collection of objects. The objects that belong to a set are called elements, or members of the given set. We use uppercase letters for the names of sets. One common method of describing a set, is the roster method. With this method, we include the elements of a set inside the braces { }. Examples of Sets 𝐴= {1, 5, 7, 8} 𝐵= {𝑎, 𝑐, 𝑓, ℎ, 𝑘} 𝑁= {1, 2, 3, 4, … } A set that has a finite number of elements is called a Finite Set (we can count the elements) A set that has an infinite number of elements is called an Infinite Set (we cannot count the elements) Examples 𝐵= {4, 6, 11} 𝐷= {1, 2, 3, 4, 5, 6} Examples 𝑁= {1, 2, 3, 4, … } 𝑂= {1, 3, 5, 7, … } The Symbol ∈ The symbol ∈ is used to indicate whether a certain object is an element of a set. We read ∈ - “is an element of” We read ∉ - “is not an element of” Example Let A = {2, 4, 5, 7, 8} be a set. 2 ∈A (we read it: “Two is an element of set A”). And it is true that 2 belongs to set A. 3 ∉A (we read it: “Three is not an element of set A”) And it is true that 3 does not belong to set A. TheMathDistrict.com A set that contains no elements is an empty set and is represented by ∅ or { }. Three most Common Ways of Describing a Set (using the elements 1, 2, 3, 4, 5) Roster Method (List all the elements inside the braces) Set-Builder Notation (Use a variable 𝑥) Word Description (use words to describe a set) 𝐴= {1, 2, 3, 4, 5} 𝐴= {𝑥|𝑥∈𝑁 𝑎𝑛𝑑 𝑥< 6} 𝐴 is the set of the natural numbers less than 6. How to read it: A is the set of all elements 𝑥, such that 𝑥 is an element of the natural numbers, and 𝑥 is less than 6. The Intersection ∩ of Two Sets The intersection of sets 𝐴 and 𝐵, written 𝐴∩𝐵, is the set of elements common to both set 𝐴 and set 𝐵. The Union ∪ of Two Sets The union of sets 𝐴 and 𝐵, written 𝐴∪𝐵, is the set of elements that are members of set 𝐴 or of set 𝐵 or of both sets. Example Two sets are given: 𝐴= {2, 3, 6, 8) 𝐵= {1, 2, 3, 4, 5, } The intersection of these two sets is: 𝐴∩𝐵= {2, 3} because the numbers 2 and 3 are common to both sets A and B. Example Two sets are given: 𝐴= {2, 3, 6, 8) 𝐵= {1, 2, 3, 4, 5, } The union of these two sets is: 𝐴∪𝐵= {1, 2, 3, 4, 5, 6, 8} because these numbers belong to either A or B or both. In other words, we list all the numbers together, starting with the smallest to the largest. And if some of them repeat, list them only once. TheMathDistrict.com Exercises Given the set 𝐴= {1, 4, 7, 9}, determine whether the number 4 is an element of this set. Solution Yes, 4 is an element of set A. 4 ∈𝐴 Given the set 𝐴= {1, 4, 7, 9}, determine whether the number 5 is an element of this set. Solution No, 5 is not an element of set A. 5 ∉𝐴 Two sets are given: 𝐴= {2, 4, 5, 9, 10} and 𝐵= {4, 5, 6}. Determine the intersection ∩ of these two sets. Solution The numbers that belong to both A and B, (or the common numbers) are 4 and 5. So, 𝐴∩𝐵= {4, 5} Two sets are given: 𝐴= {2, 4, 5, 9, 10} and 𝐵= {4, 5, 6}. Determine the union ∪ of these two sets. Solution The numbers that belong to either A or B, or both sets, are all the given numbers written from the smallest to the largest. (If some of them repeat, write them only once). So, 𝐴∪𝐵= {2, 4, 5, 6, 9, 10} Two sets are given: 𝐴= {1, 3, 5} and 𝐵= {2, 4, 6}. Determine the intersection ∩ of these two sets. Solution There are no common numbers to both A and B, so the intersection is the empty set. 𝐴∩𝐵= ∅ Two sets are given: 𝐴= {1, 3, 5} and 𝐵= {2, 4, 6}. Determine the union ∪ of these two sets. Solution The numbers that belong to either A or B, or both sets, are all the given numbers written from the smallest to the largest. So, 𝐴∪𝐵= {1, 2, 3, 4, 5, 6} Two sets are given: 𝐴= {7, 8, 11} and 𝐵= { }. Determine the intersection ∩ of these two sets. Solution Notice that set B is an empty set. There are no common numbers to both A and B, so the intersection is the empty set. 𝐴∩𝐵= { } or ∅ Two sets are given: 𝐴= {7, 8, 11} and 𝐵= { }. Determine the union ∪ of these two sets. Solution The numbers that belong to either A or B, or both sets, are all the given numbers written from the smallest to the largest. So, 𝐴∪𝐵= {7, 8, 11} |
6506 | https://chem.libretexts.org/Bookshelves/Organic_Chemistry/Supplemental_Modules_(Organic_Chemistry)/Aldehydes_and_Ketones/Reactivity_of_Aldehydes_and_Ketones/Carbonyl_Group-Mechanisms_of_Addition | Skip to main content
Carbonyl Group-Mechanisms of Addition
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: Jan 23, 2023
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Carbonyl Group Reactions
Clemmensen Reduction
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: 751
( \newcommand{\kernel}{\mathrm{null}\,})
The Carbonyl Group is a polar functional group that is made up a carbon and oxygen double bonded together. There are two simple classes of the carbonyl group: Aldehydes and Ketones. Aldehydes have the carbon atom of the carbonyl group is bound to a hydrogen and ketones have the carbon atom of the carbonyl group is bound to two other carbons. Since the carbonyl group is extremely polar across the carbon-oxygen double bond, this makes it susceptible to addition reactions like the ones that occur in the pi bond of Alkenes, especially by nucleophilic and electrophilic attack.
Regions of Reactivity
There are three regions of reactivity for both aldehydes and ketones: the electron donating oxygen, the electron withdrawing carbon, and the carbon adjacent to the carbonyl group (labeled "alpha"). This module will only address the oxygen and electron withdrawing carbon areas of reactivity.
Figure 1: Regions of Reactivity
Resonance structure is defined as any of two or more possible structures of the same compound that have identical geometry but different arrangements of their paired electrons; none of the structures have physical reality or adequately account for the properties of the compound. Examination of the resonance structures of the carbonyl group clearly shows its polar nature, and highlights the areas for either electrophilic or nucleophilic attack in the addition reaction.
Figure 2: Resonance structures of the carbonyl group
Ionic Addition to Carbonyl Group
As a result of the dipole shown in the resonance structures, polar reagents such as LiAlH4 and NaBH4 (hydride reagents) or R'MgX (Grignard reagent) will reduce the carbonyl groups, and ultimately convert unsaturated aldehydes and ketones into unsaturated alcohols. Since these reagents are extremely basic, their addition reactions are irreversible.
There are, however, addition reactions with less basic nucleophiles such as water, thiols, and amines that are capable of establishing equilibria or reversible reactions. These less basic reagents can react with the carbonyl group via two pathways: nucleophilic addition-protonation and electrophilic addition-protonation.
Nucleophilic Addition-Protonation
Under neutral or basic conditions, nucleophilic attack of the electrophilic carbon takes place. As the nucleophile approaches the electrophilic carbon, two valence electrons from the nucleophile form a covalent bond to the carbon. As this occurs, the electron pair from the pie bond transfers completely over to the oxygen which produces the intermediate alkoxide ion. This alkoxide ion, with a negative charge on oxygen is susceptible to protonation from a protic solvent like water or alcohol, giving the final addition reaction.
Figure 3: Alkoxide Ion Intermediate
Electrophilic Addition-Protonation
Under acidic conditions, electrophilic attack of the carbonyl oxygen takes place. Initially, protonation of the carbonyl group at the oxygen takes place because of excess all around. Once protonation has occurred, nucleophilic attack by the nucleophile finishes the addition reaction. It should be noted that electrophilic attack is extremely unlikely, however, a few carbonyl groups do become protonated initially to initiate addition through electrophilic attack. This type of reaction works best when the reagent being used is a very mildly basic nucleophile.
Figure 4: Electrophilic Addition
Outside links
References
Vollhardt, K. P.C. & Shore, N. (2007). Organic Chemistry (5thEd.). New York: W. H. Freeman. p. 775-777
Otera, Junzo, ed. Modern Carbonyl Chemistry. Weinheim; Chichester: Wiley-VCH, 2000.
Problems
What is the best reagent to do the following conversion?
H2/Ni
Hg(OAc)2, H3O+
BH3, THF & 2.H2O2, NaOH
NaBH4, THF
What is the Product of this reaction?
What is the Product of this reaction?
What is the Product of this reaction?
What is the product of this reaction?
Solutions
D
Carbonyl Group Reactions
Clemmensen Reduction |
6507 | https://pubmed.ncbi.nlm.nih.gov/6964676/ | New attachment following surgical treatment of human periodontal disease - PubMed
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J Clin Periodontol
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. 1982 Jul;9(4):290-6.
doi: 10.1111/j.1600-051x.1982.tb02095.x.
New attachment following surgical treatment of human periodontal disease
S Nyman,J Lindhe,T Karring,H Rylander
PMID: 6964676
DOI: 10.1111/j.1600-051x.1982.tb02095.x
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New attachment following surgical treatment of human periodontal disease
S Nyman et al. J Clin Periodontol.1982 Jul.
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. 1982 Jul;9(4):290-6.
doi: 10.1111/j.1600-051x.1982.tb02095.x.
Authors
S Nyman,J Lindhe,T Karring,H Rylander
PMID: 6964676
DOI: 10.1111/j.1600-051x.1982.tb02095.x
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Abstract
The present experiment was undertaken to test the hypothesis that new connective tissue attachment may form on a previously periodontitis involved root surface provided cells originating from the periodontal ligament are enabled to repopulate the root surface during healing. A mandibular incisor with advanced periodontal disease of long standing (the distance between the cemento-enamel junction and the alveolar bone crest was 9 mm) was subjected to periodontal surgery using a technique which during healing prevented the dentogingival epithelium and the gingival connective tissue from reaching contact with the curetted root surface. Preference was hereby given to the periodontal ligament cells to repopulate the previously diseased root surface. After 3 months of healing a block biopsy containing the incisor and surrounding tissue was sampled. The histological analysis revealed that new cementum with inserting principal fibers had formed on the previously diseased root surface. This new attachment extended in coronal direction to a level 5 mm coronal to the alveolar bone crest. This finding suggests that new attachment can be achieved by cells originating from the periodontal ligament and demonstrates that the concept that the periodontitis affected root surface is a major preventive factor for new attachment is invalid.
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6508 | https://www.fda.gov/regulatory-information/search-fda-guidance-documents/recommendations-reduce-risk-transmission-mycobacterium-tuberculosis-mtb-human-cells-tissues-and | Published Time: Mon, 05/05/2025 - 07:33
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Docket Number:FDA-2024-D-3863Issued by:
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We, FDA, are issuing this guidance to assist you, establishments making donor eligibility (DE) determinations, in understanding the requirements in 21 CFR part 1271, subpart C (21 CFR part 1271, subpart C). The regulations under 21 CFR part 1271, subpart C, set out requirements for determining donor eligibility, including donor screening and testing, for donors of human cells, tissues, and cellular and tissue-based products (HCT/Ps). This guidance provides recommendations for screening donors for evidence of, and risk factors for, infection with Mycobacterium tuberculosis (Mtb), the organism that causes tuberculosis. The guidance also recommends additional steps that HCT/P establishments should take to reduce risk of transmission of Mtb until such time as appropriate FDA-licensed, approved, or cleared donor screening tests are available for use to test donors for Mtb infection.
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6509 | https://helpingwithmath.com/powers-bases-and-exponents/ | Skip to content
Home » Math Theory » Algebra » Powers (Bases and Exponents)
Powers (Bases and Exponents)
What is an exponent?
An exponent indicates how many times the number must be multiplied by itself. Exponents are also referred to as powers or indices. Usually, the exponent is written as a superscript to the right of the base.
Consider the number 53.
In this example, 5 is the base and 3 is the exponent. A base is a number that we will repeatedly multiply to itself, and the exponent will tell us how many times the base will be multiplied to itself. Thus, 53 means the same thing as 5 x 5 x 5.
For us to read 53, we can read as:
five raised to the power of three,
five raised to three, and
five to the power of three.
Exponentiation is a mathematical operation written in the form of xn, where x denotes the base and n represents the exponent.
What is the origin of exponents?
The word power came from the Latin word potentia, potestas, dignitas which is a mistranslation of the ancient Greek term δύναμις (dúnamis), which was employed for the square of a line by Euclid, following Hippocrates of Chios.
Meanwhile, Archimedes discovered and proved the laws of exponents in his work The Sand Reckoner. In his work, he was able to prove 10a x 10b = 10a + b. During the 19th century, Muhammad ibn Mūsā al-Khwārizmī introduced the terms مَال (māl, “possessions”, “property”) for a square.
Jost Bürgi utilized exponents for Roman numerals in the late 16th century. In the 15th century, Nicolas Chuquet created a type of exponential notation that was later utilized by Henricus Grammateus and Michael Stifel in the 16th century. Michael Stifel created the term “exponent” in 1544. In 1696, Samuel Jeake introduced the term indices.
René Descartes established the first form of our contemporary exponential notation in his treatise titled La Géométrie in the early 17th century; the notation is introduced in Book I of the text.
Leonhard Euler proposed variable exponents and, implicitly, non-integer exponents in 1748 when he wrote:
“consider exponentials or powers in which the exponent itself is a variable. It is clear that quantities of this kind are not algebraic functions, since in those the exponents must be constant.”
What are the laws of exponent?
To answer and solve problems involving exponents, the laws of exponents are fundamental. These rules are needed to be followed to be able to simplify formulas with exponents. Let’s take a look at the following rules we have for exponents!
Product Rule
The product rule of exponents is used to multiply expressions that have the same bases. This rule states that for any non-zero term a where m and n are real numbers,
amxan=am+n
This means that, to get the product of an exponent that have the same base, we are going to simply copy the base and add their exponents.
Example #1
What is the product of 52 and 53?
Solution
| | |
--- |
| Process | Explanation |
| 52 x 53 | Set-up the multiplication process. |
| 52 x 53 = 52 + 3 | Using product rule, we will simply copy the base and add the exponents. |
| 52 + 3 = 55 | Add the exponents. Hence, 2 + 3 = 5 |
| 55 = 3125 | Evaluate 55. Hence, 5 x 5 x 5 x 5 x 5 = 3125 |
| | Therefore, the product of 52 and 53 is 55 or 3125. |
Example #2
Find the product of a and a6.
Solution
| | |
--- |
| Process | Explanation |
| a1 x a6 | Set-up the multiplication process. |
| a1 x a6 = a1 + 6 | Using product rule, we will simply copy the base and add the exponents. The exponent of a is 1. Hence, we will have a1 + 6 |
| a1 + 6 = a7 | Add the exponents. Hence, 1 + 6 = 7 |
| | Therefore, the product of a and a6 is a7. |
Example #3
Find the product of x3y and x3y2.
Solution
| | |
--- |
| Process | Explanation |
| (x3y)(x3y2) | Set-up the multiplication process. |
| (x3y)(x3y2) = x3 + 3y1 + 2 | Using product rule, we will simply copy the base and add the exponents. Since we have two variables, we will still copy both bases, but take note of the exponents of each variable. Hence, we will have x3 + 3y1 + 2 |
| x3 + 3y1 + 2 = x6y3 | Add the exponents. Hence, the exponent of x will be x3 + 3 = x6 , while the exponent of will be y1 + 2 = y3 |
| | Therefore, the product of x3y and x3y2 is x6y3. |
Quotient Rule
The quotient rule of exponents is used to simplify algebraic terms or expressions that have the same bases. This rule states that for any non-zero term a where m and n are real numbers,
$\frac{a^m}{a^n}= a^{m – n}$
This means that, to get the quotient of an exponent that has the same base, we are going to simply copy the base and subtract the exponent of the numerator by the exponent of the denominator.
Example #1
What is the quotient if 97 is divided by 93?
Solution
| | |
--- |
| Process | Explanation |
| $\frac{9^7}{9^3}$ | Set-up the division process. |
| $\frac{9^7}{9^3} = 9^{7 – 3}$ | Using quotient rule, simply copy the base and subtract the exponents. |
| 97 – 3 = 94 | Subtract the exponents. Hence,7 – 3 = 4 |
| 94 = 6561 | Evaluate 55. Hence,9 x 9 x 9 x 9 = 6561 |
| | Therefore, the quotient of 97 and 93 is 94 or 6561. |
Example #2
Determine the quotient if a10 is divided by a7.
Solution
| | |
--- |
| Process | Explanation |
| $\frac{a^10}{a^7}$ | Set-up the division process. |
| $\frac{a^10}{a^7} = a^{10 – 7}$ | Using quotient rule, simply copy the base and subtract the exponents. |
| a10 – 7 = a3 | Subtract the exponents. Hence,10 – 7 = 3 |
| | Therefore, the quotient of a10 and a7 is a3. |
Example #3
Find the quotient if x4y3 is divided by xy2.
Solution
| | |
--- |
| Process | Explanation |
| $\frac{x^{4}y^{3}}{xy^2}$ | Set-up the division process. |
| $\frac{x^{4}y^{3}}{xy^2} = x^{4 – 1}y^{3-2}$ | Using quotient rule, copy the base and subtract the exponents. Since we have two variables, we will copy both bases, but take note of the exponents of each variable. Hence, we will have x4 – 1y3 – 2 |
| $x^{4 – 1}y^{3-2}= x^3y$ | Subtract the exponents. Hence, the exponent of x will be x4 – 1 = x3, while the exponent of will be y3 – 2 = y1. Since the exponent of y is 1, we can simply write it as y instead of y1. |
| | Therefore, the quotient of x4y3 and xy2 is x3y. |
Zero Exponent Rule
The zero exponent rule is used to simplify algebraic terms or expressions that have an exponent of zero. This rule simply states that if the exponent of any non-zero base a is zero, then it is always equal to 1.
a0= 1
Example #1
What is the equivalent of 30?
Solution
| | |
--- |
| Process | Explanation |
| 30 = 1 | By zero exponent rule, 30 is simply equal to 1. |
| | Therefore, 30 is equal to 1. |
Example #2
Determine the value of a0.
Solution
| | |
--- |
| Process | Explanation |
| a0 = 1 | By zero exponent rule, a0 is simply equal to 1. |
| | Therefore, a0 is equal to 1. |
Example #3
Find the equivalent of x0y0.
Solution
| | |
--- |
| Process | Explanation |
| x0y0 = (1)(1) | By zero exponent rule, x0 = 1, y0 = 1. |
| (1)(1) = 1 | Get the product of 1 and 1. Thus, 1 x 1 = 1 |
| | Therefore, x0y0 is equal to 1. |
Negative Exponent Rule
The negative exponent rule is used to simplify algebraic terms or expressions that have a negative exponent. This rule states that if the exponent of any non-zero base a is negative, we need to convert it to a positive exponent by getting its reciprocal.
$a^{-m}= \frac{1}{a^m}$
Similarly,
$\frac{1}{a^{-m}} = a^{m}$
Example #1
What is the equivalent of 2-4?
Solution
| | |
--- |
| Process | Explanation |
| 2-4 = $\frac{1}{2^4}$ | By negative exponent rule, we will get the reciprocal of 2-4. Hence, we will have $\frac{1}{2^4}$. |
| $\frac{1}{2^4} = \frac{1}{16}$ | Evaluate the exponent. Hence, $\frac{1}{2 × 2 × 2 × 2}$ = $\frac{1}{16}$ |
| | Therefore, 2-4 is equal to $\frac{1}{2^4}$ or $\frac{1}{16}$. |
Example #2
Simplify a-2.
Solution
| | |
--- |
| Process | Explanation |
| a-2 = $\frac{1}{a^2}$ | By negative exponent rule, we will get the reciprocal of 2-4. Hence, we will have $\frac{1}{2^4}$. |
| | Therefore, 2-4 is equal to a-2 or $\frac{1}{a^2}$. |
Example #3
What is the equivalent of $\frac{x^{-3}}{y^{-4}}$?
Solution
| | |
--- |
| Process | Explanation |
| $\frac{x^{-3}}{y^{-4}} = (\frac{1}{y^{-4}})(\frac{1}{x^3})$ | By negative exponent rule, we will get the reciprocal of x-3. Hence, we will have $\frac{1}{x^3}$. Thus, $\frac{x^{-3}}{y^{-4}} = (\frac{1}{y^{-4}})(\frac{1}{x^3})$ |
| $(\frac{1}{y^{-4}})(\frac{1}{x^3}) = (\frac{1}{x^3})(y^4) = \frac{y^4}{x^3}$ | Since we still have $\frac{1}{y^{-4}}$, we also need to get its reciprocal. Hence, $\frac{1}{y^{-4}}= y4$. Thus, |
| | Therefore, $\frac{x^{-3}}{y^{-4}}$ is equal to $\frac{y^4}{x^3}$. |
Power of a Power Rule
The power of a power rule is used to simplify algebraic terms where the exponent of the base is raised to another exponent, we will get the product of the two exponents. This rule states that if a non-zero term a and m and n are integers,
(am)n= amn
Example #1
Simplify (43)2.
Solution
| | |
--- |
| Process | Explanation |
| (43)2 = 43 x 2 | To simplify (43)2, we will use the power of the power rule. Hence, (43)2 = 43 x 2 |
| 43 x 2 = 46 | Multiply the exponents. Thus, 3 x 2 = 6 |
| 46 = 4096 | Evaluate 46. Thus, 4 x 4 x 4 x 4 x 4 x 4 = 4096 |
| | Therefore, (43)2 is equal to 46 or 4096. |
Example #2
Simplify (a3)7.
Solution
| | |
--- |
| Process | Explanation |
| (a3)7= a3 x 7 | To simplify (a3)7, we will use the power of the power rule. Hence, (a3)7 = a3 x 7 |
| a3 x 7 = a21 | Multiply the exponents. Thus, 3 x 7 = 21 |
| | Therefore, (a3)7 is equal to a21. |
Power of a Product Rule
The power of a product rule is used to simplify algebraic terms with more than one variable that is being multiplied together and raised to an exponent. This rule states that if a non-zero term a and b and m is an integer,
(ab)m= ambm
Example #1
Simplify (ab)8.
Solution
| | |
--- |
| Process | Explanation |
| (ab)8 = a8y8 | To simplify (ab)8, we will use the power of a product rule. Hence, (ab)8 = a8y8 |
| | Therefore, (x4y5)3 is equal to x12y15. |
Example #2
Simplify (x4y5)3.
Solution
| | |
--- |
| Process | Explanation |
| (x4y5)3 = x4 x 3y5 x 3 | To simplify (a3)7, we will use the power of a product rule. Hence, (x4y5)3 = x4 x 3y5 x 3 |
| x4 x 3y5 x 3 = x12y15 | Multiply the exponents. Thus, for the exponent of x: 4 x 3 = 12 for the exponent of y: 5 x 3 = 15 |
| | Therefore, (x4y5)3 is equal to x12y15. |
Power of a Quotient Rule
The power of a quotient rule is used to simplify the quotient of an algebraic term with more than one variable by simply distributing the exponent to the numerator and the denominator. This rule states that if a non-zero term a and b where m is an integer,
$(\frac{a}{b})^{m}= \frac{a^m}{b^m}$
Example #1
Simplify $(\frac{4}{5})^2$ .
Solution
| | |
--- |
| Process | Explanation |
| $(\frac{4}{5})^2 = \frac{4^2}{5^2}$ | To simplify $(\frac{4}{5})^2$, we will use the power of a quotient rule. Hence, we will distribute the exponent of 2 to the numerator and denominator. Thus, $(\frac{4}{5})^2 = \frac{4^2}{5^2}$ |
| $\frac{4^2}{5^2} = \frac{16}{25}$ | Evaluate the exponents in the denominator and denominator. Thus, numerator: 42 = 4 x 4 = 16 denominator: 52 = 5 x 5 = 25 |
| | Therefore, $\frac{4}{5}^2$is equal to $\frac{4^2}{5^2} or \frac{16}{25}$. |
Example #2
Simplify $(\frac{a^7}{b^6})^4$
Solution
| | |
--- |
| Process | Explanation |
| $(\frac{a^7}{b^6})^4 = \frac{a^{7×4}}{b^{6×4}}$ | To simplify $(\frac{a^7}{b^6})^4$, we will use the power of a quotient rule. Hence, we will distribute the exponent of 4 to the numerator and denominator. Thus, $(\frac{a^7}{b^6})^4 = \frac{a^{7×4}}{b^{6×4}}$ |
| $\frac{a^{7×4}}{b^{6×4}} = (\frac{a^28}{b^24})$ | Get the product of the exponents in the numerator and denominator, respectively. Hence, numerator: 7 x 4 = 28 denominator: 6 x 4 = 24 |
| | Therefore, $(\frac{a^7}{b^6})^4$ is equal to $(\frac{a^28}{b^24})$. |
Example #3
Simplify $(\frac{x^3y^2}{wz^5})^6$
Solution
| | |
--- |
| Process | Explanation |
| $(\frac{x^3y^2}{wz^5})^6 = \frac{x^{3×6}y^{2×6}}{w^{1×6}z^{5×6}}$ | To simplify $(\frac{x^3y^2}{wz^5})^6$, we will use the power of a quotient rule. Hence, we will distribute the exponent of 6 to the numerator and denominator. Thus, $(\frac{x^3y^2}{wz^5})^6 = \frac{x^{3×6}y^{2×6}}{w^{1×6}z^{5×6}}$ |
| $\frac{x^{3×6}y^{2×6}}{w^{1×6}z^{5×6}}= \frac{x^{18}y^{12}}{w^{6}z^{30}}$ | Get the product of the exponents in the numerator and denominator, respectively. Hence, numerator (x): 3 x 6 = 18 numerator (y): 2 x 6 = 12 denominator (w): 1 x 6 = 6 denominator (z): 5 x 6 = 30 |
| | Therefore, $(\frac{x^3y^2}{wz^5})^6$ is equal to $\frac{x^{18}y^{12}}{w^{6}z^{30}}$. |
What are the common misconceptions in exponents?
When it comes to simplifying exponents, students commit errors that will result to a wrong answer. Some of these errors are listed below:
Multiplying the base and exponent. Usually, students simply multiply the base to the number written on the exponent.
Incorrect: 34 ≠3 x 4
Correct: 33 = 3 x 3 x 3 x 3
Applying the power of the product rule wrong. Some students distribute the exponent even though it is not a product of two or more variables.
Incorrect: (4 + 5)2 ≠ 42 + 52
Correct: (4 + 5)2 = (9)2 = 81
What is the significance of exponents?
Exponents are usually used as a shortcut to represent a number that is repeatedly multiplied by itself. Most of the time, we don’t really see or use exponents in our everyday lives, but they are very significant, especially in the sciences.
Exponents are used in showing square or cubic measurements such as square feet (ft2), square meters (m2), square inches (in2), square miles (mi2), cubic feet (ft3), cubic meters (m3). With the help of exponents, it is easier for us to distinguish square and cubic measurements. Taking measurements and calculating multi-dimensional quantities is one of the most prevalent real-world applications of exponents. Because area is a two-dimensional measure of space (length x breadth), it is always measured in square units such as square feet or square meters.
Scientists use exponents to show extraordinarily large or small numbers. With the help of exponents, writing numbers in a scientific notation became possible. In scientific notation, 150 000 can be written as 1.5 x 105 – which translates to 1.5 x 10 x 10 x 10 x 10 x 10.
Exponents are of great importance in any scientific measurement that uses a scale such as pH scale and Richter scale. The pH scale and the Richter scale are both logarithmic scales, with each whole number denoting a ten-fold rise over the previous value.
Say, for example, a scientist knows that a material with a pH of 4 indicates 104, but a substance with a pH of 8 represents 105. This suggests that a substance with a pH of 5 is ten times more basic than one with a pH of 4.
Exponents are also used in computer language. We frequently hear the terms megabytes, gigabytes, and terabytes. “Mega” refers to 106 or one million, “giga” refers to 109, and “tera” refers to 1012. More so, the prefixes mega- and giga- are also used in other domains such as megahertz indicates 106 or one million hertz.
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Additional Algebra Theory:
Linear Inequalities in two variables
Division of Radicals
Graphing Ordered Pairs
Algebraic Identities
The Coordinate Graphing System
Union of Sets
Commutative and Associative Property for Addition
One Variable Inequality
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6510 | https://www.maths.tcd.ie/~dwilkins/Courses/MA2C02/MA2C02_Section2_0910.pdf | Course MA2C02, Hilary Term 2010 Section 2: Trigonometric Identities, Complex Exponentials and Periodic Sequences David R. Wilkins Copyright c ⃝David R. Wilkins 2000–2010 Contents 2 Trigonometric Identities, Complex Exponentials and Peri-odic Sequences 20 2.1 Basic Trigonometric Identities . . . . . . . . . . . . . . . . . .
20 2.2 Basic Trigonometric Integrals . . . . . . . . . . . . . . . . . .
22 2.3 Basic Properties of Complex Numbers . . . . . . . . . . . . .
23 2.4 Complex Numbers and Trigonometrical Identities . . . . . . .
25 2.5 The Exponential of a Complex Number . . . . . . . . . . . . .
25 2.6 Euler’s Formula . . . . . . . . . . . . . . . . . . . . . . . . . .
26 2.7 Multiplication of Complex Exponentials . . . . . . . . . . . .
27 2.8 Complex Roots of Unity . . . . . . . . . . . . . . . . . . . . .
28 2.9 Representation of Periodic Sequences . . . . . . . . . . . . . .
29 2.10 Periodic Sequences of Real Numbers . . . . . . . . . . . . . .
31 i 2 Trigonometric Identities, Complex Expo-nentials and Periodic Sequences 2.1 Basic Trigonometric Identities An anticlockwise rotation about the origin through an angle of θ radians sends a point (x, y) of the plane to the point (x′, y′), where x′ = x cos θ −y sin θ y′ = x sin θ + y cos θ (9) (This follows easily from the fact that such a rotation takes the point (1, 0) to the point (cos θ, sin θ) and takes the point (0, 1) to the point (−sin θ, cos θ).) An anticlockwise rotation about the origin through an angle of φ radians then sends the point (x′, y′) of the plane to the point (x′′, y′′), where x′′ = x′ cos φ −y′ sin φ y′′ = x′ sin φ + y′ cos φ (10) Now an anticlockwise rotation about the origin through an angle of θ + φ radians sends the point (x, y), of the plane to the point (x′′, y′′), and thus x′′ = x cos(θ + φ) −y sin(θ + φ) y′′ = x sin(θ + φ) + y cos(θ + φ) (11) But if we substitute the expressions for x′ and y′ in terms of x, y and θ provided by equation (9) into equation (10), we find that x′′ = x(cos θ cos φ −sin θ sin φ) −y(sin θ cos φ + cos θ sin φ) y′′ = x(sin θ cos φ + cos θ sin φ) + y(cos θ cos φ −sin θ sin φ) (12) On comparing equations (11) and (12) we see that cos(θ + φ) = cos θ cos φ −sin θ sin φ, (13) and sin(θ + φ) = sin θ cos φ + cos θ sin φ.
(14) On replacing φ by −φ, and noting that cos(−φ) = cos φ and sin(−φ) = −sin φ, we find that cos(θ −φ) = cos θ cos φ + sin θ sin φ, (15) and sin(θ −φ) = sin θ cos φ −cos θ sin φ.
(16) 20 If we add equations (13) and (15) we find that cos θ cos φ = 1 2(cos(θ + φ) + cos(θ −φ)).
(17) If we subtract equation (13) from equation (15) we find that sin θ sin φ = 1 2(cos(θ −φ) −cos(θ + φ)).
(18) And if we add equations (14) and (16) we find that sin θ cos φ = 1 2(sin(θ + φ) + sin(θ −φ)).
(19) If we substitute φ = θ in equations (13) and (14), and use the identity cos2 θ + sin2 θ = 1, we find that sin 2θ = 2 sin θ cos θ (20) and cos 2θ = cos2 θ −sin2 θ = 2 cos2 θ −1 = 1 −2 sin2 θ.
(21) It then follows from equation (21) that sin2 θ = 1 2(1 −cos 2θ) (22) cos2 θ = 1 2(1 + cos 2θ).
(23) Remark Equations (9) and (10) may be written in matrix form as follows: x′ y′ = cos θ −sin θ sin θ cos θ x y , x′′ y′′ = cos φ −sin φ sin φ cos φ x′ y′ .
Also equation (11) may be written x′′ y′′ = cos(θ + φ) −sin(θ + φ) sin(θ + φ) cos(θ + φ) x y .
It follows from basic properties of matrix multiplication that cos(θ + φ) −sin(θ + φ) sin(θ + φ) cos(θ + φ) = cos φ −sin φ sin φ cos φ cos θ −sin θ sin θ cos θ , and therefore cos(θ + φ) = cos θ cos φ −sin θ sin φ sin(θ + φ) = sin θ cos φ + cos θ sin φ.
This provides an alternative derivation of equations (13) and (14).
21 2.2 Basic Trigonometric Integrals On differentiating the sine and cosine function, we find that d dx sin kx = k cos kx (24) d dx cos kx = −k sin kx.
(25) for all real numbers k.
It follows that Z sin kx = −1 k cos kx + C (26) Z cos kx = 1 k sin kx + C, (27) for all non-zero real numbers k, where C is a constant of integration.
Theorem 2.1 Let m and n be positive integers. Then Z π −π cos nx dx = 0, (28) Z π −π sin nx dx = 0, (29) Z π −π cos mx cos nx dx = π if m = n, 0 if m ̸= n, (30) Z π −π sin mx sin nx dx = π if m = n, 0 if m ̸= n, (31) Z π −π sin mx cos nx dx = 0.
(32) Proof First we note that Z π −π cos nx dx = 1 n sin nx π −π = 1 n (sin nπ −sin(−nπ)) = 0 and Z π −π sin nx dx = −1 n cos nx π −π = −1 n (cos nπ −cos(−nπ)) = 0 for all non-zero integers n, since cos nπ = cos(−nπ) = (−1)n and sin nπ = sin(−nπ) = 0 for all integers n.
22 Let m and n be positive integers. It follows from equations (17) and (18) that Z π −π cos mx cos nx dx = 1 2 Z π −π (cos((m −n)x) + cos((m + n)x)) dx.
and Z π −π sin mx sin nx dx = 1 2 Z π −π (cos((m −n)x) −cos((m + n)x)) dx But Z π −π cos((m + n)x) dx = 0 (since m + n is a positive integer, and is thus non-zero). Also Z π −π cos((m −n)x) dx = 0 if m ̸= n, and Z π −π cos((m −n)x) dx = 2π if m = n (since cos((m −n)x) = 1 when m = n). It follows that Z π −π cos mx cos nx dx = Z π −π sin mx sin nx dx = 1 2 Z π −π cos((m −n)x) dx = π if m = n; 0 if m ̸= n.
Using equation (19), we see also that Z π −π sin mx cos nx dx = 1 2 Z π −π (sin((m + n)x) + sin((m −n)x)) dx = 0 for all positive integers m and n. (Note that sin((m −n)x) = 0 in the case when m = n).
2.3 Basic Properties of Complex Numbers We shall extend the definition of the exponential function so as to define a value of ez for any complex number z. First we note some basic properties of complex numbers.
A complex number is a number that may be represented in the form x+iy, where x and y are real numbers, and where i2 = −1. The real numbers x 23 and y are referred to as the real and imaginary parts of the complex number x + iy, and the symbol i is often denoted by √−1. One adds or subtracts complex numbers by adding or subtracting their real parts, and adding or subtracting their imaginary parts. Thus (x+iy)+(u+iv) = (x+u)+i(y+v).
(x+iy)−(u+iv) = (x−u)+i(y−v).
Multiplication of complex numbers is defined such that (x + iy) × (u + iv) = (xu −yv) + i(xv + uy).
The reciprocal (x + yi)−1 of a non-zero complex number x + iy is given by the formula (x + iy)−1 = x x2 + y2 −i y x2 + y2.
Complex numbers may be represented by points of the plane (through the Argand diagram). A complex number x + iy represents, and is represented by, the point of the plane whose Cartesian coordinates are (x, y). One often therefore refers to the set of all complex numbers as the complex plane. This complex plane is pictured as a flat plane, containing lines, circles etc., and distances and angles are defined in accordance with the usual principles of plane geometry and trigonometry.
The modulus of a complex number x + iy is defined to be the quantity p x2 + y2: it represents the distance of the corresponding point (x, y) of the complex plane from the origin (0, 0). The modulus of a complex number z is denoted by |z|.
Let z and w be complex numbers. Then z lies on a circle of radius |z| centred at 0, and the point z + w lies on a circle of radius |w| centred at z. But this circle of radius |w| centred at z is contained within the disk bounded by a circle of radius |z| + |w| centred at the origin, and therefore |z + w| ≤|z| + |w|. This basic inequality is essentially a restatement of the basic geometric result that the length of any side of a triangle is less than or equal to the sum of the lengths of the other two sides. Indeed the complex numbers 0, z and z + w represent the vertices of a triangle in the complex plane whose sides are of length |z|, |w| and |z+w|. The inequality is therefore often referred to as the Triangle Inequality.
Let z and w be complex numbers, and let z = x + iy and w = u + iv.
Then zw = (xu −yv) + i(xv + yu) and therefore |zw|2 = (xu −yv)2 + (xv + yu)2 = (x2u2 + y2v2 −2xyuv) + (x2v2 + y2u2 + 2xyuv) = (x2 + y2)(u2 + v2) = |z|2|w|2.
24 It follows that |zw| = |z| |w| for all complex numbers z and w. A straight-forward proof by induction on n then shows that |zn| = |z|n for all complex numbers z and non-negative integers n.
2.4 Complex Numbers and Trigonometrical Identities Let θ and ϕ be real numbers, and let z = cos θ + i sin θ, w = cos ϕ + i sin ϕ, where i = √−1. Then zw = (cos θ cos ϕ −sin θ sin ϕ) + i(sin θ cos ϕ + cos θ sin ϕ) = cos(θ + ϕ) + i sin(θ + ϕ).
2.5 The Exponential of a Complex Number Let z be a complex number, and, for each non-negative integer m, let pm(z) = m X n=0 zn n! .
Then p0(z), p1(z), p2(z), . . . is an infinite sequence of complex numbers. More-over one can show that, as the integer m increases without limit, the value of the complex number pm(z) approaches a limiting value p∞(m), so that, given any strictly positive real number ε (no matter how small), there exists some positive integer M such that |pm(z) −p∞(z)| < ε whenever m ≥M. (The quantity |pm(z) −p∞(z)| measures the distance in the complex plane from pm(z) to p∞(z), and thus quantifies the error that results on approximating the quantity p∞(z) by pm(z). The size of this error can be made as small as we please, provided that we choose a value of m that is sufficiently large.) This limiting value exp p∞(z) is said to be the limit lim m→+∞pm(z) of pm(z) as m tends to +∞. The exponential ez of the complex number z is defined to be the value of this limit. Thus ez = +∞ X n=0 zn n! = p∞(z) = lim m→+∞pm(z) = lim m→+∞ m X n=0 zn n!
!
.
We may also write ez = +∞ X n=0 zn n! = 1 + z + z2 2! + z3 3! + z4 4! + · · · , 25 The exponential ez of the complex number z is also denoted by exp z. The exponential function exp: C →C, mapping the set of complex numbers to itself, which sends each complex number z to its exponents ez.
2.6 Euler’s Formula Theorem 2.2 (Euler’s Formula) eiθ = cos θ + i sin θ for all real numbers θ.
Proof Let us take the real and imaginary parts of the infinite series that defines eiθ. Now i2 = −1, i3 = −i and i4 = 1, and therefore eiθ = ∞ X n=0 inθn n!
= C(θ) + iS(θ), where C(θ) = 1 −θ2 2! + θ4 4! −θ6 6! + θ8 8! −θ10 10! + θ12 12! −· · · S(θ) = θ −θ3 3! + θ5 5! −θ7 7! + θ9 9! −θ11 11! + θ13 13! −· · · .
However the infinite series that define these functions C(θ) and S(θ) are the Taylor series for the trigonometric functions cos θ and sin θ. Thus C(θ) = cos θ and S(θ) = sin θ for all real numbers θ, and therefore eiθ = cos θ+i sin θ, as required.
Note that if we set θ = π in Euler’s formula we obtain the identity eiπ + 1 = 0.
The following identities follow directly from Euler’s formula.
Corollary 2.3 cos θ = 1 2 eiθ + e−iθ , sin θ = 1 2i eiθ −e−iθ for all real numbers θ.
It is customary to define the values cos z and sin z of the cosine and sine functions at any complex number z by the formulae cos z = 1 2 eiz + e−iz , sin z = 1 2i eiz −e−iz .
Corollary 2.3 ensures that the cosine and sine functions defined for complex values of the argument in this fashion agree with the standard functions for real values of the argument defined through trigonometry.
26 2.7 Multiplication of Complex Exponentials Let z and w be complex numbers. Then ez ew = ∞ X j=0 zj j!
! ∞ X k=0 wk k!
!
= ∞ X j=0 ∞ X k=0 zjwk j!k! .
Thus the value of the product ez ew is equal to the value of the infinite double sum that is obtained on adding together the quantities zjwk/(j!k!) for all ordered pairs (j, k) of non-negative integers. A fundamental result in the theory of infinite series ensures that, in this case, the value of this infinite double sum is independent of the order of summation, and that, in particular, we can evaluate this double sum by first adding together, for each non-negative integer n, the values of the quantities zjwk/(j!k!) for all ordered pairs (j, k) of negative numbers with j + k = n, and then adding together the resultant quantities for all non-negative values of the integer n. Thus ezew = ∞ X n=0 X (j,k) j+k=n zjwk j!k!
= ∞ X n=0 1 n! n X j=0 n!
j!(n −j)!zjwn−j !
.
(Here we have used the fact that if j + k = n then k = n −j.) Now the quantity n!
j!(n −j)! is the binomial coefficient n j . It follows from the Binomial Theorem that n X j=0 n!
j!(n −j)!zjwn−j = (z + w)n.
If we substitute this identity in the formula for the product ezew, we find that ezew = ∞ X n=0 (z + w)n n!
= ez+w.
We have thus obtained the following result.
Theorem 2.4 ezew = ez+w for all complex numbers z and w.
On combining the results of Theorem 2.4 and Euler’s Formula (Theo-rem 2.2), we obtain the following identity for the value of the exponential of a complex number.
27 Corollary 2.5 ex+iy = ex(cos y + i sin y) for all complex numbers x + iy.
2.8 Complex Roots of Unity Lemma 2.6 Let ω be a complex number satisfying the equation ωn = 1 for some positive integer n. Then ω = e 2πmi n = cos 2πm n + i sin 2πm n for some integer m.
Proof The modulus |ω| of ω is a positive real number satisfying the equation |ω|n = |ωn| = 1.
It follows that ω = eiθ = cos θ + i sin θ for some real number θ. Now (eiθ)2 = eiθeiθ = e2iθ, (eiθ)3 = e2iθeiθ = e3iθ, etc., and a straightforward proof by induction on r shows that (eiθ)r = eriθ = cos rθ + i sin rθ for all positive integers r. Now ωn = 1. It follows that 1 = (eiθ)n = eniθ = cos nθ + i sin nθ, and thus cos nθ = 1 and sin nθ = 0. But these conditions are satisfied if and only if nθ = 2πm for some integer m, in which case ω = e2πmi/n, as required.
We see that, for any positive integer n, there exist exactly n complex num-bers ω satisfying ωn = 1. These are of the form e2πmi/n for m = 0, 1, . . . , n−1.
They lie on the unit circle in the complex plane (i.e., the circle of radius 1 centred on 0 in the complex plane) and are the vertices of a regular n-sided polygon in that plane.
28 2.9 Representation of Periodic Sequences Definition A doubly-infinite sequence (zn : n ∈Z) of complex numbers associates to every integer n a corresponding complex number zn.
Definition We say that doubly-infinite sequence (zn : n ∈Z) of complex numbers is m-periodic if zn+m = zn for all integers n.
Lemma 2.7 Let m be a positive integer, and let ωm = e2πi/m. Then the value of m−1 P k=0 ωkn m is determined, for any integer n, as follows: m−1 X k=0 ωkn m = m if n is divisible by m; 0 if n is not divisible by m.
Proof The complex number ωm has the property that ωm m = 1. Also (1 −z)(1 + z + z2 + · · · + zm−1) = 1 −zm for any complex number z. It follows that (1 −ωn m) m−1 X k=0 ωkn m = 1 −ωmn m = 0 for all integers n, and therefore m−1 X k=0 ωkn m = 0 provided that ωn m ̸= 1.
Now ωn m = 1 if and only if the integer n is divisible by m. We can therefore conclude that m−1 X k=0 ωkn m = m if n is divisible by m, 0 if n is not divisible by m, as required.
Theorem 2.8 Let (zn : n ∈Z) be a doubly-infinite sequence of complex numbers which is m-periodic . Then zn = m−1 X k=0 ckωkn m , for all integers n, where ωm = e2πi/m and ck = 1 m m−1 X j=0 zjω−kj m .
29 Proof It follows from the definition of the numbers ck that m−1 X k=0 ckωkn m = 1 m m−1 X k=0 m−1 X j=0 zjω−kj m ωkn m = 1 m m−1 X j=0 zj m−1 X k=0 ω(n−j)k m !
, for all integers n. Now it follows from Lemma 2.7 that m−1 X k=0 ω(n−j)k m = 0 unless n −j is divisible by m, in which case m−1 X k=0 ω(n−j)k m = m.
Moreover, given any integer n, there is a unique integer r between 0 and m −1 for which n −r is divisible by m. It follows that m−1 X k=0 ckωkn m = zr where 0 ≤r < m and r ≡n (mod m).
Moreover zr = zn, because the sequence (zn : n ∈Z) is m-periodic. Thus m−1 X k=0 ckωkn m = zn for all integers n, as required.
Example Let (zn : n ∈Z) be an 3-periodic sequence with z0 = 2, z1 = 4, z2 = 5. Let ω = ω3 = e2πi/3. It follows from Theorem 2.8 that zn = c0 + c1ωn + c2ω2n for all integers n, where ωm = e2πi/m and ck = 1 3 z0 + z1ω−k + z2ω−2k .
for k = 0, 1, 2. Now ω−1 = ω2 and ω−2 = ω, because ω3 = 1. Therefore ck = 1 3 z0 + z1ω2k + z2ωk , 30 and thus c0 = 1 3(2 + 4 + 5) = 11 3 , c1 = 1 3(2 + 4ω2 + 5ω), c2 = 1 3(2 + 4ω + 5ω2).
Now ω = cos 2π 3 + i sin 2π 3 = 1 2(−1 + √ 3 i), ω2 = cos 4π 3 + i sin 4π 3 = 1 2(−1 − √ 3 i).
It follows that c1 = 1 6(−5 + √ 3 i), c2 = 1 6(−5 − √ 3 i).
Example Let (zn : n ∈Z) be an 4-periodic sequence with z0 = 2, z1 = 4, z2 = 5, z3 = 1. Now if ω4 is defined as in the statement of Theorem 2.8 then ω4 = e2πi/4 = i. It follows from Theorem 2.8 that zn = c0 + c1in + c2(−1)n + c3(−i)n for all integers n, where ωm = e2πi/m and ck = 1 4 z0 + z1i−k + z2i−2k + z3i−3k = 1 4 2 + 4 × (−i)k + 5 × (−1)k + ik .
Thus c0 = 3, c1 = −3 4 −3 4i, c2 = 1 2, c3 = −3 4 + 3 4i.
2.10 Periodic Sequences of Real Numbers Theorem 2.9 Let (xn : n ∈Z) be a doubly-infinite sequence of real numbers which is m-periodic . Then xn = m−1 X k=0 pk cos 2πkn m + qk sin 2πkn m , for all integers n, where ωm = e2πi/m and pk = 1 m m−1 X j=0 xj cos 2πkj m , qk = 1 m m−1 X j=0 xj sin 2πkj m .
31 Proof It follows from Theorem 2.8 that xn = m−1 X k=0 ckωkn m , for all integers n, where ωm = e2πi/m and ck = 1 m m−1 X j=0 xjω−kj m .
Now ωn m = cos 2nπ m + i sin 2nπ m ω−n m = cos 2nπ m −i sin 2nπ m for all integers n. Now ck = pk −qki for k = 0, 1, . . . , m −1, where pk = 1 m m−1 X j=0 xj cos 2πkj m , qk = 1 m m−1 X j=0 xj sin 2πkj m .
(Note that pk and qk are real numbers for all k. It follows that xn = Re m−1 X k=0 ckωkn m !
= m−1 X k=0 pk cos 2πkn m + qk sin 2πkn m , where Re m−1 X k=0 ckωkn m !
denotes the real part of m−1 X k=0 ckωkn m .
Problems 1. Let (zn : n ∈Z) be the doubly-infinite 3-periodic sequence with z0 = 1, z1 = 2 and z2 = 6. Find values of a0, a1 and a2 such that zn = a0 + a1ωn + a2ω2n for all integers n, where ω = e2πik/3. (Note that ω = 1 2(−1 + √ 3 i), ω2 = e−2πik/3 = 1 2(−1 − √ 3 i) and thus ω3 = 1 and ω + ω2 = −1.) 32 |
6511 | https://flexbooks.ck12.org/cbook/ck-12-math-analysis-concepts/section/6.6/primary/lesson/hyperbola-equations-and-the-focal-property-mat-aly/ | Skip to content
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6.6
Hyperbola Equations and the Focal Property
Written by:Raja Almukkahal | Larame Spence |
Fact-checked by:The CK-12 Editorial Team
Last Modified: Sep 01, 2025
Adrian and Evan were discussing the math class they just completed. The class focused on hyperbolas (pun intended!), and reviewed the properties of hyperbolas.
Adrian thinks that hyperbolas are very similar to the parabolas that they studied last week, and believes that the shapes are really the same. Evan thinks that it does not matter what the parts of the hyperbola look like, since it is the complete shape that they are studying.
Who is correct?
Hyperbola Equations and the Focal Property
Compared to parabolas and ellipses, hyperbolas may seem... messy! Not only is it an infinite shape, but there are two pieces that aren’t even connected! Hyperbolas are conic sections though: when the plane slices through two parts of the cone, the two infinite “U”-shaped parts are together called a hyperbola.
In this section we will see that this sprawling shape actually has some beautiful properties that make it as noble as its cousins.
The Focal Property
Even though this shape seems much harder to conceive of than an ellipse, the hyperbola has a defining focal property that is as simple as the ellipse’s. Remember, an ellipse has two foci and the shape can be defined as the set of points in a plane whose distances to these two foci have a fixed sum.
Hyperbolas also have two foci, and they can be defined as the set of points in a plane whose distances to these two points have the same difference. So in the picture below, for every point @$\begin{align}P\end{align}@$ on the hyperbola, @$\begin{align}|d_2 - d_1| = C\end{align}@$ for some constant @$\begin{align}C\end{align}@$.
The general form for a hyperbola that opens upwards and downwards and whose foci lie on the @$\begin{align}y-\end{align}@$axis is:
@$$\begin{align}\frac{y^2}{a^2} - \frac{x^2}{b^2} = 1\end{align}@$$
Switching @$\begin{align}x\end{align}@$ and @$\begin{align}y\end{align}@$ we have hyperbolas that open rightwards and leftwards and whose foci lie on the @$\begin{align}x-\end{align}@$axis.
@$$\begin{align}\frac{x^2}{a^2} - \frac{y^2}{b^2} = 1\end{align}@$$
For a hyperbola that is centered around the point @$\begin{align}(h,k)\end{align}@$ we have the shifted equations:
@$$\begin{align}\frac{(y - k)^2}{a^2} - \frac{(x - h)^2}{b^2} = 1\end{align}@$$
for a hyperbola opening up and down, and
@$$\begin{align}\frac{(x - h)^2}{a^2} - \frac{(y - k)^2}{b^2} = 1\end{align}@$$
for a hyperbola opening left and right.
Examples
Example 1
Earlier, you were asked whether Evan or Adrian is correct.
Evan and Adrian are both correct in their own ways. Adrian is correct that a hyperbola is just two parabolas in opposite directions, which becomes clear when you consider that a parabola is created by slicing a single cone, and a hyperbola by slicing two identical cones at the same time. Evan is correct that although a hyperbola is constructed of two parabolas, it is the complete shape that they are studying, and many or most of the formulas and definitions that they will consider only apply to the complete shape.
Example 2
The hyperbola is infinite in size. In mathematics this is called unbounded, which means no circle, no matter how large, can enclose the shape. Explain why a focal property involving a difference results in an unbounded shape, while a focal property involving a sum results in a bounded shape.
In the case of an ellipse, we had two distances summing to a constant. Since the distances are both positive then there is a limit to the size of the numbers. In the case of hyperbolas, two very large positive numbers can have a much smaller difference, infinitely small in fact.
Example 3
Show that the following equation is a hyperbola. Graph it, and show its foci.
@$$\begin{align}144x^2 - 576x - 25y^2 - 150y - 3249 = 0\end{align}@$$
The positive leading coefficient for the @$\begin{align}x^2\end{align}@$ term and the negative leading coefficient for the @$\begin{align}y^2\end{align}@$ term indicate that this is a hyperbola that is horizontally oriented. Grouping and completing the square, we have:
@$$\begin{align}144(x^2-4x)-25(y^2+6y)& = 3249 \
144(x^2 - 4x+4) - 25(y^2+6y+9)& = 3249 + 576 -225 \
144(x-2)^2-25(y+3)^2 & = 3600 \
\frac{(x-2)^2}{5^2} - \frac{(y+3)^2}{12^2} & = 1\end{align}@$$
So our hyperbola is centered at (2,-3). Its vertices are 5 units to the right and left of (2,-3), or at the points (7,-3) and (-3,-3). It opens to the right and left from these vertices. It’s foci are @$\begin{align}c\end{align}@$ units to the left and right of (2,-3), where @$\begin{align}c = \sqrt{a^2 + b^2} = \sqrt{5^2 + 12^2} = 13\end{align}@$. So it’s foci are at (15,-3) and (-11,-3). Plotting a few points near (7,-3) and (-3,-3), the graph looks like:
Example 4
Graph the following hyperbola and mark its foci: @$\begin{align}16x^2 + 64x-9y^2+90y - 305=0\end{align}@$.
The positive leading coefficient for the term and the negative leading coefficient for the term indicate that this is a hyperbola that is horizontally oriented. Grouping and completing the square, we have:
@$\begin{align}16(x^2 + 4x +4) -9(y^2 -10y +25) -305 = 64 -225\end{align}@$
Factoring and combining like terms:
@$\begin{align}16(x + 2)^2 -9(y - 5)^2 = 144\end{align}@$
Divide both sides by 144 and rewrite 9 and 16 as 32 and 42:
@$\begin{align}\frac{(x + 2)^2}{3^2} - \frac{(y - 5)^2}{4^2} = 1\end{align}@$
Example 5
Graph the following hyperbola and mark its foci: @$\begin{align}x^2 - 8x - y^2 - 4y = -28\end{align}@$.
To graph @$\begin{align}x^2 - 8x - y^2 + 4y = -28\end{align}@$:
@$\begin{align}(x - 4)^2 - (y - 2)^2 = -16\end{align}@$ ..... complete the square to factor
@$\begin{align}\frac{(y - 2)^2}{16} - \frac{(x - 4)^2}{16} = 1\end{align}@$ ..... rewrite in standard form
@$\begin{align}x - 4 = 0 \to x = 4\end{align}@$ and @$\begin{align}y - 2 = 0 \to y = 2\end{align}@$ ..... therefore the center is (4, 2)
Mark 4 units left and right of (4, 2) and Mark 2 units above and below (4, 2), use those four points to define the sides of a box.
Connect the corners of the box to illustrate the asymptotes.
Since the "y" term is the positive one, the hyperbola opens up and down.
Graph the hyperbola, it should look like this:
Example 6
Graph the following hyperbola: @$\begin{align}x^2-8x-y^2-2y=-14\end{align}@$.
To graph @$\begin{align}x^2 - 8x - y^2 - 2y = -14\end{align}@$:
@$\begin{align}(x - 4)^2 - (y + 1)^2 = 1\end{align}@$ ..... complete the square to factor@$\begin{align}\frac{(x - 4)^2}{1} - \frac{(y + 1)^2}{1} = 1\end{align}@$ ..... rewrite in standard form
@$\begin{align}x - 4 = 0 \to x = 4\end{align}@$ and @$\begin{align}y + 1 = 0 \to y = -1\end{align}@$ ..... therefore the center is (4, -1)
Mark 4 units left and right of (4, -1) and Mark 1 unit above and below (4, -1), use those four points to define the sides of a box.
Connect the corners of the box to illustrate the asymptotes.
Since the "x" term is the positive one, the hyperbola opens left and right.
Graph the hyperbola, it should look like this:
Example 7
Find the equation for the following hyperbola:
@$\begin{align}\frac{(x - 4)^2}{4} - \frac{(y + 2)^2}{45} = 1\end{align}@$
Review
Sketch the hyperbolas.
@$\begin{align}\frac{(x + 4)^2}{4} - \frac{(y - 1)^2}{9} = 1\end{align}@$
@$\begin{align}\frac{(y + 3)^2}{4} - \frac{(x - 4)^2}{9} = 1\end{align}@$
@$\begin{align}\frac{(y + 4)^2}{16} - \frac{(x - 1)^2}{4} = 1\end{align}@$
@$\begin{align}(x - 2)^2 - 4y^2 = 16\end{align}@$
@$\begin{align}\frac{y^2}{4} - \frac{(x - 1)^2}{4} = 1\end{align}@$
@$\begin{align}\frac{(x - 2)^2}{16} - \frac{(y + 4)^2}{1} = 1\end{align}@$
@$\begin{align}\frac{(x + 2)^2}{9} - \frac{(y + 2)^2}{16} = 1\end{align}@$
@$\begin{align}\frac{(x + 4)^2}{9} - \frac{(y - 2)^2}{4} = 1\end{align}@$
Graph the hyperbola and mark its foci: @$\begin{align}9y^2+18y-x^2+4x-4=0\end{align}@$
Graph the hyperbola and mark its foci: @$\begin{align}25x^2+150x-4y^2+24y+89=0\end{align}@$
Identify the equation of the hyperbola using the image.
Review (Answers)
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6513 | https://chemistry.stackexchange.com/questions/81602/co-co%E2%82%82-ratio-when-given-amounts-of-carbon-and-oxygen-react-with-each-other | physical chemistry - CO : CO₂ ratio when given amounts of carbon and oxygen react with each other - Chemistry Stack Exchange
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CO : CO₂ ratio when given amounts of carbon and oxygen react with each other
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By the reaction of carbon and oxygen a mixture of C O C O and C O X 2 C O X 2 is obtained. What is the composition of the mixture by mass obtained when 20 grams of O X 2 O X 2 reacts with 12 grams of carbon?
I wrote the equation as
4 C+3 O X 2⟶2 C O+2 C O X 2 4 C+3 O X 2⟶2 C O+2 C O X 2
and identified O X 2 O X 2 as the limiting reagent then the masses of C O C O formed will be 11.66 grams and mass of C O X 2 C O X 2 formed will be 18.33 grams, which gives the ratio as 7:11, but the answer is given as 21:11.
Can somebody please tell me where am I going wrong?
physical-chemistry
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edited Aug 25, 2017 at 7:26
Pritt says Reinstate Monica
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asked Aug 22, 2017 at 15:06
GemGem
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2 What was your motivation for writing the equation that way? That automatically assumes an (incorrect) answer.Chet Miller –Chet Miller 2017-08-22 15:31:47 +00:00 Commented Aug 22, 2017 at 15:31
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First and foremost refer to the tip given in the answer of @ChesterMiller: use separate reactions for each given process, and don't rely on limiting reagent concept when more than one reaction is possible:
C x+0.5 O X 2 0.5 x C y+O X 2 y⟶C O x⟶C O X 2 y(1)(2)(1)C x+0.5 O X 2 0.5 x⟶C O x(2)C y+O X 2 y⟶C O X 2 y
let x x mol be the amount of carbon participating in forming carbon monoxide C O C O, and y y mol -- the amount of carbon participating in forming carbon dioxide C O X 2 C O X 2.
We have the following amounts of reactants in the system:
n(C)=m(C)M(C)=12 g 12 g m o l−1=1 m o l n(C)=m(C)M(C)=12 g 12 g m o l−1=1 m o l
n(O X 2)=m(O X 2)M(O X 2)=20 g 32 g m o l−1=0.625 m o l n(O X 2)=m(O X 2)M(O X 2)=20 g 32 g m o l−1=0.625 m o l
where m m -- mass; M M -- molecular weight.
Taking into account reactants ratios, the following system of equations is relevant:
{x+y 0.5 x+y=1=0.625 total amount of carbon total amount of oxygen{x+y=1 total amount of carbon 0.5 x+y=0.625 total amount of oxygen
Solving this system of equations, one gets x=0.75 x=0.75 (mol) and y=0.25 y=0.25 (mol). Hence the masses of the products are:
m(C O)m(C O X 2)=x⋅M(C O)=y⋅M(C O X 2)=0.75 m o l⋅28 g m o l−1=0.25 m o l⋅44 g m o l−1=21 g=11 g m(C O)=x⋅M(C O)=0.75 m o l⋅28 g m o l−1=21 g m(C O X 2)=y⋅M(C O X 2)=0.25 m o l⋅44 g m o l−1=11 g
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answered Aug 22, 2017 at 16:45
andselisk♦andselisk
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Is this actually a plausible reaction? Could we also get more C O 2 C O 2 but some unburnt C C?badjohn –badjohn 2017-08-25 08:28:13 +00:00 Commented Aug 25, 2017 at 8:28
@badjohn The way the problem is stated (conditions were such that only C O C O + C O X 2 C O X 2 are presented in the system) suggests only this solution.andselisk –andselisk♦ 2017-08-25 10:04:06 +00:00 Commented Aug 25, 2017 at 10:04
@andselisk Yes but it raised this related question in my mind. Maybe, I should start a new question.badjohn –badjohn 2017-08-25 10:55:43 +00:00 Commented Aug 25, 2017 at 10:55
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You should have written:
C+O X 2⟶C O X 2 C+O X 2⟶C O X 2
and
C+1 2 O X 2⟶C O C+1 2 O X 2⟶C O
Then you should have determined what fraction of the carbon reacts by by the first reaction and what fraction of the carbon reacts by the second reaction.
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edited Aug 25, 2017 at 7:19
Nilay Ghosh
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answered Aug 22, 2017 at 15:35
Chet MillerChet Miller
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How can I find that?Gem –Gem 2017-08-22 15:51:13 +00:00 Commented Aug 22, 2017 at 15:51
1 Let f be fraction of C that forms CO2 and let (1-f) be the fraction of C that forms CO. Solve for f such that 20 grams of O2 are consumed.Chet Miller –Chet Miller 2017-08-22 15:58:19 +00:00 Commented Aug 22, 2017 at 15:58
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6514 | https://www.fq.math.ca/Papers1/48-3/Knopfmacher_Robbins.pdf | SOME PROPERTIES OF CYCLIC COMPOSITIONS ARNOLD KNOPFMACHER AND NEVILLE ROBBINS Abstract. Say that two compositions of n into k parts are related if they differ only by a cyclic shift. This defines an equivalence relation on the set of such compositions. Let n k denote the number of distinct corresponding equivalence classes, that is, the number of cyclic compositions of n into k parts. We prove some theorems concerning n k .
1. Introduction If k, n are integers such that 1 ≤k ≤n, let C(n, k) denote the set of all compositions of n into k parts. (It is well-known that the cardinality of C(n, k) is n −1 k −1 ). Now consider the relation R defined on C(n, k) as follows: two elements of C(n, k) are related if and only if they differ only by a cyclic shift. For example, we have [1 + 2 + 3]R = [2 + 3 + 1]R = [3 + 1 + 2]R ̸= [1 + 3 + 2]R.
Let n k denote the number of distinct equivalence classes of C(n, k) with respect to R. We refer to n k as the number of cyclic compositions of n with k parts. These combinatorial objects were first investigated more than a century ago. (See and the references contained therein.) Suppose that for each n ≥2 and for each k such that 1 ≤k ≤n −1, we list all the n k in a horizontal row. We then obtain a triangular array similar to Pascal’s triangle, namely AUGUST 2010 249 THE FIBONACCI QUARTERLY 1 1 1 1 2 1 1 2 2 1 1 3 4 3 1 1 3 5 5 3 1 1 4 7 10 7 4 1 1 4 10 14 14 10 4 1 1 5 12 22 26 22 12 5 1 1 5 15 30 42 42 30 15 5 1 1 6 19 43 66 80 66 43 19 6 1 1 6 22 55 99 132 132 99 55 22 6 1 1 7 26 73 143 217 246 217 143 73 26 7 1 · · · Remark 1. This table appears in as A037306. Note that for aesthetic reasons we omit the additional column n n = 1 from each row above.
In this note, we derive an explicit formula for n k . We also give two proofs that the triangular array shown above is symmetric, that is, n k = n n −k for all k such that 1 ≤k ≤n−1. (One proof is based on generating functions while the second is combinatorial.) We prove some additional parity-related results, including the following: 2| 2n n for all n ≥2. (The latter result is analogous to a similar property of binomial coefficients stated in (3) below.) 2. Preliminaries Theorem 1. If p is prime and 1 ≤k ≤p −1, then p k = 1 p p k . This theorem, proven by Sommerville in , will be generalized in Corollary 1 below.
Definition 1. Let D(n) denote the total number of cyclic equivalence classes of compositions of n, that is D(n) = n X k=1 n k .
It is known that D(n) = −1 + 1 n X d|n φ(d)2 n d .
(This follows from [2, p. 48].) 250 VOLUME 48, NUMBER 3 SOME PROPERTIES OF CYCLIC COMPOSITIONS Definition 2. Let D∗(n) denote the total number of necklaces of n beads in two colors, say black and white. It is known that D∗(n) = 1 + D(n) .
Definition 3. Let D∗∗(n) denote the total number of necklaces of n beads in two colors, with the proviso that at least one bead must be black.
Clearly, D∗∗(n) = D(n), but we will prove more, namely, we will demonstrate a bijection between cyclic compositions of n into k parts and necklaces with beads of which k are black, the rest white, where 1 ≤k ≤n −1.
Definition 4. Let t2(n) denote the sum of the binary digits of the natural number n.
Definition 5. Let o2(n) = m if 2m|n but 2m+1 ̸ |n.
Definition 6. Let [x] denote the integer part of the real number x.
Identities. For all n ≥1, we have: X k odd n k = 2n−1 (1) o2 n k = t2(k) + t2(n −k) −t2(n) (2) 2 2n n (3) 2n −1 k ≡1 (mod 2) for all k (4) If t is odd and a > b then o2 2a 2bt = o2 2a−b t .
(5) Remark 2. Identity (2) follows from the formula op(n!) = n −tp(n) p −1 which may be found on p. 26 of ; (3), (4), and (5) follow from (2).
3. The Main Results We begin with our main result, which is an explicit formula for n k .
Theorem 2. If 1 ≤k ≤n, then n k = 1 n X j| gcd(n,k) φ(j) n/j k/j .
Proof. We use the general expression for the bivariate generating function of cycles of unlabeled combinatorial structures, as given in [2, p. 729], specialized to the case of cyclic compositions (the corresponding univariate generating function appears on [2, p. 48]). This gives C(z, u) := X n≥0 X k≥0 n k ukzn = X j≥1 φ(j) j log 1 −ujzj 1 −zj −1 .
AUGUST 2010 251 THE FIBONACCI QUARTERLY Now C(z, u) = X j≥1 φ(j) j log(1 −zj) −log(1 −(1 + uj)zj) = X j≥1 φ(j) j − X m≥1 zjm m + X m≥1 (1 + uj)zjm m = X j≥1 X m≥1 φ(j) jm zjm (1 + uj)m −1 .
Setting n = jm we get n k = 1 n X j|n φ(j)[uk] (1 + uj)n/j −1 = 1 n X j| gcd(n,k) φ(j) n/j k/j .
□ As a corollary of Theorem 2 we obtain the following result, which generalizes Theorem 1.
We also give a direct combinatorial proof thereof.
Corollary 1. If 1 ≤k ≤n and (k, n) = 1, then n k = 1 n n k .
Proof. (First.) This follows directly from the hypothesis and Theorem 2.
□ Proof. (Second.) Suppose that a cyclic equivalence class of compositions of n into k parts has order d. Then d must divide the order of the cyclic group of order k, that is, d|k. Then the composition, viewed as a sequence, has a subsequence of order k d, and furthermore, k d|n. Since (k, n) = 1 by hypothesis, this implies k d = 1, that is, d = k. Since each of the n k cyclic equivalence classes has order k, and since the total number of compositions of n into k parts is n −1 k −1 , we have k n k = n −1 k −1 → n k = 1 k n −1 k −1 = 1 n n k .
□ Another consequence of Theorem 2 is Corollary 2 below, which is analogous to the corre-sponding property of binomial coefficients given in (1).
Corollary 2.
X k odd 2n k = 22n−n−1.
Proof. By the hypothesis and Theorem 2, we have 2n k = 1 2n 2n k 252 VOLUME 48, NUMBER 3 SOME PROPERTIES OF CYCLIC COMPOSITIONS so that, invoking (1), we obtain: X k odd 2n k = X k odd 1 2n 2n k = 1 2n X k odd 2n k = 1 2n (22n−1) = 22n−n−1.
□ As a further consequence of Theorem 2, we obtain the symmetry property of cyclic compo-sition coefficients, namely: Theorem 3. If 1 ≤k ≤n −1, then n n −k = n k .
Proof. (First.) This follows immediately from Theorem 2, to wit: n n −k = 1 n X j|(n−k,n) φ(j) n/j (n −k)/j = 1 n X j|(k,n) φ(j) n/j k/j = n k .
□ We now offer an alternate proof of Theorem 3, based on combinatorics.
Proof. (Second.) There is a bijection between necklaces of n beads of which k are black, the rest white, and cyclic compositions of n into k parts as follows: Given such a necklace, start at any black bead. Let n1 denote the number of beads traversed before coming to the second black bead. Let n2 denote the number of beads traversed before coming to the third black bead, etc. Since there are a total of k black beads by hypothesis, we get a composition of n into k parts, namely n = n1 +n2 +· · · +nk. Conversely, given a composition of n into k parts, start with a black bead, add n1 −1 white beads, then a second black bead, then n2 −1 white beads, etc., finally nk −1 white beads to separate the kth and first black beads.
Note that each necklace with k black beads makes a contribution of 1 to n k and each necklace with n −k black beads makes a contribution of 1 to n n −k . But a necklace with n −k black nodes also has k white nodes. Clearly, there is a bijection between necklaces with k black nodes and those with k white nodes. The conclusion now follows.
□ Remark 3. An alternate proof of Theorem 3 using lattice path representations of cyclic com-positions was given by D. Wasserman .
Let Cn = 1 2n+1 2n n denote the nth Catalan number.
Our triangular array of cyclic composition coefficients contains the Catalan numbers as the following theorem asserts.
Theorem 4. 2n + 1 n = Cn for all n ≥1.
Proof. Since (n, 2n + 1) = 1, Lemma 1 implies that 2n + 1 n = 1 2n + 1 2n + 1 n = 1 2n + 1 (2n + 1)!
n!(n + 1)!
= 1 n + 1 (2n)!
(n!)2 = 1 n + 1 2n n = Cn.
□ AUGUST 2010 253 THE FIBONACCI QUARTERLY There is also a connection between our triangular array of cyclic composition coefficients and the pentagonal numbers which play an important role in the theory of partitions. Recall that the pentagonal numbers are defined for k ∈Z by ω(k) = k(3k −1)/2.
Theorem 5. 3n + 1 3 = ω(n); 3n + 2 3 = ω(−n).
Proof. Theorem 2 implies 3n + 1 3 = 1 3n + 1 3n + 1 3 = n(3n −1) 2 = ω(n).
Likewise 3n + 2 3 = 1 3n + 2 3n + 2 3 = n(3n + 1) 2 = ω(−n).
□ 4. Parity Considerations The next theorem, which concerns the parity of the central cyclic composition coefficient, is analogous to a corresponding property of binomial coefficients given in (3) above: Theorem 6. 2 2n n for all n ≥2.
Proof. The second author has shown that D(n) −1 is even for all n > 2 . Thus, invoking the identity that follows Definition 1, and noting that n n = 1, we have D(n) −1 = n−1 X k=1 n k is even for all n ≥2.
Now D(2n) −1 = 2n−1 X k=1 2n k = n−1 X k=1 2n k + 2n n + 2n−1 X k=n+1 2n k .
By Theorem 3 the two sums that appear in the right member of the last identity are equal.
The conclusion now follows.
□ The last theorem states a parity property of cyclic composition coefficients that again recalls a similar parity property of binomial coefficients.
Theorem 7.
(a) 2n −1 k ≡1 (mod 2) for 1 ≤k ≤2n −1.
(b) 2n + 1 k ≡0 (mod 2) for 2 ≤k ≤2n and n ≥2.
Proof. Theorem 2 implies (2n ± 1) 2n ± 1 k = X j|(k,2n±1) φ(j) (2n ± 1)/j k/j 254 VOLUME 48, NUMBER 3 SOME PROPERTIES OF CYCLIC COMPOSITIONS → 2n ± 1 k ≡ X j|(k,2n±1) φ(j) (2n ± 1)/j k/j (mod 2).
Now j|(2n ± 1) ⇒j is odd ⇒φ(j) ≡0 (mod 2) unless j = 1, so we have 2n ± 1 k ≡ 2n ± 1 k (mod 2).
Now (a) follows from (4).
To prove (b), we must show that 2n + 1 k ≡0 (mod 2) for 2 ≤k ≤2n, or equivalently, that o2 2n + 1 k ≥1. Now (2) implies o2 2n + 1 k = t2(k) + t2(2n + 1 −k) −t2(2n + 1) = t2(k) + t2(2n + 1 −k) −2.
If t2(k) ≥2, then o2 2n + 1 k ≥t2(2n + 1 −k) ≥1. If t2(k) = 1, then k = 2m and o2 2n + 1 2m = t2(2n + 1 −2m) −1.
If t2(2n + 1 −2m) = 1, then 2n + 1 −2m = 2r, so m = 0 or m = n, and hence, k = 1 or k = 2n, contrary to the hypothesis. Therefore t2(2n + 1 −2m) ≥2, so o2 2n + 1 2m ≥1.
□ References R. D. Carmichael, The Theory of Numbers, John Wiley & Sons, 1914.
P. Flajolet and R. Sedgwick, Analytic Combinatorics, Cambridge University Press, 2009.
N. Robbins, Some congruence properties of the number of cyclic compositions, (to appear in Japan J. of Algebra, Number Theory, and Applications).
N. J. A. Sloane, The On-Line Encyclopedia of Integer Sequences,
D. Y. M. Sommerville, On certain perodic properties of cyclic compositions of integers, Proc. London Math.
Soc., (1909), 263–313.
D. Wasserman, link from A037306 in Online Encyclopedia of Integer Sequences,
MSC2010: 11B65, 11A07 School of Computational and Applied Mathematics, University of the Witwatersrand, Jo-hannesburg, Wits 2050, South Africa E-mail address: arnoldk@cam.wits.ac.za Department of Mathematics, San Francisco State University, San Francisco, CA 94132 E-mail address: robbins@math.sfsu.edu AUGUST 2010 255 |
6515 | https://www.endocrine-abstracts.org/ea/0073/ea0073aep603 | Swyer Syndrome, 46, XY complete gonadal dysgenesis in a patient with spontaneous menarche | ECE2021 | European Congress of Endocrinology 2021 | Endocrine Abstracts
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Endocrine Abstracts (2021) 73 AEP603 | DOI: 10.1530/endoabs.73.AEP603
ECE2021Audio Eposter PresentationsReproductive and Developmental Endocrinology (55 abstracts)
Swyer Syndrome, 46, XY complete gonadal dysgenesis in a patient with spontaneous menarche
Dana Larisa Geru1, Alina Maria Dumitru2, Georgiana Cristina Taujan3 &Adina Simona Dragomir1
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1 C.I. Parhon National Institute of Endocrinology, Infertility and Gonadal Pathology, Bucharest, Romania; 2 C.I. Parhon National Institute of Endocrinology, Adrenal and Bone Metabolism, Bucharest, Romania; 3 Centre Hospitalier Universitaire Brugmann, Brussels, Belgium
46, XY complete gonadal dysgenesis, also known as Swyer Syndrome, is characterized by the presence of normal female external genitalia at birth, late puberty and primary amenorrhea. Spontaneous menses (due to hormone-secreting tumor) and breasts development occur in rare cases. With proper hormonal substitution, patients could carry pregnancies achieved through IVF with donor oocytes.
Case presentation
Female patient, aged 22, addresses endocrinology specialist for a routine examination. She mentions having first menses when she was 14, with spontaneous menses for the next 5 years followed by secondary amenorrhea, for which she started estroprogestative substitution after medical recommendation, resulting in regular menstrual cycles and normal breast development. She came to our clinic for amenorrhea after stopping the hormone substitution therapy. Clinical investigations contributed to the diagnosis of hypergonadotropic hypogonadism, with testosterone in normal range and low estradiol. A karyotype test was performed with the result of 46, XY genotype without structural or numerical abnormalities. FISH testing revealed the presence of SRY, DXZ1 and DYZ1, therefore, the patient was advised to seek further genetic analysis. MRI showed Mullerian structures, infantile uterus with Fallopian tubes but instead of gonads, fibrotic bands could be seen. Considering the risk of developing a gonadoblastoma or even a dysgerminoma in a patient with Disorders of Sexual Development, the patient was advised to present to the Surgical Department to undergo exploratory laparotomy and resection of dysgenetic gonads, followed by estroprogestative substitution. Histopathological examination and immunohistochemistry analysis revealed that one of the dysgenetic gonad was a dysgerminoma with Ki67 positive in 17% of tumor cells, and the other one was a testes having Wolffian and Mullerian structures with no tumor characteristics.
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6516 | https://pmc.ncbi.nlm.nih.gov/articles/PMC7891488/ | Physiological dead space and alveolar ventilation in ventilated infants - PMC
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Pediatr Res
. 2021 Feb 18;91(1):218–222. doi: 10.1038/s41390-021-01388-8
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Physiological dead space and alveolar ventilation in ventilated infants
Emma Williams
Emma Williams
1 Department of Women and Children’s Health, School of Life Course Sciences, Faculty of Life Sciences and Medicine, King’s College London, London, UK
2 Asthma UK Centre for Allergic Mechanisms in Asthma, King’s College London, London, UK
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1,2, Theodore Dassios
Theodore Dassios
1 Department of Women and Children’s Health, School of Life Course Sciences, Faculty of Life Sciences and Medicine, King’s College London, London, UK
3 Neonatal Intensive Care Unit, King’s College Hospital NHS Foundation Trust, London, UK
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1,3, Paul Dixon
Paul Dixon
4 Individual Consultant, London, UK
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4, Anne Greenough
Anne Greenough
1 Department of Women and Children’s Health, School of Life Course Sciences, Faculty of Life Sciences and Medicine, King’s College London, London, UK
2 Asthma UK Centre for Allergic Mechanisms in Asthma, King’s College London, London, UK
5 NIHR Biomedical Centre at Guy’s and St Thomas NHS Foundation Trust, King’s College London, London, UK
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1 Department of Women and Children’s Health, School of Life Course Sciences, Faculty of Life Sciences and Medicine, King’s College London, London, UK
2 Asthma UK Centre for Allergic Mechanisms in Asthma, King’s College London, London, UK
3 Neonatal Intensive Care Unit, King’s College Hospital NHS Foundation Trust, London, UK
4 Individual Consultant, London, UK
5 NIHR Biomedical Centre at Guy’s and St Thomas NHS Foundation Trust, King’s College London, London, UK
✉
Corresponding author.
Received 2020 Nov 17; Accepted 2021 Jan 18; Issue date 2022.
© The Author(s) 2021, corrected publication 2021
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit
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This article has been corrected. See Pediatr Res. 2021 Aug 17;91(1):265.
Abstract
Background
Dead space is the volume not taking part in gas exchange and, if increased, could affect alveolar ventilation if there is too low a delivered volume. We determined if there were differences in dead space and alveolar ventilation in ventilated infants with pulmonary disease or no respiratory morbidity.
Methods
A prospective study of mechanically ventilated infants was undertaken. Expiratory tidal volume and carbon dioxide levels were measured. Volumetric capnograms were constructed to calculate the dead space using the modified Bohr–Enghoff equation. Alveolar ventilation (V A) was also calculated.
Results
Eighty-one infants with a median (range) gestational age of 28.7 (22.4–41.9) weeks were recruited. The dead space [median (IQR)] was higher in 35 infants with respiratory distress syndrome (RDS) [5.7 (5.1–7.0) ml/kg] and in 26 infants with bronchopulmonary dysplasia (BPD) [6.4 (5.1–7.5) ml/kg] than in 20 term controls with no respiratory disease [3.5 (2.8–4.2) ml/kg, p< 0.001]. Minute ventilation was higher in both infants with RDS or BPD compared to the controls. V A in infants with RDS or BPD was similar to that of the controls [p = 0.54].
Conclusion
Prematurely born infants with pulmonary disease have a higher dead space than term controls, which may influence the optimum level during volume-targeted ventilation.
Impact
Measurement of the dead space was feasible in ventilated newborn infants.
The physiological dead space was a significant proportion of the delivered volume in ventilated infants.
The dead space (per kilogram) was higher in ventilated infants with respiratory distress syndrome or evolving bronchopulmonary dysplasia compared to term controls without respiratory disease.
The dead space volume should be considered when calculating the most appropriate volume during volume-targeted ventilation.
Introduction
Newborn infants often require respiratory support with invasive mechanical ventilation, unfortunately such infants can develop chronic respiratory morbidity.1 Use of volume-targeted ventilation is a lung protective strategy as it potentially avoids too high or too low delivered volumes.2 Delivery of inappropriately large tidal volumes can lead to alveolar over-distension and development of chronic respiratory morbidity.3 Inappropriately small tidal volumes can be associated with a prolonged duration of mechanical ventilation, a pro-inflammatory state and an increased work of breathing.4,5
An important influence on the appropriate size of the delivered volume during mechanical ventilation is the size of the dead space, the volume of inhaled gas that does not take part in gas exchange. The physiological dead space is the anatomical dead space plus alveolar dead space. The anatomical dead space is the total volume of the conducting airways from the nose or mouth to the terminal bronchioles, and in ventilated infants includes the apparatus dead space (endotracheal tube and flow sensor). Alveolar dead space comprises alveoli which are ventilated, but not supplied by the pulmonary arterial circulation, or alveoli which are atelectatic.6 In pulmonary diseases in infants, there are a variety of pathologies and hence the dead space is not predictable and has rarely been reported.7–9
Minute ventilation fails to adequately describe ventilation efficiency as it does not differentiate between alveolar (effective) and dead space ventilation. In contrast, knowledge of the alveolar ventilation (the volume of air that reaches the alveoli per minute) provides information on the volume of gas taking part in gas exchange at the alveolar–capillary interface.10 A previous study has shown that a reduction in alveolar ventilation resulted in hypercapnia in ventilated infants with respiratory distress syndrome (RDS).11
The aim of this study was to determine if the physiological dead space in prematurely born infants with RDS or evolving/established bronchopulmonary dysplasia (BPD) was greater than in term controls with no respiratory disease. We further aimed to determine whether the size of the dead space influenced the alveolar ventilation in mechanically ventilated infants.
Methods
Study design and participants
A prospective study of ventilated infants at King’s College Hospital NHS Foundation Trust neonatal intensive care unit was undertaken. Infants were recruited from 1 January 2019–1 September 2020 after written informed parental consent was obtained. Approval was given by the London Camden and King’s Cross Research Ethics Committee (REC reference: 18/LO/1602).
Term and preterm infants were eligible for recruitment into the study if they were receiving invasive mechanical ventilation, but did not have major congenital or chromosomal abnormalities. Infants were supported by volume-targeted or pressure-controlled time-cycled ventilation using the SLE6000 neonatal ventilator (SLE, Croydon UK). Infants were intubated, as per unit policy, with shouldered Cole’s endotracheal tubes (ETT).12 All preterm infants who required intubation and ventilation received surfactant.
Term born infants with no underlying respiratory disease who required invasive mechanical ventilatory support for poor perinatal adaptation (term controls), preterm infants with acute RDS, and preterm infants supported by invasive ventilation for longer than 1 week who were classified as having evolving9 or established BPD were recruited.
Protocol
Baseline demographic data were collected including gestational age, birth weight and sex. On the day of study postmenstrual age, postnatal age and current weight were recorded. The average respiratory rate was recorded from the bedside monitor prior to measuring each infant. The partial arterial or capillary pressure of carbon dioxide (PaCO 2) was documented from the latest blood gas analysis which was routinely performed by the clinical team and where possible corresponded with the timing of the research recordings. To collect the ventilatory and respiratory measurement data a 10-min recording was made using the Capnostat-5 sensor, which was inserted between the ETT and ventilator circuit.
Respiratory measurements
An NM3 respiratory profile monitor (Philips Respironics, CT), connected to a combined pressure and flow sensor with mainstream capnograph (Capnostat-5), was used [Fig.1]. The flow and pressure measurements were from a fixed orifice pneumotachometer and differential pressure sensor, respectively. The expired CO 2 was measured using infrared absorption spectroscopy. The respiratory monitor was automatically calibrated for pressure, flow and CO 2 according to the factory-stored calibrations within the monitor. The NM3 monitor was connected to a Laptop (Dell Latitude, UK) with customised Spectra software (3.0.1.4; Grove Medical, UK). The data were exported from Spectra to Microsoft Excel (for Office 365, 2007 version) with a sampling output of 100 Hz for analysis and construction of volumetric capnograms.
Fig. 1. Position of monitoring device within the circuit.
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a combined pneumotachograph and mainstream capnograph b Endotracheal tube c Ventilator tubing.
Volumetric capnography
The start of expiration was defined as the start of negative flow with the end of expiration defined as the end of negative flow. There was no delay between the CO 2 and flow signals with the maximal end-tidal CO 2 aligning with the end of expiration as determined by the flow. Flow data were used to calculate the expired volume during each expiratory phase where flow rate was the change in volume per unit of time. Integration of the volume (derived from the flow signal) and the corresponding CO 2 signal was used to calculate the mean CO 2 of the mixed expired air:
To manually construct the volumetric capnograms for each individual breath, the calculated expired volume was plotted on the x-axis against the corresponding partial pressure of exhaled CO 2 on the y-axis.
The waveforms of flow and CO 2 were deemed to be of sufficient quality for analysis if, after capnogram construction, there were five consecutive breaths of ventilator inflations that were free from artefact interference and allowed for adequate definition between the three phases of the volumetric capnogram. The three phases were related to firstly the emptying of CO 2 free gas from the conducting airways, secondly the mixing of gas from the conducting airways with CO 2 rich alveolar gas, and finally during the last phase of expiration which represents pure alveolar CO 2.13 The calculated values for each of the five breaths were averaged for each infant and subsequently used for the dead space calculations.
Dead space and alveolar ventilation calculations
The dead space was calculated from the Enghoff modification of the Bohr equation by substituting the partial pressure of alveolar carbon dioxide (P A CO 2) with arterial partial pressure (P a CO 2).14 The physiological dead space (V Dphys) (ml) was calculated from the following equation:
The anatomical dead space (V Dana) (ml) was calculated from the following equation:
The alveolar dead space (V Dalv) (ml) was calculated from the following:
where V te is the expired tidal volume in ml, P a CO 2 is the partial pressure of CO 2 in the blood in mmHg, P Et CO 2 is the maximal end-tidal CO 2 in mmHg, and P emean CO 2 is the mean CO 2 of the mixed expired air (mmHg).15
Minute and alveolar ventilation were also calculated:
where V te is the expired tidal volume in ml/kg, V Dphys is the physiological dead space in ml/kg and frequency is the respiratory rate in breaths per minute.
Apparatus dead space
The apparatus dead space consisted of the ETT and mainstream capnograph with the combined flow and CO 2 sensor (Capnostat-5). The Capnostat-5 had a dead space volume of 0.8 ml as measured by water displacement and confirmed by the manufacturer. The ETT “dead space” was also measured using the water displacement technique and was 1.2 ml for a size 2.0 mm ETT, 1.8 ml for 2.5 mm ETT, 2 ml for 3.0 mm ETT, 3 ml for 3.5 mm ETT and 3.2 ml for 4.0 mm ETT.
Sample size calculation
Previous studies have reported a difference in the physiological dead space of 0.8 ml/kg between preterm and term infants16 with a standard deviation of the physiological dead space in preterm infants of 0.78 ml.8 Therefore, to detect a difference in the physiological dead space of 0.8 ml/kg with 90% power at the 5% significance level a minimum of 20 infants within each group was required. Infants were recruited consecutively into the study until the minimum size in each group had been achieved.
Statistical analysis
The data were tested for normality using the Kolmogorov–Smirnov test and found to be non-normally distributed. Data are therefore presented as median values with ranges or interquartile ranges (range or IQRs). The Kruskall–Wallis test was used to assess if there were significant differences in the dead space and alveolar ventilation between the three groups, and if significant differences were identified Mann Whitney U tests were performed to determine between which groups the differences occurred. Statistical analysis was performed using the SPSS software version 25.0 (SPSS Inc., Chicago IL).
Results
Eighty-one infants were recruited into the study with a median (range) gestational age of 28.7 (22.4–41.9) weeks and a birth weight of 1.0 (0.43–4.6) kg. Twenty term infants had no underlying lung pathology (controls), 35 preterm infants had RDS and 26 preterm infants had evolving/established BPD. Two infants subsequently needed a tracheostomy and 21 infants developed severe BPD. The control infants were studied at a median (interquartile range) postnatal age of 4 (2–7) days, infants with RDS at 3 (2–4) days and infants with BPD at 16 (10–25) days [Table1]. At the time of study, the median (IQR) FiO 2 in the RDS group was 0.24 (0.21–0.30) and in the BPD group was 0.34 (0.26–0.49) (p = 0.01).
Table 1.
Baseline demographics of infants in each group.
| | Control (n = 20) | RDS (n = 35) | BPD (n = 26) | p value |
--- ---
| Gestational age at birth (weeks) | 38.4 (36.7–40.2) | 29.1 (25.9–31.7) | 25.8 (25.0–27.3) | <0.001 |
| Birth weight (kg) | 3.30 (2.75–3.66) | 1.00 (0.74–1.41) | 0.70 (0.58–0.82) | <0.001 |
| BW Z-score | −0.07 (−0.72 to 0.63) | −0.41 (−1.56 to 0.00) | −0.76 (−1.66 to −0.19) | 0.066 |
| Postnatal day of life at study (days) | 4 (2–7) | 3 (2–4) | 16 (10–25) | <0.001 |
| Postmenstrual age at study (weeks) | 39.8 (37.6–40.9) | 29.6 (26.1–31.9) | 28.3 (26.9–30.2) | <0.001 |
| Weight at study (kg) | 3.36 (2.85–3.78) | 1.03 (0.74–1.44) | 0.91 (0.77–1.18) | <0.001 |
| End-tidal carbon dioxide (mmHg) | 31.3 (28.3–39.9) | 29.3 (24.2–33.4) | 33.7 (28.2–38.4) | 0.030 |
| Mean expired carbon dioxide (mmHg) | 18.2 (15.4–21.2) | 10.6 (7.4–12.7) | 11.8 (9.9–15.1) | <0.001 |
| Partial arterial pressure of carbon dioxide (mmHg) | 40.4 (34.0–43.1) | 40.0 (34.5–43.7) | 51.4 (47.8–59.0) | <0.001 |
| PaCO 2–EtCO 2 gradient (mmHg) | 5.2 (2.8–12.2) | 10.0 (5.5–16.3) | 17.9 (14.8–27.0) | <0.001 |
| Peak inspiratory pressure (cmH 2 O) | 18.7 (16.5–21.5) | 16.9 (13.1–20.3) | 23.8 (18.8–25.6) | 0.006 |
| Positive end expiratory pressure (cmH 2 O) | 5.9 (5.4–6.0) | 5.4 (5.1–5.9) | 6.1 (5.4–6.7) | 0.005 |
| Respiratory rate (breaths per minute) | 35 (31–39) | 45 (40–58) | 49 (42–55) | <0.001 |
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Data presented as median with interquartile range (IQR) in brackets.
The control infants had expired tidal volumes of 6.4 (5.4–7.6) ml/kg; which were lower than the expired tidal volumes of infants with RDS [8.5 (6.6–9.6) ml/kg] or BPD [8.2 (7.5–10.3) ml/kg] (p = 0.009). Respiratory rate was 35 (31–39) bpm in the term infants and was higher in preterm infants with RDS [45 (40–58) bpm] or BPD [49 (42–55) bpm; p< 0.001]. Term infants had similar PaCO 2 levels [40.4 (34.0–43.1) mmHg] to infants with RDS [40.0 (34.5–43.7) mmHg; p = 0.997], but infants with BPD had higher P aCO 2 levels [51.4 (47.8–59.0) mmHg; p< 0.001] [Table1].
The physiological dead space was higher in infants with RDS [5.7 (5.1–7.0) ml/kg] or in those with evolving/established BPD [6.4 (5.1–7.5) ml/kg] than in term controls [3.5 (2.8–4.3) ml/kg] (<0.001) [Fig.2]. There was no significant difference (p = 0.37) in the physiological dead space between infants with RDS or BPD. Within the BPD group, there was no significant difference in the physiological dead space in those who survived to discharge versus those who died before discharge (p = 0.915). There were also no significant differences in the physiological dead space between infants with mild, moderate or severe BPD (p = 0.187). In the controls, the alveolar dead space was 0.49 (0.30–1.16) ml/kg which was lower than in infants with BPD [0.99 (0.75–1.46) ml/kg; p = 0.006], but similar to infants with RDS [0.68 (0.24–1.46) ml/kg; p = 0.506]. Alveolar dead space was higher in infants with BPD compared to infants with RDS (p = 0.03) [Table2].
Fig. 2. Box and whisker plot of dead space volumes within the three groups.
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The physiological, anatomical and apparatus dead space contributions are shown for term controls and preterm infants with respiratory distress syndrome and evolving bronchopulmonary dysplasia. The ends of each box are the upper and lower quartiles, with the median marked by a horizontal line inside the box. The whiskers mark the minimum and maximum dead space values.
Table 2.
Dead space and alveolar ventilation parameter of infants in each group.
| | Control (n = 20) | RDS (n = 35) | BPD (n = 26) | p value | Control–RDS | Control–BPD | RDS–BPD |
--- --- --- --- |
| Physiological dead space (ml/kg) | 3.5 (2.8–4.3) | 5.7 (5.1–7.0) | 6.4 (5.1–7.5) | <0.001 | <0.001 | <0.001 | 0.372 |
| Total anatomical dead space (ml/kg) | 2.7 (2.4–3.2) | 5.1 (4.7–5.9) | 5.4 (4.4–6.1) | <0.001 | <0.001 | <0.001 | 0.811 |
| Apparatus dead space (ml/kg) | 1.2 (1.1–1.4) | 2.8 (2.0–3.8) | 3.1 (2.8–3.7) | <0.001 | <0.001 | <0.001 | 0.353 |
| Anatomical minus apparatus dead space (ml/kg) | 1.6 (1.1–2.2) | 2.4 (1.5–3.2) | 2.0 (1.4–2.9) | 0.171 | | | |
| Alveolar dead space (ml/kg) | 0.5 (0.3–1.2) | 0.7 (0.2–1.5) | 1.0 (0.8–1.4) | 0.018 | 0.506 | 0.006 | 0.030 |
| Tidal volume (ml/kg) | 6.4 (5.4–7.6) | 8.5 (6.6–9.6) | 8.2 (7.5–10.3) | 0.009 | 0.008 | 0.004 | 0.745 |
| Dead space to tidal volume ratio | 0.52 (0.43–0.62) | 0.75 (0.64–0.81) | 0.77 (0.71–0.82) | <0.001 | <0.001 | <0.001 | 0.220 |
| Minute ventilation (ml/kg/min) | 239 (193–378) | 369 (311–450) | 403 (321–505) | 0.003 | 0.002 | 0.001 | 0.580 |
| Alveolar ventilation (ml/kg/min) | 111 (81–159) | 83 (66–137) | 82 (62–133) | 0.537 | | | |
Open in a new tab
Data presented as median with interquartile range (IQR) in brackets.
The total anatomical dead space in term infants was 2.7 (2.8–4.3) ml/kg, which was lower than in infants with RDS [5.1 (4.7–5.9) ml/kg; p< 0.001] and infants with BPD [5.4 (4.4–6.1) ml/kg; p< 0.001]. The apparatus dead space was lower in term infants [1.2 (1.1–1.4) ml/kg] than preterm infants with either RDS [2.8 (2.0–3.8) ml/kg; p< 0.001] or BPD [3.1 (2.8–3.7); p< 0.001]. After subtracting the apparatus contribution from the total anatomical dead space there was no significant difference in the remaining anatomical dead space between the three groups (p = 0.17) [Table2].
Minute ventilation was higher in both infants with RDS [369 (311–450) ml/kg/min] or BPD [403 (321–505) ml/kg/min] compared to the controls [239 (193–378) ml/kg/min; p = 0.003]. Alveolar ventilation in preterm infants with RDS [83 (66–137) ml/kg/min] or BPD [83 (62–133) ml/kg/min] was not significantly different to that of the term controls [111 (81–159) ml/kg/min; p = 0.54] [Table2].
Discussion
We have demonstrated that in ventilated newborns, preterm infants with RDS or evolving/established BPD had a higher physiological dead space than term infants without respiratory disease. Furthermore, there was an increase in minute ventilation in preterm infants with underlying lung pathology and as a consequence the alveolar ventilation was similar in the three groups.
The increase in alveolar dead space in infants with evolving/established BPD arises from the underlying disease process. BPD is a heterogeneous lung disease characterised by simplified alveoli with areas of cystic change.17 Computerised tomography studies have correlated the severity of BPD with pulmonary hyper-expansion, emphysematous changes and interstitial abnormalities seen on imaging.18 Cystic areas developing within the lung parenchyma in infants with evolving/established BPD may explain therefore our findings of an increase in alveolar dead space in comparison to healthy term controls. The BPD and RDS patients had similar V/A, yet the BPD patients had higher pCO 2 levels. We suggest the mechanism underlying this finding is that infants with BPD develop non-functional cystic areas which do not contribute to gas exchange and clearance of carbon dioxide.
The preterm infants with either RDS or BPD had a greater apparatus dead space volume per kilogram. This finding emphasises the concerns regarding the contribution of the apparatus dead space (ETT and flow sensor) in extremely low birth weight infants who have small tidal volumes.9,19
The values of physiological dead space in our study are higher than previously reported.8,20 One explanation is that infants in our study were less mature and of lower birth weight than those previously reported and were requiring invasive ventilatory support for underlying lung disease. Furthermore, used the Enghoff modification of the Bohr equation to calculate the dead space—this modification substitutes alveolar CO 2 with arterial CO 2 due to the technical and methodological difficulties in obtaining accurate alveolar CO 2 values. The Bohr equation gives the true dead space, whereas the Enghoff modification may overestimate the dead space as it reflects not only the dead space, but also the degree of intrapulmonary shunt, diffusion impairment and ventilation-perfusion inhomogeneity.21
Our study has strengths and some limitations. The European Respiratory Society/American Thoracic Society (ERS/ATS) task force standards for infant respiratory function testing state that the additional dead space of the measuring apparatus should be not more than 2 ml/kg.22 We used a combined pressure and flow sensor with mainstream capnograph to calculate the physiological measurements which had a dead space below that recommended for all infants recruited.22 A further strength is that we have used the Bohr–Enghoff equation to calculate dead space parameters as opposed to Fletcher’s method, which uses Fowler’s equal triangles to calculate the anatomical dead space and may prove not-applicable in low birth weight infants with high respiratory rates and short expiratory times.15 The former method has previously been shown to be superior in ventilated preterm infants and in one study could be used for all infant dead space calculations irrespective of the capnogram shape.20 In that study20 the single breath CO 2 test was used which has been superseded by low dead space, fast response CO 2 analysers which were employed in the present study. Our method of volumetric capnography, however, does require infants to be invasively ventilated and thus is not generalisable to the whole population of preterm infants. Knowledge of the physiological dead space is most relevant in ventilated infants to determine the optimum delivered volume. A further limitation is that we use shouldered endotracheal tubes which are not routinely employed in other units, it would, therefore, be interesting to repeat our study in a unit which uses straight endotracheal tubes. We do not have the exact timings of blood gas analysis, but blood gases were done on a clinical basis and the research measurements were performed as close in time as possible, usually within two hours.
Our study has important clinical implications suggesting that the dead space should be considered alongside other clinical parameters when deciding the magnitude of targeted tidal volumes required to maintain effective alveolar ventilation. Our results suggest that premature infants with RDS or evolving BPD might need higher tidal volume targeting levels compared to term infants with no respiratory disease. It would be interesting to assess whether these early measures of physiological dead space could predict longer term outcomes, this was not possible in this cohort as all but one infant with evolving BPD went on to develop established BPD.
In conclusion we have reported that the physiological dead space is higher in ventilated preterm infants with RDS or evolving/established BPD compared to term controls without respiratory disease. These findings should be taken into consideration when determining the magnitude of the volumes that should be delivered in volume-targeted modes of ventilation.
Acknowledgments
This research was supported by the National Institute for Health Research (NIHR) Biomedical Research Centre at Guy’s and St Thomas’ NHS Foundation Trust and King’s College London. The views expressed are those of the authors and not necessarily those of the NHS, the NIHR or the Department of Health.
Author contributions
T.D., A.G. and E.W. conceptualised and designed the study. E.W. acquired the data. E.W., P.D. and T.D. analysed the data. E.W., T.D. and A.G. interpreted the data. E.W. wrote the first draft of the manuscript. All authors were involved revising the manuscript and approved the final version.
Competing interests
The authors declare no competing interests.
Consent statement
Written informed parental consent was obtained for all infants recruited into the study (REC reference: 18/LO/1602).
Footnotes
The original online version of this article was revised due to a retrospective Open Access order.
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Change history
8/17/2021
A Correction to this paper has been published: 10.1038/s41390-021-01676-3
References
1.Harris C, Lunt A, Bisquera A, Peacock J, Greenough A. Lung function and exercise capacity in prematurely born young people. Pediatr. Pulmonol. 2020;55:2289–95. doi: 10.1002/ppul.24918. [DOI] [PubMed] [Google Scholar]
2.van Kaam, A. H. et al. Modes and strategies for providing conventional mechanical ventilation in neonates. Pediatr. Res. (2019) [Epub ahead of print]. [DOI] [PubMed]
3.McCallion N, Davis PG, Morley CJ. Volume-targeted versus pressure-limited ventilation in the neonate. Cochrane Database Syst. Rev. 2005;3:CD003666. doi: 10.1002/14651858.CD003666.pub2. [DOI] [PubMed] [Google Scholar]
4.Lista G, et al. Lung inflammation in preterm infants with respiratory distress syndrome: effects of ventilation with different tidal volumes. Pediatr. Pulmonol. 2006;41:357–363. doi: 10.1002/ppul.20363. [DOI] [PubMed] [Google Scholar]
5.Hunt K, Dassios T, Ali K, Greenough A. Volume targeting levels and work of breathing in infants with evolving or established bronchopulmonary dysplasia. Arch. Dis. Child. Fetal Neonatal Ed. 2019;104:F46–F49. doi: 10.1136/archdischild-2017-314308. [DOI] [PubMed] [Google Scholar]
6.Murias G, Blanch L, Lucangelo U. The physiology of ventilation. Respir. Care. 2014;59:1795–1807. doi: 10.4187/respcare.03377. [DOI] [PubMed] [Google Scholar]
7.Neumann RP, et al. Influence of gestational age on dead space and alveolar ventilation in preterm infants ventilated with volume guarantee. Neonatology. 2015;107:43–49. doi: 10.1159/000366153. [DOI] [PubMed] [Google Scholar]
8.Dassios T, Dixon P, Hickey A, Fouzas S, Greenough A. Physiological and anatomical dead space in mechanically ventilated newborn infants. Pediatr. Pulmonol. 2018;53:57–63. doi: 10.1002/ppul.23918. [DOI] [PubMed] [Google Scholar]
9.Keszler M, Nassabeh-Montazami S, Abubakar K. Evolution of tidal volume requirement during the first 3 weeks of life in infants <800 g ventilated with volume guarantee. Arch. Dis. Child. Fetal Neonatal Ed. 2009;94:F279–F282. doi: 10.1136/adc.2008.147157. [DOI] [PubMed] [Google Scholar]
10.Petersson J, Glenny RW. Gas exchange and ventilation-perfusion relationships in the lung. Eur. Respir. J. 2014;44:1023–1041. doi: 10.1183/09031936.00037014. [DOI] [PubMed] [Google Scholar]
11.Zuiki M, et al. Reduction in minute alveolar ventilation causes hypercapnia in ventilated neonates with respiratory distress. Eur. J. Pediatr. 2020;3:1–6. doi: 10.1007/s00431-020-03761-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
12.Hird M, Greenough A, Gamsu H. Gas trapping during high frequency positive pressure ventilation using conventional ventilators. Early Hum. Dev. 1990;22:51–56. doi: 10.1016/0378-3782(90)90025-E. [DOI] [PubMed] [Google Scholar]
13.Kreit JW. Volume capnography in the intensive care unit: physiological principles, measurements, and calculations. Ann. Am. Thorac. Soc. 2019;16:291–300. doi: 10.1513/AnnalsATS.201807-502CME. [DOI] [PubMed] [Google Scholar]
14.Henrich Enghoff, H. Volumen inefficax. Upsala Lak. Forh. 44, 191–218 (1938).
15.Schmalisch G. Current methodological and technical limitations of time and volumetric capnography in newborns. Biomed. Eng. Online. 2016;15:104. doi: 10.1186/s12938-016-0228-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
16.Dassios T, Kaltsogianni O, Greenough A. Determinants of pulmonary dead space in ventilated newborn infants. Early Hum. Dev. 2017;108:29–32. doi: 10.1016/j.earlhumdev.2017.03.011. [DOI] [PubMed] [Google Scholar]
17.Abman SH, Bancalari E, Jobe A. The evolution of bronchopulmonary dysplasia after 50 years. Am. J. Respir. Crit. Care Med. 2017;195:421–424. doi: 10.1164/rccm.201611-2386ED. [DOI] [PubMed] [Google Scholar]
18.Ochiai M, et al. A new scoring system for computed tomography of the chest for assessing the clinical status of bronchopulmonary dysplasia. J. Pediatr. 2008;152:90–95. doi: 10.1016/j.jpeds.2007.05.043. [DOI] [PubMed] [Google Scholar]
19.Keszler M, Montaner MB, Abubakar K. Effective ventilation at conventional rates with tidal volume below instrumental dead space: a bench study. Arch. Dis. Child. Fetal Neonatal Ed. 2012;97:F188–F192. doi: 10.1136/archdischild-2011-300647. [DOI] [PubMed] [Google Scholar]
20.Wenzel U, Wauer RR, Schmalisch G. Comparison of different methods for dead space measurements in ventilated newborns using CO2-volume plot. Intensive Care Med. 1999;25:705–713. doi: 10.1007/s001340050933. [DOI] [PubMed] [Google Scholar]
21.Bourgoin P, et al. Assessment of Bohr and Enghoff dead space equations in mechanically ventilated children. Respir. Care. 2017;62:468–474. doi: 10.4187/respcare.05108. [DOI] [PubMed] [Google Scholar]
22.Frey U, Stocks J, Coates A, Sly P, Bates J. Specifications for equipment used for infant pulmonary function testing. ERS/ATS Task Force on Standards for Infant Respiratory Function Testing. European Respiratory Society/American Thoracic Society. Eur. Respir. J. 2000;16:731–740. doi: 10.1034/j.1399-3003.2000.16d28.x. [DOI] [PubMed] [Google Scholar]
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6517 | https://www.mathway.com/popular-problems/Calculus/520793 | Calculus Examples
limx→∞ln(x)x
Step 1
Apply L'Hospital's rule.
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Step 1.1
Evaluate the limit of the numerator and the limit of the denominator.
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Step 1.1.1
Take the limit of the numerator and the limit of the denominator.
limx→∞ln(x)limx→∞x
Step 1.1.2
As log approaches infinity, the value goes to ∞.
∞limx→∞x
Step 1.1.3
The limit at infinity of a polynomial whose leading coefficient is positive is infinity.
∞∞
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Infinity divided by infinity is undefined.
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Step 1.2
Since ∞∞ is of indeterminate form, apply L'Hospital's Rule. L'Hospital's Rule states that the limit of a quotient of functions is equal to the limit of the quotient of their derivatives.
limx→∞ln(x)x=limx→∞ddx[ln(x)]ddx[x]
Step 1.3
Find the derivative of the numerator and denominator.
Tap for more steps...
Step 1.3.1
Differentiate the numerator and denominator.
limx→∞ddx[ln(x)]ddx[x]
Step 1.3.2
The derivative of ln(x) with respect to x is 1x.
limx→∞1xddx[x]
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Differentiate using the Power Rule which states that ddx[xn] is nxn−1 where n=1.
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Multiply 1x by 1.
limx→∞1x
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Since its numerator approaches a real number while its denominator is unbounded, the fraction 1x approaches 0.
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6518 | https://texasgateway.org/resource/43-newtons-second-law-motion | Skip to main content
Learning Objectives
Describing Newton’s Second Law of Motion
Applying Newton’s Second Law
Practice Problems
Check Your Understanding
Learning Objectives
Learning Objectives
By the end of this section, you will be able to do the following:
Describe Newton’s second law, both verbally and mathematically
Use Newton’s second law to solve problems
Section Key Terms
| freefall | Newton’s second law of motion | weight |
Describing Newton’s Second Law of Motion
Describing Newton’s Second Law of Motion
Newton’s first law considered bodies at rest or bodies in motion at a constant velocity. The other state of motion to consider is when an object is moving with a changing velocity, which means a change in the speed and/or the direction of motion. This type of motion is addressed by Newton’s second law of motion, which states how force causes changes in motion. Newton’s second law of motion is used to calculate what happens in situations involving forces and motion, and it shows the mathematical relationship between force, mass, and acceleration. Mathematically, the second law is most often written as
4.2
Fnet=maorΣF=ma,
where Fnet (or ∑F) is the net external force, m is the mass of the system, and a is the acceleration. Note that Fnet and ∑F are the same because the net external force is the sum of all the external forces acting on the system.
First, what do we mean by a change in motion? A change in motion is simply a change in velocity: the speed of an object can become slower or faster, the direction in which the object is moving can change, or both of these variables may change. A change in velocity means, by definition, that an acceleration has occurred. Newton’s first law says that only a nonzero net external force can cause a change in motion, so a net external force must cause an acceleration. Note that acceleration can refer to slowing down or to speeding up. Acceleration can also refer to a change in the direction of motion with no change in speed, because acceleration is the change in velocity divided by the time it takes for that change to occur, and velocity is defined by speed and direction.
From the equation Fnet=ma,we see that force is directly proportional to both mass and acceleration, which makes sense. To accelerate two objects from rest to the same velocity, you would expect more force to be required to accelerate the more massive object. Likewise, for two objects of the same mass, applying a greater force to one would accelerate it to a greater velocity.
Now, let’s rearrange Newton’s second law to solve for acceleration. We get
4.3
a=Fnetmora=ΣFm.
In this form, we can see that acceleration is directly proportional to force, which we write as
4.4
a∝Fnet,
where the symbol ∝ means proportional to.
This proportionality mathematically states what we just said in words: acceleration is directly proportional to the net external force. When two variables are directly proportional to each other, then if one variable doubles, the other variable must double. Likewise, if one variable is reduced by half, the other variable must also be reduced by half. In general, when one variable is multiplied by a number, the other variable is also multiplied by the same number. It seems reasonable that the acceleration of a system should be directly proportional to and in the same direction as the net external force acting on the system. An object experiences greater acceleration when acted on by a greater force.
It is also clear from the equation a=Fnet/m that acceleration is inversely proportional to mass, which we write as
4.5
a ∝ 1m.
Inversely proportional means that if one variable is multiplied by a number, the other variable must be divided by the same number. Now, it also seems reasonable that acceleration should be inversely proportional to the mass of the system. In other words, the larger the mass (the inertia), the smaller the acceleration produced by a given force. This relationship is illustrated in Figure 4.6, which shows that a given net external force applied to a basketball produces a much greater acceleration than when applied to a car.
Figure 4.6 The same force exerted on systems of different masses produces different accelerations. (a) A boy pushes a basketball to make a pass. The effect of gravity on the ball is ignored. (b) The same boy pushing with identical force on a stalled car produces a far smaller acceleration (friction is negligible). Note that the free-body diagrams for the ball and for the car are identical, which allows us to compare the two situations.
Applying Newton’s Second Law
Applying Newton’s Second Law
Before putting Newton’s second law into action, it is important to consider units.
The equation Fnet=ma is used to define the units of force in terms of the three basic units of mass, length, and time (recall that acceleration has units of length divided by time squared). The SI unit of force is called the newton (abbreviated N) and is the force needed to accelerate a 1-kg system at the rate of 1 m/s2. That is, because Fnet=ma, we have
4.6
1 N=1 kg×1 m/s2=1 kg⋅ms2.
One of the most important applications of Newton’s second law is to calculate weight (also known as the gravitational force), which is usually represented mathematically as W. When people talk about gravity, they don’t always realize that it is an acceleration. When an object is dropped, it accelerates toward the center of Earth. Newton’s second law states that the net external force acting on an object is responsible for the acceleration of the object. If air resistance is negligible, the net external force on a falling object is only the gravitational force (i.e., the weight of the object).
Weight can be represented by a vector because it has a direction. Down is defined as the direction in which gravity pulls, so weight is normally considered a downward force. By using Newton’s second law, we can figure out the equation for weight.
Consider an object with mass m falling toward Earth. It experiences only the force of gravity (i.e., the gravitational force or weight), which is represented by W. Newton’s second law states that Fnet=ma. Because the only force acting on the object is the gravitational force, we have Fnet=W. We know that the acceleration of an object due to gravity is g, so we have a=g. Substituting these two expressions into Newton’s second law gives
4.7
W=mg.
This is the equation for weight—the gravitational force on a mass m. On Earth, g=9.80 m/s2, so the weight (disregarding for now the direction of the weight) of a 1.0-kg object on Earth is
4.8
W=mg=(1.0 kg)(9.80 m/s2)=9.8 N.
Although most of the world uses newtons as the unit of force, in the United States the most familiar unit of force is the pound (lb), where 1 N = 0.225 lb.
Recall that although gravity acts downward, it can be assigned a positive or negative value, depending on what the positive direction is in your chosen coordinate system. Be sure to take this into consideration when solving problems with weight. When the downward direction is taken to be negative, as is often the case, acceleration due to gravity becomes
g = −9.8 m/s2.
When the net external force on an object is its weight, we say that it is in freefall. In this case, the only force acting on the object is the force of gravity. On the surface of Earth, when objects fall downward toward Earth, they are never truly in freefall because there is always some upward force due to air resistance that acts on the object (and there is also the buoyancy force of air, which is similar to the buoyancy force in water that keeps boats afloat).
Gravity varies slightly over the surface of Earth, so the weight of an object depends very slightly on its location on Earth. Weight varies dramatically away from Earth’s surface. On the moon, for example, the acceleration due to gravity is only 1.67 m/s2. Because weight depends on the force of gravity, a 1.0-kg mass weighs 9.8 N on Earth and only about 1.7 N on the moon.
It is important to remember that weight and mass are very different, although they are closely related. Mass is the quantity of matter (how much stuff) in an object and does not vary, but weight is the gravitational force on an object and is proportional to the force of gravity. It is easy to confuse the two, because our experience is confined to Earth, and the weight of an object is essentially the same no matter where you are on Earth. Adding to the confusion, the terms mass and weight are often used interchangeably in everyday language; for example, our medical records often show our weight in kilograms, but never in the correct unit of newtons.
Snap Lab
Mass and Weight
In this activity, you will use a scale to investigate mass and weight.
Materials:
1 bathroom scale
1 table
What do bathroom scales measure?
When you stand on a bathroom scale, what happens to the scale? It depresses slightly. The scale contains springs that compress in proportion to your weight—similar to rubber bands expanding when pulled.
The springs provide a measure of your weight (provided you are not accelerating). This is a force in newtons (or pounds). In most countries, the measurement is now divided by 9.80 to give a reading in kilograms, which is a of mass. The scale detects weight but is calibrated to display mass.
If you went to the moon and stood on your scale, would it detect the same mass as it did on Earth?
Grasp Check
While standing on a bathroom scale, push down on a table next to you. What happens to the reading? Why?
The reading increases because part of your weight is applied to the table and the table exerts a matching force on you that acts in the direction of your weight.
The reading increases because part of your weight is applied to the table and the table exerts a matching force on you that acts in the direction opposite to your weight.
The reading decreases because part of your weight is applied to the table and the table exerts a matching force on you that acts in the direction of your weight.
The reading decreases because part of your weight is applied to the table and the table exerts a matching force on you that acts in the direction opposite to your weight.
Tips For Success
Only net external force impacts the acceleration of an object. If more than one force acts on an object and you calculate the acceleration by using only one of these forces, you will not get the correct acceleration for that object.
Watch Physics
Newton’s Second Law of Motion
This video reviews Newton’s second law of motion and how net external force and acceleration relate to one another and to mass. It also covers units of force, mass, and acceleration, and reviews a worked-out example.
Click to view content
Grasp Check
True or False—If you want to reduce the acceleration of an object to half its original value, then you would need to reduce the net external force by half.
True
False
Worked Example
What Acceleration Can a Person Produce when Pushing a Lawn Mower?
Suppose that the net external force (push minus friction) exerted on a lawn mower is 51 N parallel to the ground. The mass of the mower is 240 kg. What is its acceleration?
Figure 4.7
Strategy
Because Fnet and m are given, the acceleration can be calculated directly from Newton’s second law: Fnet = ma.
Solution
Solving Newton’s second law for the acceleration, we find that the magnitude of the acceleration, a, is a=Fnetm. Entering the given values for net external force and mass gives
4.9
a=51 N240 kg
Inserting the units kg⋅m/s2 for N yields
4.10
a=51 kg⋅m/s2240 kg=0.21 m/s2.
Discussion
The acceleration is in the same direction as the net external force, which is parallel to the ground and to the right. There is no information given in this example about the individual external forces acting on the system, but we can say something about their relative magnitudes. For example, the force exerted by the person pushing the mower must be greater than the friction opposing the motion, because we are given that the net external force is in the direction in which the person pushes. Also, the vertical forces must cancel if there is no acceleration in the vertical direction (the mower is moving only horizontally). The acceleration found is reasonable for a person pushing a mower; the mower’s speed must increase by 0.21 m/s every second, which is possible. The time during which the mower accelerates would not be very long because the person’s top speed would soon be reached. At this point, the person could push a little less hard, because he only has to overcome friction.
Worked Example
What Rocket Thrust Accelerates This Sled?
Prior to manned space flights, rocket sleds were used to test aircraft, missile equipment, and physiological effects on humans at high accelerations. Rocket sleds consisted of a platform mounted on one or two rails and propelled by several rockets. Calculate the magnitude of force exerted by each rocket, called its thrust, T, for the four-rocket propulsion system shown below. The sled’s initial acceleration is 49 m/s2, the mass of the system is 2,100 kg, and the force of friction opposing the motion is 650 N.
Figure 4.8
Strategy
The system of interest is the rocket sled. Although forces act vertically on the system, they must cancel because the system does not accelerate vertically. This leaves us with only horizontal forces to consider. We’ll assign the direction to the right as the positive direction. See the free-body diagram in Figure 4.8.
Solution
We start with Newton’s second law and look for ways to find the thrust T of the engines. Because all forces and acceleration are along a line, we need only consider the magnitudes of these quantities in the calculations. We begin with
4.11
Fnet=ma,
where Fnet is the net external force in the horizontal direction. We can see from Figure 4.8 that the engine thrusts are in the same direction (which we call the positive direction), whereas friction opposes the thrust. In equation form, the net external force is
4.12
Fnet=4T−f .
Newton’s second law tells us that Fnet= ma, so we get
4.13
ma=4T−f .
After a little algebra, we solve for the total thrust 4T:
4.14
4T=ma+f ,
which means that the individual thrust is
4.15
T=ma+f4 .
Inserting the known values yields
4.16
T=(2100 kg)(49 m/s2)+650 N4=2.6×104 N .
Discussion
The numbers are quite large, so the result might surprise you. Experiments such as this were performed in the early 1960s to test the limits of human endurance and to test the apparatus designed to protect fighter pilots in emergency ejections. Speeds of 1000 km/h were obtained, with accelerations of 45 g. (Recall that g, the acceleration due to gravity, is 9.80 m/s2. An acceleration of 45 g is 45×9.80 m/s2, which is approximately 440 m/s2.) Living subjects are no longer used, and land speeds of 10,000 km/h have now been obtained with rocket sleds. In this example, as in the preceding example, the system of interest is clear. We will see in later examples that choosing the system of interest is crucial—and that the choice is not always obvious.
Practice Problems
Practice Problems
If 1 N is equal to 0.225 lb, how many pounds is 5 N of force?
0.045 lb
1.125 lb
2.025 lb
5.000 lb
How much force needs to be applied to a 5-kg object for it to accelerate at 20 m/s2?
1 N
10 N
100 N
1,000 N
Check Your Understanding
Check Your Understanding
Exercise 9
What is the mathematical statement for Newton’s second law of motion?
F = ma
F = 2ma
F=ma
F = ma2
Exercise 10
Newton’s second law describes the relationship between which quantities?
Force, mass, and time
Force, mass, and displacement
Force, mass, and velocity
Force, mass, and acceleration
Exercise 11
What is acceleration?
Acceleration is the rate at which displacement changes.
Acceleration is the rate at which force changes.
Acceleration is the rate at which velocity changes.
Acceleration is the rate at which mass changes. |
6519 | https://math.stackexchange.com/questions/3958878/derive-rodrigues-formula-for-laguerre-polynomials | special functions - Derive Rodrigues’ formula for Laguerre polynomials - Mathematics Stack Exchange
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Derive Rodrigues’ formula for Laguerre polynomials
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Derive Rodrigues’ formula for Laguerre polynomials
L n(x)=e x n!.d n d x n(x n e−x)L n(x)=e x n!.d n d x n(x n e−x)
The Rodrigues’ formula for Hermite polynomials can be obtained by taking n t h n t h order partial derivatives of its generatig function
g(x,t)=∑n=0∞H n(x)t n n!=1+t H 1(x)+t 2 2!H 2(x)+⋯⋯⋯+t n n!H n(x)+⋯⋯⋯∂n∂t n(e 2 x t−t 2)=H n(x)+(n+1)n(n−1)⋯2(n+1)!t H n+1(x)+⋯H n(x)=[∂n∂t n(e 2 x t−t 2)]t=0=e x 2[∂n∂t n(e−(x−t)2)]t=0=(−1)n e x 2[∂n∂x n(e−(x−t)2)]t=0=(−1)n e x 2[∂n∂x n(e−x 2)]g(x,t)=∑n=0∞H n(x)t n n!=1+t H 1(x)+t 2 2!H 2(x)+⋯⋯⋯+t n n!H n(x)+⋯⋯⋯∂n∂t n(e 2 x t−t 2)=H n(x)+(n+1)n(n−1)⋯2(n+1)!t H n+1(x)+⋯H n(x)=[∂n∂t n(e 2 x t−t 2)]t=0=e x 2[∂n∂t n(e−(x−t)2)]t=0=(−1)n e x 2[∂n∂x n(e−(x−t)2)]t=0=(−1)n e x 2[∂n∂x n(e−x 2)]
Generating function for laguerre polynomials is g(x,t)=e−x t 1−t 1−t=∑∞n=0 L n(x)t n g(x,t)=e−x t 1−t 1−t=∑n=0∞L n(x)t n
I do not think the same technique applies in the case of Laguerre polynomials. So how do I derive that for Laguerre polynomials ?
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edited Dec 24, 2020 at 10:33
GNUSupporter 8964民主女神 地下教會
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asked Dec 22, 2020 at 22:05
SOORAJ SOMANSOORAJ SOMAN
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Just done it another way.metamorphy –metamorphy 2021-01-20 18:03:54 +00:00 Commented Jan 20, 2021 at 18:03
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Note that the Taylor-Maclaurin formula cannot be used directly (as in the case of Hermite polynomials) as there is some n n dependency inside the n t h n t h derivative. How can we get around this ? ... Let use a coefficient extrator
x n=[u 0]:u−n 1−x u.x n=[u 0]:u−n 1−x u.
We have
∑n=0∞L n(x)t n===[u 0]:e x∑n=0∞(t u)n 1 n!d n d x n e−x 1−x u[u 0]:e x e−(x+t/u)1−u(x+t/u)1 1−t[u 0]:e−t/u 1−u x 1−t.∑n=0∞L n(x)t n=[u 0]:e x∑n=0∞(t u)n 1 n!d n d x n e−x 1−x u=[u 0]:e x e−(x+t/u)1−u(x+t/u)=1 1−t[u 0]:e−t/u 1−u x 1−t.
Expand these two functions and observe that the central term is ... what we want
(∑i=0∞(−t/u)i i!)(∑j=0∞(u x 1−t)j)=⋯+∑k=0∞1 k!(−x t 1−t)k+⋯(∑i=0∞(−t/u)i i!)(∑j=0∞(u x 1−t)j)=⋯+∑k=0∞1 k!(−x t 1−t)k+⋯
Now reverse engineer all this ... and your result follows.
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edited Dec 24, 2020 at 12:57
answered Dec 22, 2020 at 23:07
Donald SplutterwitDonald Splutterwit
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Could you please elaborate a little more as I have difficulty in following your approach. The coefficient corresponds to u 0 u 0 in the expansion of u−n 1−x u u−n 1−x u is 1 n!x n 1 n!x n, right ?SOORAJ SOMAN –SOORAJ SOMAN 2020-12-23 06:46:39 +00:00 Commented Dec 23, 2020 at 6:46
The coefficient of u 0 u 0 in u−n(1+x u+x 2 u 2+⋯x n u n+⋯)u−n(1+x u+x 2 u 2+⋯x n u n+⋯) would be x n x n. (not sure where the 1/n!1/n! came from ?) The coefficient of u 0 u 0 in u−n e x u u−n e x u would be x n/n!x n/n!Donald Splutterwit –Donald Splutterwit 2020-12-23 12:37:08 +00:00 Commented Dec 23, 2020 at 12:37
ohh thats my mistake, its an infinite GP right, I got confused by thinking about binomial expansion of the expression.SOORAJ SOMAN –SOORAJ SOMAN 2020-12-23 14:23:51 +00:00 Commented Dec 23, 2020 at 14:23
I also have trouble understanding how the expression [u 0]:e x∑∞n=0(t u)n e x n!d n d x n e−x 1−x u[u 0]:e x∑n=0∞(t u)n e x n!d n d x n e−x 1−x u becomes [u 0]:e x e−(x+t/u)1−u(x+t/u)[u 0]:e x e−(x+t/u)1−u(x+t/u), rest seems fine, could you please clarify on that ?SOORAJ SOMAN –SOORAJ SOMAN 2020-12-23 14:39:01 +00:00 Commented Dec 23, 2020 at 14:39
This is the Taylor-Maclaurin Series f(x+a)=f(x)+a f′(x)+a 2 2!f′′(x)+a 3 3!f(3)(x)+⋯f(x+a)=f(x)+a f′(x)+a 2 2!f″(x)+a 3 3!f(3)(x)+⋯ see en.wikipedia.org/wiki/Taylor_seriesDonald Splutterwit –Donald Splutterwit 2020-12-23 14:43:18 +00:00 Commented Dec 23, 2020 at 14:43
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If you are allowed to use the explicit representation for Laguerre polynomials,
L n(x)=∑k=0 n(n k)(−x)k k!,L n(x)=∑k=0 n(n k)(−x)k k!,
then the result follows easily from the Leibniz differentiation rule for products
(f(x)g(x))(n)=∑k=0 n(n k)f(k)(x)g(n−k)(x).(f(x)g(x))(n)=∑k=0 n(n k)f(k)(x)g(n−k)(x).
Refer to the Rodrigues formula you want to prove. Let f(x)=x n f(x)=x n and g(x)=e−x.g(x)=e−x. Then f(k)(x)=x n−k n!/(n−k)!f(k)(x)=x n−k n!/(n−k)! and g(n−k)(x)=(−1)n−k e−x.g(n−k)(x)=(−1)n−k e−x. Now clean it up and redo the sum in reverse order, i.e., k→n−k,k→n−k, and you'll get the top formula.
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answered Dec 23, 2020 at 19:12
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6520 | https://www.splashlearn.com/math-vocabulary/geometry/isosceles-triangle | Published Time: 2022-04-21T04:55:53+00:00
Isosceles Triangle - Definition, Angles, Properties, Examples
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Isosceles Triangles – Definition, Parts, Types, Properties, Examples
Home » Math Vocabulary » Isosceles Triangles – Definition, Parts, Types, Properties, Examples
What Is an Isosceles Triangle?
Parts of an Isosceles Triangle
Isosceles Triangle Formulas
Solved Examples on Isosceles Triangle
Practice Problems on Isosceles Triangles
Frequently Asked Questions about Isosceles Triangle
What Is an Isosceles Triangle?
A triangle with two sides of equal length is an isosceles triangle.
Examples of Isosceles Triangle:
Non-example of Isosceles Triangle:
Examples of Isosceles Triangles in Real Life:
Many things in the world have the shape of an isosceles triangle. Some popular examples of these triangles in real life are:
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Parts of an Isosceles Triangle
Source: Parts of an isosceles triangle
1. Legs: The two equal sides of an isosceles triangle are called “legs.” In triangle ABC, sides AB and BC are the two legs of the isosceles triangle.
2. Base: The ‘base’ of an isosceles triangle is the third and unequal side. Here, side BC is the base of the isosceles triangle ABC.
3. Vertex angle: The vertex angle is formed by two equal sides of an isosceles triangle. ∠BAC is the vertex angle of the isosceles triangle.
4. Base angles: The ‘base angles’ are the angles that involve the base of an isosceles triangle. ∠ABC and ∠ACB are the two base angles of the isosceles triangle.
Properties of an Isosceles Triangle
Here is a list of some properties of isosceles triangles:
In an isosceles triangle, if two sides are equal, then the angles opposite to the two sides correspond to each other and are also always equal.
In the given isosceles triangle ABC, the two angles ∠B and ∠C, opposite to the equal sides AB and BC, are equal to each other.
The sum of three angles of an isosceles triangle is always 180°.
Types of Isosceles Triangles
Generally, isosceles triangles are classified into three different types:
Isosceles acute triangle: An isosceles acute triangle is a triangle in which all three angles are less than 90 degrees, and at least two of its angles are equal in measurement. One example of isosceles acute triangle angles is 50°, 50°, and 80°.
Isosceles right triangle: This is a right triangle with two legs (and their corresponding angles) of equal measure.
Isosceles obtuse triangle: An isosceles obtuse triangle is a triangle in which one of the three angles is obtuse (lies between 90 degrees and 180 degrees), and the other two acute angles are equal in measurement. One example of isosceles obtuse triangle angles is 30°, 30°, and 120°.
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Isosceles Triangle Formulas
Area of an Isosceles Triangle: The area of an isosceles triangle is given by the following formula:
Area = 12 × base × height
A = 12 × b × H
Perimeter of an Isosceles Triangle: The perimeter of the isosceles triangle is given by
Perimeter = Sum of equal sides + base
Perimeter = 2a + b
Here, ‘a’ refers to the length of the equal sides of the isosceles triangle, and ‘b’ refers to the length of the third unequal side.
Solved Examples on Isosceles Triangle
Example 1: What is the height of an isosceles triangle with an area of 12 sq. cm and a base of 6 cm?
Solution:
Area of isosceles triangle = ½ × base × height
12 = ½ × 6 × height
12 = 3 × height
Height = 4 cm
Example 2: How do you calculate the perimeter of an isosceles triangle with two sides of length ‘a’ cm each and a third side of length ‘b’ cm?
Solution:
Perimeter of an isosceles triangle = sum of its sides
Perimeter of an isosceles triangle = (a + a + b) cm
Perimeter = (2a + b) cm
Example 3: Find the perimeter of an isosceles triangle if the base is 16 cm and the equal sides are 24 cm each.
Solution:
The formula of the perimeter of an isosceles triangle is
P = 2a + b
Here, a (length of equal sides) = 24 cm and b (base) = 16 cm
Therefore, the perimeter of an isosceles triangle = P= 2(24) + 16 = 64 cm
Hence, the perimeter is 64 cm.
Practice Problems on Isosceles Triangles
Isosceles Triangles
Attend this Quiz & Test your knowledge.
1
What is the height of an isosceles triangle with an area of 10 sq. cm and a base of 5 cm?
10 cm
5 cm
2 cm
4 cm
CorrectIncorrect
Correct answer is: 4 cm
Area of an isosceles triangle = 12 × base × height
10 cm2 = 12 × 5 cm × height
Height = 4 cm
2
In ΔABC, if ∠A = ∠B, then
AC ≠ BC
AC = BC
AB = AC
AB = BC
CorrectIncorrect
Correct answer is: AC = BC
Given: ∠A = ∠B
Sides opposite to equal angles are also equal.
In ΔABC, side BC is opposite to ∠A, and side AC is opposite to angle B.
Therefore, AC = BC.
3
What is the area of the given isosceles triangle?
21 cm2
45 cm2
90 cm2
180 cm2
CorrectIncorrect
Correct answer is: 45 cm2
Area of an isosceles triangle = 12 × base × height = 12 × 15 cm × 6 cm = 45 cm2
Frequently Asked Questions about Isosceles Triangle
How do we know if a triangle is isosceles?
A triangle is said to be an isosceles triangle if any of its two sides are equal. Let’s take a triangle that has AB, BC, and CA as its three sides. If any of these are true—AB = BC, BC = CA or CA = AB—then the triangle is isosceles.
Can a right triangle also be an isosceles triangle?
Yes, a right triangle or right-angle triangle can be an isosceles triangle. An isosceles right triangle will have 1 right angle and 2 other angles as equal angles.
Can you find all the angles of an isosceles triangle if you know one of the equal angles?
Yes! We know that the sum of all angles of a triangle is equal to 180 degrees. If we know the two equal angles, we can easily add them and subtract the sum from 180 degrees to find the third angle.
What are some of the properties of an isosceles triangle?
It has two sides of equal length.
The angles opposite to the equal sides are also equal in measure.
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6521 | https://www.dummies.com/article/academics-the-arts/math/algebra/remove-a-radical-from-an-equation-by-squaring-both-sides-138671/ | Book & Article Categories
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Remove a Radical from an Equation by Squaring Both Sides
Radicals can make equations very difficult to work with. Fortunately, it's possible to get rid of a radical by squaring both sides of the equation; for this method to work, the equation must be in the form
The only problem arises when you end up with an extraneous root. Consider the non-equation –3 = 3. You know that the equation isn't correct, but what happens when you square both sides of this statement? You get (–3)2 = (3)2, or 9 = 9. Now you have an equation. Squaring both sides can mask or hide an incorrect statement.
Much like the process of getting rid of fractions in equations, the method of squaring both sides is the easiest way to deal with radicals in equations. You just accept that you always have to watch for extraneous roots when solving equations by squaring.
For example, to solve the equation
follow these steps:
Change the equation so that the radical term is by itself on the left.
In this case, you add 6 to each side of the equation.
Square both sides of the equation.
Note that a very common error when squaring problems is to square the binomial on the right incorrectly. Don't forget the middle term — you can't just square the two terms alone [(a + b)2 = a2 + 2ab + b2].
Simplify the result and solve the resulting equation.
In this example, you have a quadratic equation. Set it equal to zero and solve it:
When x + 3 = 0, x = –3. When x + 5 = 0, x = –5.
Check to see whether your solutions fit with the original equation.
Plug your answers in the original equation,
When x = –3,
It works. Checking x = –5, you get
This solution works, too.
Both solutions working out is more the exception rather than the rule when you're dealing with radicals. Most of the time, one solution or the other works, but not both. And, unfortunately, sometimes you go through all the calculations and find that neither solution works in the original equation. You get an answer, of course (that there is no answer), but it isn't very fulfilling.
About This Article
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About the book author:
Mary Jane Sterling (Peoria, Illinois) is the author of Algebra I For Dummies, Algebra Workbook For Dummies, Algebra II For Dummies, Algebra II Workbook For Dummies, and many other For Dummies books. She taught at Bradley University in Peoria, Illinois for more than 30 years, teaching algebra, business calculus, geometry, and finite mathematics.
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6522 | https://books.google.com/books/about/Pocket_Companion_to_Robbins_Cotran_Patho.html?id=YBm-EAAAQBAJ | Pocket Companion to Robbins & Cotran Pathologic Basis of Disease: First ... - Richard N. Mitchell, Vinay Kumar, Abul K. Abbas, Jon C. Aster - Google Books
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Pocket Companion to Robbins & Cotran Pathologic Basis of Disease: First South Asia Edition - E-book =================================================================================================== Richard N. Mitchell, Vinay Kumar, Abul K. Abbas, Jon C. Aster Elsevier Health Sciences, Sep 13, 2016 - Medical - 892 pages This pocket companion offers rapid, portable access to the most important pathology facts and concepts from Robbins and Cotran Pathologic Basis of Disease, First South Asia Edition. It distills the key concepts and principles of pathology into a condensed, at-a-glance format, making it the perfect pocket-sized reference for quick review anytime! - Access key concepts and principles of pathology in a condensed, at-a-glance format that fits in your pocket. - Locate additional information with abundant page references to the parent text. More » Preview this book »
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abnormalacidactivationacuteadenomasand/oranemiaantibodiesantigensapoptosisarteryassociatedautoimmuneautosomalbacterialbenignbindingbloodbonecancercarcinomacardiaccausecellscellularcharacterizedchromosomechronicClinical Featurescollagencommoncomplexcongenitalcysticcystscytokinesdamagedefectsdeficiencydevelopdiabetesdiseasedisordersedemaendothelialendotheliumenzymesepithelialepitheliumfibrosisfunctiongenegeneticgrowth factorhemorrhagehepatitishistologichormonehyperplasiahypertensionimmuneincreasedinduceinfarctioninfectionsinfiltratesinflammationinflammatoryinjuryintracellularinvolvedischemiakinaseleadslesionsleukocytesliverlosslunglymphocyteslymphomalysosomalmacrophagesmalignantmarrowmediatorsmembranemetabolicmetastasesMicroscopicmoleculesMorphologymucosalmusclemutationsnecrosisneoplasmsneuronsneutrophilsnormalobstructionoccurosteoclastpancreaticPathogenesispathwayspatientsperipheralplasmaplateletprimaryproductionprogressiveproliferationproteinpulmonaryreceptorrenalresponseresultrisksecondaryskinsquamoussyndromesynthesissystemicT-celltherapythyroidtiontissuetranscriptiontranscription factortumorstypicallyvascularvesselsviralvirusvitamin
About the author(2016)
Richard N Mitchell, MD, PhD, Lawrence J. Henderson Professor of Pathology and Health Sciences and Technology, Department of Pathology, Harvard Medical School, Staff Pathologist, Brigham and Women's Hospital, Boston, MassachusettsVinay Kumar, MBBS, MD, FRCPath, Alice Hogge and Arthur A. Baer Distinguished Service Professor of Pathology, Biologic Sciences Division and the Pritzker Medical School, The University of Chicago, Chicago, Illinois, USAAbul K. Abbas, MBBS, Distinguished Professor and Chair, Department of Pathology, University of California San Francisco, San Francisco, CaliforniaJon C. Aster, MD, PhD, Professor of Pathology, Harvard Medical School; Brigham and Women's Hospital, Boston, Massachusetts.
Bibliographic information
Title Pocket Companion to Robbins & Cotran Pathologic Basis of Disease: First South Asia Edition - E-book
AuthorsRichard N. Mitchell, Vinay Kumar, Abul K. Abbas, Jon C. Aster
Publisher Elsevier Health Sciences, 2016
ISBN 8131247252, 9788131247259
Length 892 pages
SubjectsMedical
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Pathology
Medical / Pathology
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6523 | https://www.investopedia.com/terms/z/zscore.asp | Skip to content
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Table of Contents
Table of Contents
What Is Z-Score?
Understanding Z-Score
Z-Score Formula
How to Calculate Z-Score
How the Z-Score Is Used
Z-Scores vs. Standard Deviation
How Is Z-Score Calculated?
Z-Score FAQs
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What Is Z-Score?
Z-score is a statistical measurement that describes a value's relationship to the mean of a group of values. Z-score is measured in terms of standard deviations from the mean. In investing and trading, Z-scores are measures of an instrument's variability and can be used by traders to help determine volatility.
Key Takeaways
A Z-Score is a statistical measurement of a score's relationship to the mean in a group of scores.
A Z-score can reveal to a trader if a value is typical for a specified data set or if it is atypical.
In general, a Z-score of -3.0 to 3.0 suggests that a stock is trading within three standard deviations of its mean.
Traders have developed many methods that use z-score to identify correlations between trades, trading positions, and evaluate trading strategies.
Understanding Z-Score
Z-score is a statistical measure that quantifies the distance between a data point and the mean of a dataset. It's expressed in terms of standard deviations. It indicates how many standard deviations a data point is from the mean of the distribution.
If a Z-score is 0, it indicates that the data point's score is identical to the mean score. A Z-score of 1.0 would indicate a value that is one standard deviation from the mean. Z-scores may be positive or negative, with a positive value indicating the score is above the mean and a negative score indicating it is below the mean.
The Z-score is sometimes confused with the Altman Z-score, which is calculated using factors taken from a company's financial reports. The Altman Z-score is used to calculate the likelihood that a business will go bankrupt within the range of one to 10 years, while the Z-score can be used to determine how far a stock's return differs from it's average return—and much more.
Fast Fact
Z-score is also known as the standard score.
Z-Score Formula
The statistical formula for a value's z-score is calculated using the following formula:
z = ( x - μ ) / σ
Where:
z = Z-score
x = the value being evaluated
μ = the mean
σ = the standard deviation
How to Calculate Z-Score
Z-Score
Calculating a z-score requires that you first determine the mean and standard deviation of your data. Once you have these figures, you can calculate your z-score. So, assume you have the following variables:
x = 57
μ = 52
σ = 4
You would use the variables in the formula:
z = ( 57 - 52 ) / 4
z = 1.25
So, your selected value has a z-score that indicates it is 1.25 standard deviations from the mean.
Spreadsheets
To determine z-score using a spreadsheet, you'll need to input your values and determine the average for the range and the standard deviation. Using the formulas:
=AVERAGE(A2:A7)
=STDEV(A2:A7)
You'll find that the following values have a mean of 12.17 and a standard deviation of 6.4.
| A | B | C |
---
| 1 | Factor (x) | Mean (μ) | St. Dev. (σ) |
| 2 | 3 | 12.17 | 6.4 |
| 3 | 13 | 12.17 | 6.4 |
| 4 | 8 | 12.17 | 6.4 |
| 5 | 21 | 12.17 | 6.4 |
| 6 | 17 | 12.17 | 6.4 |
| 7 | 11 | 12.17 | 6.4 |
Using the z-score formula, you can figure out each factor's z-score. Use the following formula in D2, then D3, and so on:
Cell D2 = ( A2 - B2 ) / C2
Cell D3 = ( A3 - B3 ) / C3
| A | B | C | D |
--- --- |
| 1 | Factor (x) | Mean (μ) | St. Dev. (σ) | Z-Score |
| 2 | 3 | 12.17 | 6.4 | -1.43 |
| 3 | 13 | 12.17 | 6.4 | 0.13 |
| 4 | 8 | 12.17 | 6.4 | -0.65 |
| 5 | 21 | 12.17 | 6.4 | 1.38 |
| 6 | 17 | 12.17 | 6.4 | 0.75 |
| 7 | 11 | 12.17 | 6.4 | -0.18 |
How the Z-Score Is Used
In it's most basic form, the z-score allows you determine how far (measured in standard deviations) the returns for the stock you're evaluating are from the mean of a sample of stocks. The average score you have could be the mean of a stock's annual return, the average return of the index it is listed on, or the average return of a selection of stocks you've picked.
Some traders use the z-scores in more advanced evaluation methods, such as weighting each stock's return to use factor investing, where stocks are evaluated based on specific attributes using z-scores and standard deviation. In the forex markets, traders use z-scores and confidence limits to test the capability of a trading system to generate winning and losing streaks.
Z-Scores vs. Standard Deviation
In most large data sets (assuming a normal distribution of data), 99.7% of values lie between -3 and 3 standard deviations, 95% between -2 and 2 standard deviations, and 68% between -1 and 1 standard deviations.
Standard deviation indicates the amount of variability (or dispersion) within a given data set. For instance, if a sample of normally distributed data had a standard deviation of 3.1, and another had one of 6.3, the model with a standard deviation (SD) of 6.3 is more dispersed and would graph with a lower peak than the sample with an SD of 3.1.
A distribution curve has negative and positive sides, so there are positive and negative standard deviations and z-scores. However, this has no relevance to the value itself other than indicating which side of the mean it is on. A negative value means it is on the left of the mean, and a positive value indicates it is on the right.
The z-score shows the number of standard deviations a given data point lies from the mean. So, standard deviation must be calculated first because the z-score uses it to communicate a data point's variability.
How Is Z-Score Calculated?
The Z-score is calculated by finding the difference between a data point and the average of the dataset, then dividing that difference by the standard deviation to see how many standard deviations the data point is from the mean.
How Is Z-Score Used in Real Life?
A z-score is used in many real-life applications, such as medical evaluations, test scoring, business decision-making, and investing and trading opportunity measurements. Traders that use statistical measures like z-scores to evaluate trading opportunities are called quant traders (quantitative traders).
What Is a Good Z-Score?
The higher (or lower) a z-score is, the further away from the mean the point is. This isn't necessarily good or bad; it merely shows where the data lies in a normally distributed sample. This means it comes down to preference when evaluating an investment or opportunity. For example, some investors use a z-score range of -3.0 to 3.0 because 99.7% of normally distributed data falls in this range, while others might use -1.5 to 1.5 because they prefer scores closer to the mean.
Why Is Z-Score So Important?
A z-score is important because it tells where your data lies in the data distribution. For example, if a z-score is 1.5, it is 1.5 standard deviations away from the mean. Because 68% of your data lies within one standard deviation (if it is normally distributed), 1.5 might be considered too far from average for your comfort.
The Bottom Line
A z-score is a statistical measurement that tells you how far away from the mean (or average) your datum lies in a normally distributed sample. At its most basic level, investors and traders use quantitative analysis methods such as a z-score to determine how a stock performs compared to other stocks or its own historical performance. In more advanced z-score uses, traders weigh investments based on desirable criteria, develop other indicators, or even try to predict the outcome of a trading strategy.
Article Sources
Investopedia requires writers to use primary sources to support their work. These include white papers, government data, original reporting, and interviews with industry experts. We also reference original research from other reputable publishers where appropriate. You can learn more about the standards we follow in producing accurate, unbiased content in our editorial policy.
PennState, Eberly College of Science. "STAT 500: 3.3.3 - Probabilities for Normal Random Variables (Z-scores)."
Zhao, Tianyang. "The Relationship Between Z-Score and Stock Prices." April 2015, pp. 1-36. Download PDF.
Business Compass, LLC. "Corporate Distress & Bankruptcy: Altman Z-Score+."
PennState, Eberly College of Science. "STAT 500: 3.3.4 - The Empirical Rule."
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6524 | https://www.khanacademy.org/math/ka-math-class-12/x6f66cbee9a2f805b:vector-algebra-ncert-new/x6f66cbee9a2f805b:multiplication-of-vector-by-a-scalar/v/collinearity-in-3d | Use of cookies
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6525 | https://www.openmiddle.com/multiplying-fractions-to-make-a-whole-number/ | Open Middle®
Take The Online Workshop
Multiplying Fractions to Make a Whole Number
Directions: Using the digits 1 to 9, at most one time each, place a digit in each box to make a whole number product.
Hint
How can you use equivalent fractions to find the answer?
Answer
6/2 1/3 = 1, 8/4 1/2 = 1, 2/4 6/3 = 1
Source: Owen Kaplinsky
Tags 5.NF.4 DOK 2: Skill / Concept Owen Kaplinsky
Previous Multiplying 3 Fractions to Get 1
Next Open Number Line
Check Also
Add and Subtract Mixed Numbers
Directions: Using the digits 1-9 at most one time each, create an equation using addition …
13 comments
Heather
February 4, 2020 at 2:02 pm
My students came up with more solutions:
2/1 X 9/6 = 3
4/1 X 6/3 = 8
6/4 X 2/3 = 1
3/2 X 6/9 = 1
4/2 X 3/1 = 6
3/6 X 4/2 = 1
2/3 X 9/6 = 1
4/8 X 6/3 = 1
9/3 X 4/2 = 6
Reply
2. Heather
March 24, 2020 at 8:47 am
I did 2/1 times 9/6=3
Reply
3. Heather
March 24, 2020 at 8:48 am
ok
Reply
4. Reed Kahn
April 3, 2020 at 8:17 am
I had 6/2 x 3/1 = 9. I got this by finding a number that times by something would be under ten. I first got 6/2 and that got me 3. Then i got 3 from 3/1. Lastly i multiplied 3 by 3 and got 9. I agree it was a challenging puzzle.
Reply
5. Max D. Wong
April 13, 2020 at 10:05 am
I got 8/1 x 6/2 = 21
Reply
6. Ariana Grande
May 28, 2020 at 10:05 am
This is not what I was looking for please be more accurate with the answers I really HATE it when I get the answers wrong. 🙁
Reply
7. Mithun
June 8, 2020 at 6:07 am
2/3×1/3=3/3 or 1
Reply
Sarah
October 21, 2020 at 12:10 pm
2/3 x 1/3 is 2/9, not 1.
Reply
8. Julie Barrett
March 24, 2022 at 1:07 pm
I don’t agree with the first two provided answers. If you use a unit fraction as a factor, you cannot reuse the “1” tile in the answer. In fact, I don’t think there is an answer with a unit fraction as a factor. The third supplied answer works, though.
Reply
9. JK
February 22, 2023 at 11:05 am
I got 8/6 x 3/4=1. Im 10! This is not really 5th grade level if you know how to multiply fractions.
Reply
10. Vanessa Churchill
May 10, 2023 at 6:13 am
Today we found:
9/6 x 2/3 = 1
6/9 x 3/2 = 1
6/3 x 2/4 = 1
6/8 x 4/3 = 1
4/6 x 3/2 = 1
1/8 x 4/3 = 6
6/4 x 8/3 = 2
Reply
Rudolf Österreicher
July 10, 2023 at 3:30 pm
The 24 unique solutions are
2/3 6/4 = 1
2/3 9/6 = 1
3/4 8/6 = 1
3/6 4/2 = 1
3/9 6/2 = 1
4/8 6/3 = 1
3/6 4/1 = 2
3/9 6/1 = 2
4/3 9/6 = 2
2/4 6/1 = 3
2/6 9/1 = 3
4/6 9/2 = 3
4/8 6/1 = 3
8/6 9/4 = 3
2/1 6/3 = 4
3/6 8/1 = 4
8/6 9/3 = 4
2/1 9/3 = 6
3/2 4/1 = 6
3/4 8/1 = 6
4/2 9/3 = 6
8/4 9/3 = 6
4/3 6/1 = 8
3/1 6/2 = 9
You can always swap the fractions, the numerators or the denominators to get another solution.
Reply
12. mytayvion
September 17, 2025 at 6:13 am
I’m having trouble like with the box when u color it and getting yo answer
Reply
Leave a Reply Cancel reply |
6526 | https://www.youtube.com/watch?v=pUQvhCmfAgg | Coordinate Geometry | Point of intersection of circle and y-axis
Tambuwal Maths Class
313000 subscribers
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Posted: 3 Apr 2023
3 comments
Transcript:
hello good day viewers still on coordinate geometry here's our problem for today the cycle C has an equation x squared plus three X Plus y squared plus 6y equal to 3x minus 2y minus seven we're asked to find the center and radius of that cycle we're asked to find the point of intersection of the cycle and y-axis that is y-intercept and also we have to show that the cycle does not intersect x-axis right let's get started I think for the first question I am going to show you two different ways to do that we are going to use the general form and the standard form the equation we are given is x squared plus 3x Plus y squared plus 6y this is equal to 3x minus 2y minus seven let us bring every time to the left hand side we have x squared here we have plus 3x if this cross is over it becomes negative 3x then we have y squared we have 6y if this crosses over it becomes positive we have plus 2y if this crosses over it becomes positive as well and the whole of this equal to zero now let us simplify this we have x squared plus 0x for a reason Plus y squared plus eight y then plus seven the whole of this equal to zero this equation is in general form which we can write as what x squared plus 2 f x Plus y squared plus 2 g y then plus C the whole of this equal to zero where the center of that cycle is giving us let me write it here Center the center has the coordinates negative f comma negative G and the radius can be obtained by taking the square root of F squared plus G squared minus C this is our value of C which corresponds to 7 here all right let us find these values if we start with f you can see the coefficient of x here is zero while the coefficient of x here is 2f so it means that 2f is equal to 0 which means that F also must be equal to zero and the coefficient of Y is 8 here while the coefficient of Y here is 2G so we have 2G equal to 8 and if you divide both sides by 2 you have G to be equal to 4. so what will be the center the center of that cycle will be negative f f is 0 negative 0 is still zero then comma negative g g is 4 and negative of that will be negative four and hence this is the center of that cycle so what about radius to find the radius R this is equal to the square root of f squared that is 0 squared plus G squared which is 4 squared the minus c c is seven you can see that here minus 7. R is not equal to the square root of what this is 0 this is 16. minus 7 is equal to 9 so this is square root of 9 and square root of 9 is equal to three remember R is radius which is a distance so we should expect a positive result so this is all about a part and I promise to show you two different ways to do that right so I would like to copy this equation this is the equation I would like to transform into standard form so this is x squared Plus 0x to make it a complex squared you have to take the square of half of the coefficient of x the coefficient of x is zero half of that is still zero squared is also zero so it's like we are adding 0 here which we don't have to then Plus y squared plus 8y to make this a complete Square you take half of this which is 4 you square that you get 16 right remember we are taking seven to the other side it becomes negative seven and since we have added 16 to the left hand side we have to add it to the right hand side to make the equation balanced right so you know 0x is still zero so we have x squared here plus if you want to factorize this you take y then half of this is four we have plus four whole squared and this is equal to negative 7 plus 16 will give us 9 so this is nine so this is our equation in standard form which if you can remember we can write as x minus a whole squared Plus y minus B whole squared equal to r squared where we say that the center of that cycle will be what a comma B so now let's start with the center a here you can see we have no a here so we are going to consider it as zero so the center x coordinate is zero then B is this value here that is negative 4. we have negative four you can see they're exactly the same with the previous one zero comma negative four and the right hand side you can see that r squared will be equal to what 9. so r squared equal to 9 which implies that R must be equal to three you see the radius is equal to 3. so this is all about the first question then going to the second question we asked to find the points of intersection of the cycle and y axis so we are looking for y-intercept that's exactly where the cycle crosses y axis and it can be obtained by setting the value of x equal to zero we can take either of these equations either in standard form who in general form it doesn't matter so I think let me take the equation in standard form so B part we are looking for y intercepts that's exactly where X is equal to zero so if we set X to be equal to zero the whole of this will be zero right we only have y plus 4 whole squared equal to 9. let's take square root of both sides we have y plus 4 equal to plus o minus the square root of nine y plus 4 is equal to plus o minus three therefore y will be equal to minus four if you take this to the other side plus or minus 3. meaning we have two values of Y y could be negative 4 plus 3 which is going to give us what negative one so we have negative one or negative 4 negative three which is negative seven so this is negative seven so these are exactly the points where the cycle crosses y-axis all at the negative side then the last question here we asked to show that the cycle does not intersect x-axis meaning there is no x-intercept you know x-intercept is the value of x when Y is equal to zero so now let us pretend as if we have x-intercept by setting y to be equal to zero so this is the C part we are looking for X intercept that is at y equal to zero which means what x squared plus 0 plus 4 because Y is zero this is equal to 9 0 plus 4 is 4 squared is 16. so we have x squared plus 16 equal to 9 if you take 16 to the other side you have x squared equal to 9 minus 16 and 9 minus 16 is negative seven x squared is equal to negative seven and hence you can see that this statement is not true because there is no any real value of x you can square to get a negative result and if you so which you can take the square root of both sides you have X to be equal to plus or minus the square root of negative seven a square root of negative 70 remember is imaginary so x equal to plus o minus the square root of 7 I meaning the cycle does not crosses the x axis so this is all about this question thank you for watching do share to your learning colleagues and don't forget to subscribe to my YouTube channel for more exciting videos the only thing you can make a conclusion here since x value is imaginary it means what the cycle does not crosses the x-axis thank you for watching bye bye |
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6528 | https://www.gigacalculator.com/articles/when-to-use-mean-median-or-mode/ | When to Use Mean, Median, or Mode
The mean, mode and median are the most well-known and widely used arithmetic averages. But what exactly are each used for? While all of them are measures of central tendency in a distribution of values – obtained from different kinds of measurements or observations – the question of when to use mean, median or mode is not properly understood even by seasoned practitioners and statisticians.
If you’ve ever wondered when to use mean, median, or mode, it’s time to answer these questions.
What is Mean, Median, Mode?
The mean, median, and mode are all summary statistics describing a property of a set of values. Each of them may be called an “average” depending on the context, but typically – unless otherwise specified – “average” refers to the arithmetic mean. In this article “average” is used to refer to all three as a group.
All of the three averages are lossy, meaning that information is inevitably lost in the process of compressing a whole distribution into a single number.
Mean
The arithmetic mean is defined mathematically as the sum of all values divided by their count. It has the useful property of minimizing the mean squared error, meaning that the mean value is such that it is the point of balance of the distribution. It exactly balances the sums of distances of all numbers from itself. In this sense it is the single best predictor of the set, so if you were tasked with guessing what a randomly drawn value from the distribution is, choosing the mean would minimize your error in either under or overestimating the true value.
Median
The median, on the other hand, is the value which splits the distribution in two equal parts. The number of members of the set to the left of the median equals the number of members of the set to the right of it. It has the property of minimizing the average distance between itself and each number of that set.
Mode
The mode is the value which occurs the most times out of all the values of a set. If you want to know which is the most frequent value, the mode is the answer. It should be noted that a distribution might have multiple modes if many values occur with the same frequency.
For a very in-depth explanation of the three concepts, including simulations, consider this article.
When to Use Mean, Median, or Mode? – The Textbook Approach
Generally, most articles and textbooks on mathematics and statistics recommend using the median for most purposes. Some even go as far as saying it is “the best average” due to it being least affected by adding new values to a data set. For example, adding the number 100 to the set [1,2,3,4,5,6,7] only shifts the median from 4 to 4.5 while the mean jumps from 4 to 16.
The mode is less often recommended even though it is even less affected by adding new values, on average, since a distribution can have multiple modes.
The arithmetic mean is only recommended as a good average to use if a distribution is normal or close to normally distributed. Its use is discouraged in the presence of high skewness. This appears to be mainly on the grounds of how often the mean lies in the range where the majority of values in a distribution are, as well as how it responds to new values further from where the majority of values lie. Fancier wording is that the mean is very sensitive to outliers hence one should use an average which is “more robust”, like the median.
You can use our mean, median, and mode calculator for quick estimation of these summary statistics of a data set.
Examined closely, these general recommendations amount to only using the mean when it is identical or nearly identical to the median. Therefore, most textbooks could have just as well said that one should use the median in every case.
This attitude seems to stem from a mistaken implicit assumption that when looking at an average, most people are interested in where most values lie, instead of what each of these averages can convey. Some interpret measures of central tendency as representing values “typical” for the distribution, but no such quality is present in the description of the mean or the median, and it applies to the mode only in the narrowest sense. Such qualities only arise when the distribution is normal-like, or at least symmetrical around the mean, and this may or may not apply to any given case.
The Proper Way to Decide When to Use the Mean, Median, or Mode
The textbook recommended approach often “forgets” that what is of primary interest is whether the chosen statistic corresponds to the question posed to the data or not. Sensitivity to outliers and other characteristics are of secondary concern, if at all.
Hence, a proper choice of descriptive statistic should be informed only by the question asked of the data it summarizes. It does not matter how robust to “outliers” or how close to the majority of the values it is.
The best way to understand when to use mean, median, or mode is by looking at a real-life scenario. For instance, let’s assume an analyst is examining a country’s car market and works with a distribution of prices paid by new car owners in a given period, say, a year. For the purpose of illustration, assume the following dataset of forty sales in total, with the following prices:
Plotting the distribution of prices results in the following histogram:
Here, the mean is $47,368, the median is $35,500 and the mode is $30,000. They all fall within the first bin of the histogram in the graph above.
When the mean answers the question
If an analyst wants to determine the price which is the closest to all the prices paid, then the only statistic which answers that question is the mean. It is often what one is interested in since the mean reflects many different changes to buying behavior, be it more purchases of cheaper cars, purchases of fewer but more expensive cars, etc. Comparisons of means across periods, segments, markets, etc. are therefore quite informative.
Neither the median nor the mode can provide the answer to the above question, nor would they reflect changes in the underlying distribution in that same responsive way.
When to use the median
In another inquiry using the same data, one might be interested in what is the price point that half of the consumers are not able or willing to pay above. This would be answered by the median and no other average will do.
When to choose the mode
If, instead, one is interested in the price most commonly paid for a new car, then neither the arithmetic mean nor the median can answer that question, only the mode does.
Note that in the above example we have the same data, but different questions and the choice of the average to use was guided entirely by the question posed, and not by the distribution of the data which is of course one and the same.
The above example should make it obvious that there is no such thing as the “best average” or “best measure of central tendency”. There are measures fitting the question, a.k.a. appropriate averages, and unfitting or inappropriate ones.
When Neither Average Does The Job
Examining just the mean, median, or mode may be sufficient in many situations. However, since these summary statistics are lossy, in some inquiries neither of them would contain sufficient information to answer the question of interest.
When that is the case, one can resort to using quantiles or frequency cut-offs such as percentiles. For example, one might be interested in changes of the mean price in each quintile or in the price that 95% of buyers are paying below ($250,000 in this data).
Sometimes the price range of 90% of new car sales might be what’s of interest. In this case that is between $27,000 and $200,000. The upper and lower values of the quantiles can also be useful:
In a year over year analysis a comparison of the whole distribution of current year sales versus last year’s sales might be the most informative, but the outcome of such comparisons is difficult to communicate.
Takeaways
After all this, how does one answer the question “When to use the mean, median, and mode“?
The proper average to choose is informed entirely by the question being asked of the data under analysis. The interpretation of the chosen average should match the question at hand. The mean minimizes the average distance to all points, the median splits the set in two halves, and the mode (or modes) is the most frequently occurring value. If the question corresponds to one of these qualities, the appropriate average is self-evident.
Switching from an appropriate average to an inappropriate one based on considerations such as how influenced by “outliers” it is or how close it is to the majority of the values in a distribution makes no sense. The temptation to introduce such considerations hints at an inadequate transformation of the business question.
Sometimes an inquiry cannot be satisfactorily answered by any average, be it the mean, median, or mode, due to their inherently lossy nature. Quantile ranges and their means, as well as percentiles, while also lossy, provide a different balance between interpretability and information retained that may often be appropriate. In yet other situations frequency ranges or even whole distribution plots might be required, depending on the task at hand.
The article will use mean as a shorthand for “arithmetic mean”. Other means such as the geometric mean and the harmonic mean are not subject of the current piece.
Georgi Georgiev
An applied statistician, data analyst, and optimizer by calling, Georgi has expertise in web analytics, statistics, design of experiments, and business risk management. He covers a variety of topics where mathematical models and statistics are useful. Georgi is also the author of “Statistical Methods in Online A/B Testing”.
This entry was posted in Mathematics and tagged arithmetic average, arithmetic mean, central tendency, median, mode, statistics. By Georgi Georgiev
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Published: December 13, 2022
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6529 | https://www.cuemath.com/geometry/bisect/ | Bisect
Bisect
Imagine a lovely cake with delicious frosting that needs to be divided at a birthday. The person cutting the cake will not divide the cake into multiple pieces, as it will create quite the mess.
Instead, the person will first divide the cake into two equal halves. This is called bisection and it is an important part of geometry and how we study angles.
In this lesson, we will learn how to bisect a segment, how to bisect lines, and the rules that are applied while bisecting angles.
Check out the interactive simulations to know more about the lesson and try your hand at solving a few interesting practice questions at the end of the page.
Lesson Plan
| | |
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| 1. | What is Bisect? |
| 2. | Thinking out of Box! |
| 3. | Important Notes on Bisect |
| 4. | Solved Examples on Bisect |
| 5. | Interactive Questions on Bisect |
What is Bisect?
Bisect: Definition
Bisect means to cut or divide into two equal parts.
Bisecting a Line Segment
Let's do an activity to understand the meaning of bisecting a line segment.
Fold a sheet of paper and let ¯¯¯¯¯¯¯¯AB be the line of fold.
Put an ink-dot on any one side of ¯¯¯¯¯¯¯¯AB and name it as X
Can you find the mirror image of X?
Name the mirror image of X as X′.
Let ¯¯¯¯¯¯¯¯AB and ¯¯¯¯¯¯¯¯¯¯¯XX′ intersect at O.
Is ¯¯¯¯¯¯¯¯¯OX and ¯¯¯¯¯¯¯¯¯¯OX′ equal?
This means ¯¯¯¯¯¯¯¯AB divides ¯¯¯¯¯¯¯¯¯¯¯XX′ into two equal parts.
So, here ¯¯¯¯¯¯¯¯AB bisects ¯¯¯¯¯¯¯¯¯¯¯XX′ and ¯¯¯¯¯¯¯¯AB is a bisector of ¯¯¯¯¯¯¯¯¯¯¯XX′.
Use the simulation below to learn how to bisect a line segment using a ruler and a compass.
Bisecting an Angle
Let's do another activity to understand how to bisect an angle.
Mark a point O on a paper.
Taking O as the initial point, draw two rays ¯¯¯¯¯¯¯¯OA and ¯¯¯¯¯¯¯¯OB
You will get ∠AOB
Now, fold the sheet through O such that the rays ¯¯¯¯¯¯¯¯OA and ¯¯¯¯¯¯¯¯OB overlap each other.
Name the line of the crease on the paper as ¯¯¯¯¯¯¯¯OC
Can you measure the angles ∠AOC and ∠BOC? Are the measures equal?
Yes, both the angles are equal and OC is the angle bisector of ∠AOB.
Use the simulation below to learn the way to bisect an angle using a ruler and a compass.
Think Tank
A ray BD bisects an angle ∠ABC. If ∠ABC=120∘, what would be the measure of the angles ∠ABD and ∠DBC?
Find the coordinates of the midpoint of the line segment ¯¯¯¯¯¯¯¯AB joining the points (−5,3) and (3,2).
Bisecting a Shape
Some shapes can also be bisected.
Look at the shapes shown below.
A line segment bisects each shape into two equal parts.
Important Notes
Bisect means to cut or divide something into two equal parts.
You can use a compass and a ruler to bisect a line segment or an angle.
The bisector of a line segment is called a perpendicular bisector.
Solved Examples
| |
| Example 1 |
Ryan is flying a kite.
The kite has two angles bisected as shown below.
Can you find the measure of the angles ∠EKI and ∠ITE?
Solution
The angles ∠EKI and ∠ITE are bisected by the line KT
KT divides the angles ∠EKI and ∠ITE in two equal angles respectively.
Thus,
∠EKI=2×45∘=90∘ and
∠ITE=2×27∘=54∘
| |
| ∴ ∠EKI=90∘ and ∠ITE=54∘. |
| |
| Example 2 |
In the diagram shown below, RQ bisects the angle ∠PRS.
Can you find the value of x?
Solution:
Since RQ bisects the angle ∠PRS,
∠PRQ=∠QRS
Using this information, we can solve for x.
∠PRQ=∠QRSx+40=3x−2040+20=3x−x2x=60x=30
| |
| ∴ The value of x is 90∘ |
Interactive Questions
Here are few activities for you to practice. Select/type your answer and click the "Check Answer" button to see the result.
Let's Summarize
We hope you enjoyed learning about Bisect with the simulations and practice questions. Now you will be able to easily solve problems and understand bisect definition, bisect symbol, bisect geometry definition, bisect a segment, bisecting lines, and bisecting angles.
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Frequently Asked Questions (FAQs)
1. How to bisect a line?
Do the following steps to draw a bisector of a line.
Draw a line segment ¯¯¯¯¯¯¯¯AB on a paper.
Taking A as a center, draw a circle. Just make sure that the radius of the circle should be more than half of the line segment ¯¯¯¯¯¯¯¯AB.
Now, taking B as a center and with the same radius, draw another circle. Let this circle intersect the previous circle at the points C and D.
Join the points C and D.
The line (\overline{CD}) is the bisector of the line ¯¯¯¯¯¯¯¯AB.
2. What happens when you bisect an angle?
When we bisect an angle, the angle is divided into two equal smaller angles.
3. How do you bisect an angle of 60 degrees?
Let's consider an angle of measure 60∘
Do the following steps to draw a bisector of an angle.
Keeping the sharp end of your compass at B, draw an arc on BC and mark it as S.
Similarly, keeping the sharp end of your compass at B, draw an arc on AB and mark it as T.
Now, keeping the sharp end of your compass at S, draw an arc within AB and BC
Repeat the third step at T
Join the point B and the intersection of the two arcs.
The line is the angle bisector of ∠ABC.
The line is the angle bisector of ∠ABC=60∘.
4. How do you bisect an angle of 45 degrees?
Assume you have constructed an angle of measure 45∘
Do the following steps to draw a bisector of this angle.
Keeping the sharp end of your compass at B, draw an arc on BC and mark it as S.
Similarly, keeping the sharp end of your compass at B, draw an arc on AB and mark it as T.
Now, keeping the sharp end of your compass at S, draw an arc within AB and BC
Repeat the third step at T
Join the point B and the intersection of the two arcs.
The line is the angle bisector of ∠ABC.
The line is the angle bisector of ∠ABC=45∘.
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6530 | https://math.libretexts.org/Courses/Kansas_State_University/Your_Guide_to_Intermediate_Algebra/01%3A_Foundations/1.05%3A_Solve_Linear_Inequalities | Skip to main content
1.5: Solve Linear Inequalities
Last updated
: May 27, 2023
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1.4E: Exercises
1.5E: Exercises
Page ID
: 109045
( \newcommand{\kernel}{\mathrm{null}\,})
Learning Objectives
By the end of this section, you will be able to:
Graph inequalities on the number line
Solve linear inequalities
Translate words to an inequality and solve
Solve applications with linear inequalities
Warm-up
Solve
Solution
2
-2
3
Graph Inequalities on the Number Line
What number would make the inequality true? Are you thinking, " could be four"? That’s correct, but could be 6, too, or 37, or even 3.001. Any number greater than three is a solution to the inequality . We show all the solutions to the inequality on the number line by shading in all the numbers to the right of three, to show that all numbers greater than three are solutions. Because the number three itself is not a solution, we put an open parenthesis at three.
We can also represent inequalities using interval notation. There is no upper end to the solution to this inequality. In interval notation, we express as . The symbol is read as “infinity.” It is not an actual number. Figure shows both the number line and the interval notation.
We use the left parenthesis symbol, (, to show that the endpoint of the inequality is not included. The left bracket symbol, [, shows that the endpoint is included.
The inequality means all numbers less than or equal to one. Here we need to show that one is a solution, too. We do that by putting a bracket at . We then shade in all the numbers to the left of one, to show that all numbers less than one are solutions (Figure ). There is no lower end to those numbers. We write in interval notation as . The symbol is read as “negative infinity.”
Figure shows both the number line and interval notation.
INEQUALITIES, NUMBER LINES, AND INTERVAL NOTATION
The notation for inequalities on a number line and in interval notation use the same symbols to express the endpoints of intervals.
Example
Graph each inequality on the number line and write in interval notation.
Answer
: ⓐ
Solution to a.
| | |
| Shade to the right of , and put a bracket at . | |
| Write in interval notation. | |
ⓑ
Solution to b.
| | |
| Shade to the left of 2.5 and put a parenthesis at 2.5. | |
| Write in interval notation. | |
ⓒ
Solution to c.
| | |
| Shade to the left of , and put a bracket at . | |
| Write in interval notation. | |
Graph each inequality on the number line and write in interval notation:
.
Answer
: ⓐ
ⓑ
ⓒ
Example
Graph each inequality on the number line and write in interval notation:
.
Answer
: ⓐ
ⓑ
ⓒ
What numbers are greater than two but less than five? Are you thinking say, ? We can represent all the numbers between two and five with the inequality . We can show on the number line by shading all the numbers between two and five. Again, we use the parentheses to show the numbers two and five are not included. See Figure.
Graph each inequality on the number line and write in interval notation.
ⓐ ⓑ ⓒ
Answer
: ⓐ
Solution to a.
| | | |
| Shade between and 4. Put a parentheses at and 4. | | |
| Write in interval notation. | | |
ⓑ
Solution to b.
| | | | |
| Shade between and −1. Put a bracket at , and a parenthesis at −1. | | | |
| Write in interval notation. | | | |
ⓒ
Solution to c.
| | | | |
| Shade between 0 and 2.5. Put a bracket at 0 and at 2.5. | | | |
| Write in interval notation. | | | |
Example
Graph each inequality on the number line and write in interval notation:
ⓐ ⓑ ⓒ
Answer
: ⓐ
ⓑ
ⓒ
Example
Graph each inequality on the number line and write in interval notation:
ⓐ ⓑ ⓒ
Answer
: ⓐ
ⓑ
ⓒ
Solve Linear Inequalities
A linear inequality is much like a linear equation—but the equal sign is replaced with an inequality sign. A linear inequality is an inequality in one variable that can be written in one of the forms, , , , or .
Definition: LINEARE INEQUALITY
A linear inequality is an inequality in one variable that can be written in one of the following forms where and are real numbers and :
When we solved linear equations, we were able to use the properties of equality to add, subtract, multiply, or divide both sides and still keep the equality. Similar properties hold true for inequalities.
We can add or subtract the same quantity from both sides of an inequality and still keep the inequality. For example:
Notice that the inequality sign stayed the same.
This leads us to the Addition and Subtraction Properties of Inequality.
Definition: ADDITION AND SUBTRACTION PROPERTY OF INEQUALITY
For any numbers and if , then
We can add or subtract the same quantity from both sides of an inequality and still keep the inequality
What happens to an inequality when we divide or multiply both sides by a constant?
Let’s first multiply and divide both sides by a positive number.
The inequality signs stayed the same.
Does the inequality stay the same when we divide or multiply by a negative number?
Notice that when we filled in the inequality signs, the inequality signs reversed their direction.
When we divide or multiply an inequality by a positive number, the inequality sign stays the same. When we divide or multiply an inequality by a negative number, the inequality sign reverses.
This gives us the Multiplication and Division Property of Inequality.
Definition: MULTIPLICATION AND DIVISION PROPERTY OF INEQUALITY
For any numbers and
When we divide or multiply an inequality by :
positive number, the inequality stays the same.
negative number, the inequality reverses.
Sometimes when solving an inequality, as in the next example, the variable ends upon the right. We can rewrite the inequality in reverse to get the variable to the left.
Think about it as “If Xander is taller than Andy, then Andy is shorter than Xander.”
Example
Solve each inequality. Graph the solution on the number line, and write the solution in interval notation.
ⓐ ⓑ ⓒ
Answer
: ⓐ
Solution to a.
| | |
| Add 3838 to both sides of the inequality. | |
| Simplify. | |
| Graph the solution on the number line. | |
| Write the solution in interval notation. | |
ⓑ
Solution to b.
| | |
| Divide both sides of the inequality by 9; since 9 is positive, the inequality stays the same. | |
| Simplify. | |
| Graph the solution on the number line. | |
| Write the solution in interval notation. | |
ⓒ
Solution to c.
| | |
| Multiply both sides of the inequality by . Since is positive, the inequality stays the same. | |
| Simplify. | |
| Rewrite with the variable on the left. | |
| Graph the solution on the number line. | |
| Write the solution in interval notation. | |
Solve each inequality, graph the solution on the number line, and write the solution in interval notation:
ⓐ ⓑ ⓒ
Answer
: ⓐ
ⓑ
ⓒ
Example
Solve each inequality, graph the solution on the number line, and write the solution in interval notation:
ⓐ ⓑ ⓒ
Answer
: ⓐ
ⓑ
ⓒ
Be careful when you multiply or divide by a negative number—remember to reverse the inequality sign.
Example
Solve each inequality, graph the solution on the number line, and write the solution in interval notation.
ⓐ ⓑ
Answer
: ⓐ
Solution to a.
| | |
| Divide both sides of the inequality by . Since is a negative, the inequality reverses. | |
| Simplify. | |
| Graph the solution on the number line. | |
| Write the solution in interval notation. | |
ⓑ
Solution to b.
| | |
| Multiply both sides of the inequality by . Since is a negative, the inequality reverses. | |
| Simplify. | |
| Graph the solution on the number line. | |
| Write the solution in interval notation. | |
Example
Solve each inequality, graph the solution on the number line, and write the solution in interval notation:
ⓐ ⓑ .
Answer
: ⓐ
ⓑ
Example
Solve each inequality, graph the solution on the number line, and write the solution in interval notation:
ⓐ ⓑ .
Answer
: ⓐ
ⓑ
Most inequalities will take more than one step to solve. We follow the same steps we used in the general strategy for solving linear equations, but make sure to pay close attention when we multiply or divide to isolate the variable.
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Solution
Solution to the example.
| | |
| Subtract 11y from both sides to collect the variables on the left. | |
| Simplify. | |
| Divide both sides of the inequality by −5, and reverse the inequality. | |
| Simplify. | |
| Graph the solution on the number line. | |
| Write the solution in interval notation. | |
Exercise
Solve the inequality, graph the solution on the number line, and write the solution in interval notation: .
Answer
Example
Solve the inequality, graph the solution on the number line, and write the solution in interval notation: .
Answer
When solving inequalities, it is usually easiest to collect the variables on the side where the coefficient of the variable is largest. This eliminates negative coefficients and so we don’t have to multiply or divide by a negative—which means we don’t have to remember to reverse the inequality sign.
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
: Solution to the example.
| | |
| Simplify each side as much as possible. | |
| Distribute. | |
| Combine like terms. | |
| Subtract from both sides to collect the variables on the left, since . | |
| Simplify. | |
| Add to both sides to collect the constants on the right. | |
| Simplify. | |
| Divide both sides of the inequality by ; the inequality stays the same. | |
| Simplify. | |
| Graph the solution on the number line. | |
| Write the solution in interval notation. | |
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
Just like some equations are identities and some are contradictions, inequalities may be identities or contradictions, too. We recognize these forms when we are left with only constants as we solve the inequality. If the result is a true statement, we have an identity. If the result is a false statement, we have a contradiction.
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
: Solution to the example.
| Simplify each side as much as possible. | | |
| Distribute. | | |
| Combine like terms. | | |
| Subtract from both sides to collect the variables on the left. | | |
| Simplify. | | |
| The 's are gone, and we have a true statement. | | The inequality is an identity. The solution is all real numbers. |
| Graph the solution on the number line. | | |
| Write the solution in interval notation. | | |
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
We can clear fractions in inequalities much as we did in equations. Again, be careful with the signs when multiplying or dividing by a negative.
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
: Solution to the example.
| | |
| Multiply both sides by the LCD, 24, to clear the fractions. | |
| Simplify. | |
| Combine like terms. | |
| Subtract from both sides to collect the variables on the left. | |
| Simplify. | |
| The statement is false. | The inequality is a contradiction. There is no solution. |
| Graph the solution on the number line. | |
| Write the solution in interval notation. | There is no solution. |
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
Example
Solve the inequality , graph the solution on the number line, and write the solution in interval notation.
Answer
Key Concepts
Inequalities, Number Lines, and Interval Notation
Linear Inequality
A linear inequality is an inequality in one variable that can be written in one of the following forms where a, b, and care real numbers and :
Addition and Subtraction Property of Inequality
For any numbers a, b, and c, if a<b,thena<b,then
We can add or subtract the same quantity from both sides of an inequality and still keep the inequality.
Multiplication and Division Property of Inequality
For any numbers a, b, and c,
1.4E: Exercises
1.5E: Exercises |
6531 | https://www.jstor.org/stable/3620186 | Review: [Untitled] on JSTOR
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Review: [Untitled]
Reviewed Work: The Joy of π David Blatner
Review by: Steve Abbott
The Mathematical Gazette
Vol. 82, No. 493 (Mar., 1998), pp. 145-147 (3 pages)
Published By: The Mathematical Association
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The Mathematical Gazette is the original journal of the Mathematical Association and it is now over a century old. Its readership is a mixture of school teachers, college and university lecturers, educationalists and others with an interest in mathematics. One of the world's leading journals in its field, it publishes articles about the teaching and learning of mathematics, with a focus on the 15-20 age range, and expositions of attractive areas of mathematics. Regular sections include letters, extensive book reviews and a problem corner.
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6532 | https://www.tutorchase.com/answers/igcse/chemistry/what-is-the-relationship-between-atomic-number-and-electronic-configuration | What is the relationship between atomic number and electronic configuration? | TutorChase
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Article
What is the relationship between atomic number and electronic configuration?
The atomic number of an element determines its electronic configuration.
The atomic number, also known as the proton number, is a fundamental property of an atom. It is equal to the number of protons in the nucleus of an atom. This number is unique for each element and it determines the identity of an element. For example, the atomic number of hydrogen is 1, helium is 2, and so on.
The electronic configuration of an atom refers to the arrangement of electrons in the atom's electron shells or energy levels. The electrons in an atom are arranged in a specific way, which is determined by the atomic number. The first energy level can hold up to 2 electrons, the second can hold up to 8, and the third can hold up to 8 as well. This pattern continues for the higher energy levels.
The atomic number of an element tells us the total number of electrons in a neutral atom of that element. For instance, an atom of hydrogen has an atomic number of 1, which means it has one electron. An atom of helium has an atomic number of 2, which means it has two electrons. These electrons are arranged in the energy levels according to the rules of electronic configuration.
Therefore, the atomic number directly influences the electronic configuration of an atom. By knowing the atomic number of an element, we can predict its electronic configuration. This is a fundamental concept in chemistry, as the electronic configuration of an atom determines its chemical properties and reactivity. For example, elements with similar electronic configurations often have similar chemical properties. This is the basis of the periodic table, where elements are grouped together based on their electronic configurations.
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6533 | https://www.mathcelebrity.com/search.php?q=tan%286%29 | Crop Image
tan(6)
Answer
↓Steps Explained:↓
↓Steps Explained:↓
Calculate tan(6)
tan is found using Opposite/Adjacent
Determine quadrant:
Determine quadrant:
Since 0 ≤ 6 ≤ 90 degrees
it is in Quadrant I
sin, cos and tan are positive.
Determine angle type:
Determine angle type:
6 < 90°, so it is acute
tan(6) = 0.10510423514469
Write tan(6) in terms of cot
Write tan(6) in terms of cot
Since 6° is less than 90...
We can express this as a cofunction
tan(6) = cot(90 - 6)
tan(6) = cot(84)
Special Angle Values
Special Angle Values
θ° | θrad | sin(θ) | cos(θ) | tan(θ) | csc(θ) | sec(θ) | cot(θ) || 0° | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 30° | π/6 | 1/2 | √3/2 | √3/3 | 2 | 2√3/3 | √3 |
| 45° | π/4 | √2/2 | √2/2 | 1 | √2 | √2 | 1 |
| 60° | π/3 | √3/2 | 1/2 | √3 | 2√3/3 | 2 | √3/3 |
| 90° | π/2 | 1 | 0 | N/A | 1 | 0 | N/A |
| 120° | 2π/3 | √3/2 | -1/2 | -√3 | 2√3/3 | -2 | -√3/3 |
| 135° | 3π/4 | √2/2 | -√2/2 | -1 | √2 | -√2 | -1 |
| 150° | 5π/6 | 1/2 | -√3/2 | -√3/3 | 2 | -2√3/3 | -√3 |
| 180° | π | 0 | -1 | 0 | 0 | -1 | N/A |
| 210° | 7π/6 | -1/2 | -√3/2 | √3/3 | -2 | -2√3/3 | √3 |
| 225° | 5π/4 | -√2/2 | -√2/2 | 1 | -√2 | -√2 | 1 |
| 240° | 4π/3 | -√3/2 | -1/2 | √3 | -2√3/3 | -2 | √3/3 |
| 270° | 3π/2 | -1 | 0 | N/A | -1 | 0 | N/A |
| 300° | 5π/3 | -√3/2 | 1/2 | -√3 | -2√3/3 | 2 | -√3/3 |
| 315° | 7π/4 | -√2/2 | √2/2 | -1 | -√2 | √2 | -1 |
| 330° | 11π/6 | -1/2 | √3/2 | -√3/3 | -2 | 2√3/3 | -√3 |
θ° | θrad | sin(θ) | cos(θ) | tan(θ) | csc(θ) | sec(θ) | cot(θ) || 0° | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 30° | π/6 | 1/2 | √3/2 | √3/3 | 2 | 2√3/3 | √3 |
| 45° | π/4 | √2/2 | √2/2 | 1 | √2 | √2 | 1 |
| 60° | π/3 | √3/2 | 1/2 | √3 | 2√3/3 | 2 | √3/3 |
| 90° | π/2 | 1 | 0 | N/A | 1 | 0 | N/A |
| 120° | 2π/3 | √3/2 | -1/2 | -√3 | 2√3/3 | -2 | -√3/3 |
| 135° | 3π/4 | √2/2 | -√2/2 | -1 | √2 | -√2 | -1 |
| 150° | 5π/6 | 1/2 | -√3/2 | -√3/3 | 2 | -2√3/3 | -√3 |
| 180° | π | 0 | -1 | 0 | 0 | -1 | N/A |
| 210° | 7π/6 | -1/2 | -√3/2 | √3/3 | -2 | -2√3/3 | √3 |
| 225° | 5π/4 | -√2/2 | -√2/2 | 1 | -√2 | -√2 | 1 |
| 240° | 4π/3 | -√3/2 | -1/2 | √3 | -2√3/3 | -2 | √3/3 |
| 270° | 3π/2 | -1 | 0 | N/A | -1 | 0 | N/A |
| 300° | 5π/3 | -√3/2 | 1/2 | -√3 | -2√3/3 | 2 | -√3/3 |
| 315° | 7π/4 | -√2/2 | √2/2 | -1 | -√2 | √2 | -1 |
| 330° | 11π/6 | -1/2 | √3/2 | -√3/3 | -2 | 2√3/3 | -√3 |
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Final Answer |
6534 | https://en.wikipedia.org/wiki/Constraint_(mathematics) | Jump to content
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Contents
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1 Example
2 Terminology
3 Hard and soft constraints
4 Global constraints
5 See also
6 References
7 Further reading
8 External links
Constraint (mathematics)
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From Wikipedia, the free encyclopedia
Condition of an optimization problem which the solution must satisfy
For constraints in Hamiltonian mechanics, see constraint (classical mechanics), first class constraint, primary constraint, and holonomic constraint.
| |
| This article includes a list of references, related reading, or external links, but its sources remain unclear because it lacks inline citations. Please help improve this article by introducing more precise citations. (September 2016) (Learn how and when to remove this message) |
In mathematics, a constraint is a condition of an optimization problem that the solution must satisfy. There are several types of constraints—primarily equality constraints, inequality constraints, and integer constraints. The set of candidate solutions that satisfy all constraints is called the feasible set.
Example
[edit]
The following is a simple optimization problem:
subject to
and
where denotes the vector (x1, x2).
In this example, the first line defines the function to be minimized (called the objective function, loss function, or cost function). The second and third lines define two constraints, the first of which is an inequality constraint and the second of which is an equality constraint. These two constraints are hard constraints, meaning that it is required that they be satisfied; they define the feasible set of candidate solutions.
Without the constraints, the solution would be (0,0), where has the lowest value. But this solution does not satisfy the constraints. The solution of the constrained optimization problem stated above is , which is the point with the smallest value of that satisfies the two constraints.
Terminology
[edit]
If an inequality constraint holds with equality at the optimal point, the constraint is said to be binding, as the point cannot be varied in the direction of the constraint even though doing so would improve the value of the objective function.
If an inequality constraint holds as a strict inequality at the optimal point (that is, does not hold with equality), the constraint is said to be non-binding, as the point could be varied in the direction of the constraint, although it would not be optimal to do so. Under certain conditions, as for example in convex optimization, if a constraint is non-binding, the optimization problem would have the same solution even in the absence of that constraint.
If a constraint is not satisfied at a given point, the point is said to be infeasible.
Hard and soft constraints
[edit]
If the problem mandates that the constraints be satisfied, as in the above discussion, the constraints are sometimes referred to as hard constraints. However, in some problems, called flexible constraint satisfaction problems, it is preferred but not required that certain constraints be satisfied; such non-mandatory constraints are known as soft constraints. Soft constraints arise in, for example, preference-based planning. In a MAX-CSP problem, a number of constraints are allowed to be violated, and the quality of a solution is measured by the number of satisfied constraints.
Global constraints
[edit]
Global constraints are constraints representing a specific relation on a number of variables, taken altogether. Some of them, such as the alldifferent constraint, can be rewritten as a conjunction of atomic constraints in a simpler language: the alldifferent constraint holds on n variables , and is satisfied if the variables take values which are pairwise different. It is semantically equivalent to the conjunction of inequalities . Other global constraints extend the expressivity of the constraint framework. In this case, they usually capture a typical structure of combinatorial problems. For instance, the regular constraint expresses that a sequence of variables is accepted by a deterministic finite automaton.
Global constraints are used to simplify the modeling of constraint satisfaction problems, to extend the expressivity of constraint languages, and also to improve the constraint resolution: indeed, by considering the variables altogether, infeasible situations can be seen earlier in the solving process. Many of the global constraints are referenced into an online catalog.
See also
[edit]
Constraint algebra
Karush–Kuhn–Tucker conditions
Lagrange multipliers
Level set
Linear programming
Nonlinear programming
Restriction
Satisfiability modulo theories
References
[edit]
^ Takayama, Akira (1985). Mathematical Economics (2nd ed.). New York: Cambridge University Press. p. 61. ISBN 0-521-31498-4.
^ Rossi, Francesca; Van Beek, Peter; Walsh, Toby (2006). "7". Handbook of constraint programming (1st ed.). Amsterdam: Elsevier. ISBN 9780080463643. OCLC 162587579.
^ Rossi, Francesca (2003). Principles and Practice of Constraint Programming CP 2003 00 : 9th International Conference, CP 2003, Kinsale, Ireland, September 29 October 3, 2003. Proceedings. Berlin: Springer-Verlag Berlin Heidelberg. ISBN 9783540451938. OCLC 771185146.
Further reading
[edit]
Beveridge, Gordon S. G.; Schechter, Robert S. (1970). "Essential Features in Optimization". Optimization: Theory and Practice. New York: McGraw-Hill. pp. 5–8. ISBN 0-07-005128-3.
External links
[edit]
Nonlinear programming FAQ Archived 2019-10-30 at the Wayback Machine
Mathematical Programming Glossary Archived 2010-03-28 at the Wayback Machine
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6535 | https://artofproblemsolving.com/wiki/index.php/Category:Functional_Equation?srsltid=AfmBOorrMkXp9itLsiqytUOoHMxSxnSnvAC2H2dZupro8W4Z9EJqGtvH | Art of Problem Solving
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6536 | https://www.gauthmath.com/solution/1803967938599942/3-Let-R-be-the-region-bounded-by-the-graph-y-square-root-of-x-and-y-x3-Find-the- | Question
Solution
Larry will have $1011.24 in total after 2 years.
Step 1: Calculate the interest earned in the first year by multiplying $900 by 6%: $900 6% = $54.
Step 2: Add the interest earned in the first year to the initial amount: $900 + $54 = $954.
Step 3: Calculate the interest earned in the second year on $954 at a 6% rate: $954 6% = $57.24.
Step 4: Add the interest earned in the second year to the total amount after the first year: $954 + $57.24 = $1011.24.
contact@gauthmath.com |
6537 | https://www.quora.com/How-do-I-convert-m-2-to-cm-2-And-cm-2-to-m-2 | Something went wrong. Wait a moment and try again.
Area (mathematics)
Metric Systems
Square Meter
Measurement Conversion
Units of Area
Unit Conversions
Area Computation
Conversion (math)
5
How do I convert m^2 to cm^2? And cm^2 to m^2?
Sort
Assistant
Bot
·
1y
To convert between square meters (m²) and square centimeters (cm²), you can use the following relationships:
From m² to cm²:
- Since 1 meter = 100 centimeters, then:
1
m
2
=
(
100
cm
)
2
=
10
,
000
cm
2
- To convert m² to cm², multiply by 10,000:
Area in cm
2
=
Area in m
2
×
10
,
000
2. From cm² to m²:
- To convert cm² to m², divide by 10,000:
Area in m
2
=
Area in cm
2
10
,
000
Example:
Convert 2 m² to cm²:
2
m
2
×
10
,
000
=
20
,
000
cm
2
Convert 50,000 cm² to m²:
\frac{50,000 \, \text{cm}
To convert between square meters (m²) and square centimeters (cm²), you can use the following relationships:
From m² to cm²:
- Since 1 meter = 100 centimeters, then:
1
m
2
=
(
100
cm
)
2
=
10
,
000
cm
2
- To convert m² to cm², multiply by 10,000:
Area in cm
2
=
Area in m
2
×
10
,
000
2. From cm² to m²:
- To convert cm² to m², divide by 10,000:
Area in m
2
=
Area in cm
2
10
,
000
Example:
Convert 2 m² to cm²:
2
m
2
×
10
,
000
=
20
,
000
cm
2
Convert 50,000 cm² to m²:
50
,
000
cm
2
10
,
000
=
5
m
2
Related questions
How do you convert cm^2 to m^2?
How do you convert cm (centimeter) to m^2 (meter square)?
How can one convert cm^-2 to meters?
When we convert 1m^2 to centimeters, why is it 10,000 cm^2 when it should be 100cm^2? How does the length change to 10,000cm?
How do you convert 10 m^2 to cm?
Lecta Orinosto
Why? Why? WHY ask homework questions on Quora?!
·
Author has 793 answers and 2.1M answer views
·
9y
Step 1: 100 cm = 1 m.
What do you want? The exchange rate of cm^2 to m^2. So square both sides.
Step 2: (100 cm)^2 = (1 m )^2
Step 3 (simplify): 10^4 cm^2 = 1 m^2
So if you want to convert cm^2 to m^2, divide by 10000. If you want to convert the other way around, multiply by 10000.
Promoted by Coverage.com
Johnny M
Master's Degree from Harvard University (Graduated 2011)
·
Updated Sep 9
Does switching car insurance really save you money, or is that just marketing hype?
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I tested several comparison tools and while some of them ended up spamming me with junk, there were a couple like Coverage.com and these alternatives that I now recommend to my friend.
Most insurance companies quietly raise your rate year after year. Nothing major, just enough that you don’t notice. They’re banking on you not shopping around—and to be honest, I didn’t. It always sounded like a hassle. Dozens of tabs, endless forms, phone calls I didn’t want to take.
But recently I decided to check so I used this quote tool, which compares everything in one place. It took maybe 2 minutes, tops. I just answered a few questions and it pulled up offers from multiple big-name providers, side by side. Prices, coverage details, even customer reviews—all laid out in a way that made the choice pretty obvious.
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If it’s been a while since you’ve checked your rate, do it. You might be surprised at how much you’re overpaying.
Rob Hooft
Manager, Scientist, Programmer.
·
Author has 5K answers and 9.2M answer views
·
9y
Draw it out: draw a square and put 1m at the sides. That is your square meter. Now inside, draw a small square that measures 1 cm. that will be your square centimeter. Next, realize that horizontally a hundred small squares fit to fill the large square. And similarly one hundred of those rows fit inside vertically. The total scale between the two units is therefore 100
2
.
Ilkka Vuorio
PhD in Physics, Massachusetts Institute of Technology (Graduated 1987)
·
Author has 17.7K answers and 2.2M answer views
·
11mo
The only things you need to know is that c = centi = 1/100. And that it’s attached to the “m” following it by a multiplication sign (which isn’t written down). Once you know these elementary things, all the unit conversion in the SI system become trivial. WAY easier than Imperial.
Related questions
How do you convert cm^2 to m^2?
How do you convert cm (centimeter) to m^2 (meter square)?
How can one convert cm^-2 to meters?
When we convert 1m^2 to centimeters, why is it 10,000 cm^2 when it should be 100cm^2? How does the length change to 10,000cm?
How do you convert 10 m^2 to cm?
How do you convert m to cm and mm?
How many cm are in 1 2 inches?
How many 1/4 cups does it take to make a 2/3 cup?
How many cm are there in 1 m^2?
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How can you convert from m/s to m/s^2?
What is 1 cm for every 5 km?
An inch is 2.5 cm. That means 180 cm is 72 inches. If 72 inches is 6 feet, why is 180 cm 5 feet 11?
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6538 | https://www.youtube.com/watch?v=q9YupUH37NQ | Inclusive vs. Exclusive Interquartile Range
PsychExamReview
81100 subscribers
99 likes
Description
5300 views
Posted: 15 Feb 2023
In this video I explain the difference between calculating an exclusive interquartile range and an inclusive interquartile range. While we generally use an exclusive interquartile range with an even set of scores, when we have an odd-numbered set of scores we can choose which method we'd like to use. The inclusive method will tend to give us a slightly smaller interquartile range by increasing the 25th percentile and decreasing the 75th percentile.
13 comments
Transcript:
Hi, I'm Michael Corayer and this is Psych Exam
Review. In the video explaining the interquartile range I didn't go into detail on the fact that
there's actually two different calculations for finding the interquartile range. These are
an inclusive method and an exclusive method, and this refers to whether we're including the
median as being part of our upper and lower halves of the data or if we're excluding the median. Now
if we're excluding the median what we're really saying is that the lower half of the data is less
than the median and the upper half is greater than the median. But if we're using an inclusive method
what we're saying is the lower half of our data is less than or equal to the median and the upper
half of the data is greater than or equal to the median. This will slightly change the boundaries
of where our 25th and 75th percentiles lie and this means that it will slightly change the
interquartile range. If we have an even number of scores then we naturally tend to exclude
the median because it falls between two of our values. It's the mean of the two middle scores;
it's not actually one of the values of our data, so it makes sense to exclude it from being part of
the upper and lower halves of our data. So let's take a look at a set of 10 scores and see what I
mean. Since we have 10 scores our median is going to be the mean of the 5th and 6th positions: 9
and 11. So this gives us a median of 10. And we can see that this line for 10 neatly divides our
data into two halves and now we take the median of each of those two halves to find the 25th and
75th percentiles. So we have a 25th percentile of 6 and a 75th percentile of 15. This gives us
an interquartile range of 15 minus 6 equals 9. Now in this case we're excluding the median
because it's not actually one of our values. So it makes sense to say that well 10 is not really
part of the lower half of the data and it's not part of the upper half of the data. But in the
case of an odd number of scores we can see that our median is going to be one of our values and
that means we might want to include it as being part of the lower and upper halves of the data.
So let's take a look at a group of 11 scores. In this case our median is going to be the
6th position, which gives us a median of 11. Now if we want to find an exclusive interquartile
range we're going to ignore this 11. We're going to define the lower half as being below this and
the upper half as being above it. So now we find the medians of those two halves and we get a 25th
percentile of 4 and a 75th percentile of 18. So to find our exclusive interquartile range we take
18 minus 4 equals 14. But we could decide to do an inclusive interquartile range here. This
means we'd say that the lower half of our data extends up to and including 11 and the upper
half of our data starts at 11 and moves up. This means that the 25th percentile will
be the mean of 4 and 5, which would be 4.5 and the 75th percentile would be the
mean of 16 and 18 which would be 17. So now we'd have an inclusive interquartile
range of 17 minus 4.5 equals 12.5. As we can now see, if we use this inclusive method
we'll tend to get a slightly smaller interquartile range. This is because by including the median
as part of the lower and upper halves we're moving the 25th percentile up and we're pulling
the 75th percentile down, so we're looking at a narrower range of our data now. Depending on
our data, this distinction between an inclusive and exclusive interquartile range might be
trivial or we might find if we have repeated scores around those points that it actually
doesn't change the interquartile range at all. This distinction isn't always fully explained
in introductory statistics textbooks but I think it's important to understand that there's two
calculations and to understand the difference between them. It can also help you understand why
the same data set in different software programs might lead to slightly different interquartile
ranges if one is using an inclusive method and the other is using an exclusive method.
I hope you found this helpful. If so, let me know in the comments, like and
subscribe, and make sure to check out the hundreds of other psychology tutorials that
I have on the channel. Thanks for watching! |
6539 | https://www.xconvert.com/unit-converter/feet-per-second-to-metres-per-second | Feet per second (ft/s) to Metres per second (m/s) conversion
Feet per second to Metres per second conversion table
| Feet per second (ft/s) | Metres per second (m/s) |
--- |
| 0 | 0 |
| 1 | 0.30479991872 |
| 2 | 0.60959983744 |
| 3 | 0.91439975616 |
| 4 | 1.21919967488 |
| 5 | 1.5239995936 |
| 6 | 1.82879951232 |
| 7 | 2.13359943104 |
| 8 | 2.43839934976 |
| 9 | 2.74319926848 |
| 10 | 3.0479991872 |
| 20 | 6.0959983744 |
| 30 | 9.1439975616 |
| 40 | 12.1919967488 |
| 50 | 15.239995936 |
| 60 | 18.2879951232 |
| 70 | 21.3359943104 |
| 80 | 24.3839934976 |
| 90 | 27.4319926848 |
| 100 | 30.479991872 |
| 1000 | 304.79991872 |
How to convert feet per second to metres per second?
Converting between feet per second (fps) and meters per second (m/s) is a common task in physics and engineering. This section explains how to perform these conversions, providing formulas and examples for practical understanding.
Understanding the Conversion Factor
The core of the conversion lies in the relationship between feet and meters. One foot is defined as exactly 0.3048 meters. This constant is the key to converting between the two units of speed.
Therefore, to convert feet per second to meters per second, you multiply by this conversion factor.
Converting Feet per Second to Meters per Second
To convert from feet per second to meters per second, use the following formula:
For example, to convert 1 foot per second to meters per second:
So, 1 foot per second is equal to 0.3048 meters per second.
Converting Meters per Second to Feet per Second
To convert from meters per second to feet per second, you divide by the same conversion factor (0.3048):
Or, equivalently, multiply by the reciprocal of 0.3048, which is approximately 3.28084:
For example, to convert 1 meter per second to feet per second:
So, 1 meter per second is approximately equal to 3.28084 feet per second.
Notable Figures and Historical Context
While the conversion itself is straightforward, the use of these units is rooted in different measurement systems. The foot is a customary unit primarily used in the United States and a few other countries, while the meter is a base unit in the International System of Units (SI), used globally for scientific and most engineering applications. The standardization of these measurements has been influenced by scientific figures like the members of the French Academy of Sciences, who helped establish the metric system in the late 18th century.
Real-World Examples
Running Speed: An average jogging speed might be around 6 mph, which is approximately 8.8 feet per second. In meters per second:
Wind Speed: A moderate breeze might be 15 mph, which is approximately 22 feet per second. In meters per second:
Car Speed: A car traveling at 60 mph is roughly 88 feet per second. In meters per second:
See below section for step by step unit conversion with formulas and explanations. Please refer to the table below for a list of all the Metres per second to other unit conversions.
What is Feet per Second?
Feet per second (fps) is a unit of speed expressing the distance in feet traveled per second. It's commonly used in various fields, including sports, engineering, and meteorology, to quantify how fast an object is moving.
Formation of Feet per Second
Feet per second is derived from two fundamental units:
Feet (ft): A unit of length in the imperial and US customary systems.
Second (s): The base unit of time in the International System of Units (SI).
The unit is formed by dividing a distance measured in feet by a time measured in seconds:
Real-World Examples and Applications
Sports: A baseball pitch can reach speeds of 90-100 mph, which is approximately 132-147 fps.
Meteorology: Wind speed is often measured in feet per second, especially in aviation and weather forecasting. For example, a moderate breeze might be around 15-20 fps.
Engineering: Calculating the speed of a vehicle or fluid flow in a pipe. For instance, water flowing through a pipe at 10 fps.
Ballistics: Measuring the muzzle velocity of a bullet, which can range from 800 fps to over 3000 fps depending on the firearm and ammunition.
Relationship to Other Speed Units
Feet per second can be converted to other common units of speed using the following relationships:
Miles per hour (mph): 1 fps ≈ 0.681818 mph
Meters per second (m/s): 1 fps ≈ 0.3048 m/s
Kilometers per hour (km/h): 1 fps ≈ 1.09728 km/h
Notable Associations and Facts
While there isn't a specific law or person directly associated with the invention or formalization of feet per second, its usage is deeply ingrained in fields that involve motion and speed measurements.
Galileo Galilei: His work on motion and free fall laid the groundwork for understanding speed and acceleration, though he didn't use the modern unit of feet per second.
Speed of Sound: At sea level and 20°C, the speed of sound is approximately 1125 fps. This is a critical value in acoustics and aerodynamics. Read more about speed of sound from NASA Glenn Research Center.
Quick Conversions
Here are some common speeds converted to feet per second:
30 mph ≈ 44 fps
60 mph ≈ 88 fps
100 mph ≈ 146.67 fps
What is metres per second?
What is Metres per second?
Metres per second (m/s) is the standard unit of speed (scalar) or velocity (vector) in the International System of Units (SI). It represents the distance traveled in metres during each second. Understanding this unit is crucial in physics and everyday applications for quantifying motion.
Understanding Metres per Second
Definition
Metres per second (m/s) is a derived unit, meaning it's defined in terms of base SI units: the metre (m) for length and the second (s) for time. It expresses how many metres an object travels in one second.
Formula
Speed or velocity is calculated as:
Where:
= speed or velocity (m/s)
= distance traveled (m)
= time taken (s)
Formation of Metres per Second
The unit is formed by dividing a distance measured in metres by a time measured in seconds. This gives you the rate at which an object is moving.
For example, if a car travels 100 metres in 10 seconds, its average speed is:
Notable Associations
Galileo Galilei
Galileo Galilei, a prominent figure in physics and astronomy, significantly contributed to our understanding of motion. While he didn't use the modern unit of m/s, his experiments with falling objects and motion on inclined planes laid the groundwork for understanding speed and acceleration, concepts directly related to metres per second.
Isaac Newton
Isaac Newton used the concepts of distance and time in his laws of motion. The first law states that an object in motion stays in motion with the same speed and in the same direction unless acted upon by a force. This constant speed is very related to meters per second.
Real-World Examples
Walking Speed
A typical walking speed is around 1.4 m/s.
Sprinting Speed
An Olympic sprinter can reach speeds of around 10-12 m/s.
Car Speed
A car traveling at 60 km/h is moving at approximately 16.67 m/s. ()
Speed of Sound
The speed of sound in dry air at 20°C is approximately 343 m/s.
Orbital Speed
The International Space Station orbits Earth at approximately 7,660 m/s.
Conversion to Other Units
Metres per second can be converted to other common units of speed:
Kilometres per hour (km/h): Multiply m/s by 3.6. ()
Miles per hour (mph): Multiply m/s by 2.237. ()
Knots (kn): Multiply m/s by 1.944. ()
Complete Feet per second conversion table
| Convert 1 ft/s to other units | Result |
--- |
| Feet per second to Metres per second (ft/s to m/s) | 0.30479991872 |
| Feet per second to Kilometres per hour (ft/s to km/h) | 1.097279707392 |
| Feet per second to Millimeters per hour (ft/s to mm/h) | 1097279.707392 |
| Feet per second to Miles per hour (ft/s to mph) | 0.681818 |
| Feet per second to Knots (ft/s to knot) | 0.5924838739671 |
| Feet per second to Feet per minute (ft/s to ft/min) | 60.000176000563 |
| Feet per second to Inches per hour (ft/s to in/h) | 43207.73130545 |
Speed conversions
Feet per second to Metres per second (ft/s to m/s)
Feet per second to Kilometres per hour (ft/s to km/h)
Feet per second to Millimeters per hour (ft/s to mm/h)
Feet per second to Miles per hour (ft/s to mph)
Feet per second to Knots (ft/s to knot)
Feet per second to Feet per minute (ft/s to ft/min)
Feet per second to Inches per hour (ft/s to in/h) |
6540 | https://quicktakes.io/learn/chemistry/questions/what-distinguishes-monoprotic-acids-from-diprotic-and-triprotic-acids | Student Question : What distinguishes monoprotic acids from diprotic and triprotic acids? | Chemistry | QuickTakes
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What distinguishes monoprotic acids from diprotic and triprotic acids?
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Answer
Monoprotic, diprotic, and triprotic acids are distinguished by the number of ionizable hydrogen ions (protons) they can donate per molecule during acid-base reactions.
Monoprotic Acids: These acids can donate only one proton (H+) per molecule. Examples include hydrochloric acid (HCl), hydrobromic acid (HBr), and nitric acid (HNO3). During an acid-base titration, they transfer a single H+ ion.
Diprotic Acids: These acids can donate two protons per molecule. They undergo ionization in two steps, with the first ionization typically occurring to a greater extent than the second. A common example is sulfuric acid (H2SO4), which can release two protons sequentially.
Triprotic Acids: These acids can donate three protons per molecule. They also ionize in a stepwise manner, with each subsequent loss of a proton becoming less favorable. An example of a triprotic acid is phosphoric acid (H3PO4).
In summary, the key distinction lies in the number of protons each type of acid can donate: monoprotic acids donate one, diprotic acids donate two, and triprotic acids donate three.
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Central Limit Theorem | Formula, Definition & Examples
Central Limit Theorem | Formula, Definition & Examples
Published on July 6, 2022 by Shaun Turney. Revised on June 22, 2023.
The central limit theorem states that if you take sufficiently large samples from a population, the samples’ means will be normally distributed, even if the population isn’t normally distributed.
Table of contents
What is the central limit theorem?
Central limit theorem formula
Sample size and the central limit theorem
Conditions of the central limit theorem
Importance of the central limit theorem
Central limit theorem examples
Practice questions
Other interesting articles
Frequently asked questions about the central limit theorem
What is the central limit theorem?
The central limit theorem relies on the concept of a sampling distribution, which is the probability distribution of a statistic for a large number of samples taken from a population.
Imagining an experiment may help you to understand sampling distributions:
Suppose that you draw a random sample from a population and calculate a statistic for the sample, such as the mean.
Now you draw another random sample of the same size, and again calculate the mean.
You repeat this process many times, and end up with a large number of means, one for each sample.
The distribution of the sample means is an example of a sampling distribution.
The central limit theorem says that the sampling distribution of the mean will always be normally distributed, as long as the sample size is large enough. Regardless of whether the population has a normal, Poisson, binomial, or any other distribution, the sampling distribution of the mean will be normal.
A normal distribution is a symmetrical, bell-shaped distribution, with increasingly fewer observations the further from the center of the distribution.
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Central limit theorem formula
Fortunately, you don’t need to actually repeatedly sample a population to know the shape of the sampling distribution. The parameters of the sampling distribution of the mean are determined by the parameters of the population:
The mean of the sampling distribution is the mean of the population.
The standard deviation of the sampling distribution is the standard deviation of the population divided by the square root of the sample size.
We can describe the sampling distribution of the mean using this notation:
Where:
X̄ is the sampling distribution of the sample means
~ means “follows the distribution”
N is the normal distribution
µ is the mean of the population
σ is the standard deviation of the population
n is the sample size
Sample size and the central limit theorem
The sample size (n) is the number of observations drawn from the population for each sample. The sample size is the same for all samples.
The sample size affects the sampling distribution of the mean in two ways.
1. Sample size and normality
The larger the sample size, the more closely the sampling distribution will follow a normal distribution.
When the sample size is small, the sampling distribution of the mean is sometimes non-normal. That’s because the central limit theorem only holds true when the sample size is “sufficiently large.”
By convention, we consider a sample size of 30 to be “sufficiently large.”
When n < 30, the central limit theorem doesn’t apply. The sampling distribution will follow a similar distribution to the population. Therefore, the sampling distribution will only be normal if the population is normal.
When n ≥ 30, the central limit theorem applies. The sampling distribution will approximately follow a normal distribution.
2. Sample size and standard deviations
The sample size affects the standard deviation of the sampling distribution. Standard deviation is a measure of the variability or spread of the distribution (i.e., how wide or narrow it is).
When n is low, the standard deviation is high. There’s a lot of spread in the samples’ means because they aren’t precise estimates of the population’s mean.
When n is high, the standard deviation is low. There’s not much spread in the samples’ means because they’re precise estimates of the population’s mean.
Conditions of the central limit theorem
The central limit theorem states that the sampling distribution of the mean will always follow a normal distribution under the following conditions:
The sample size is sufficiently large. This condition is usually met if the sample size is n ≥ 30.
The samples are independent and identically distributed (i.i.d.) random variables. This condition is usually met if the sampling is random.
The population’s distribution has finite variance. Central limit theorem doesn’t apply to distributions with infinite variance, such as the Cauchy distribution. Most distributions have finite variance.
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Importance of the central limit theorem
The central limit theorem is one of the most fundamental statistical theorems. In fact, the “central” in “central limit theorem” refers to the importance of the theorem.
Central limit theorem examples
Applying the central limit theorem to real distributions may help you to better understand how it works.
Continuous distribution
Suppose that you’re interested in the age that people retire in the United States. The population is all retired Americans, and the distribution of the population might look something like this:
Age at retirement follows a left-skewed distribution. Most people retire within about five years of the mean retirement age of 65 years. However, there’s a “long tail” of people who retire much younger, such as at 50 or even 40 years old. The population has a standard deviation of 6 years.
Imagine that you take a small sample of the population. You randomly select five retirees and ask them what age they retired.
Example: Central limit theorem; sample of n = 5
| | | | | |
--- ---
| 68 | 73 | 70 | 62 | 63 |
The mean of the sample is an estimate of the population mean. It might not be a very precise estimate, since the sample size is only 5.
Suppose that you repeat this procedure 10 times, taking samples of five retirees, and calculating the mean of each sample. This is a sampling distribution of the mean.
Example: Central limit theorem; means of 10 small samples
| | | | | | | | | | |
--- --- --- --- --- |
| 60.8 | 57.8 | 62.2 | 68.6 | 67.4 | 67.8 | 68.3 | 65.6 | 66.5 | 62.1 |
If you repeat the procedure many more times, a histogram of the sample means will look something like this:
Although this sampling distribution is more normally distributed than the population, it still has a bit of a left skew.
Notice also that the spread of the sampling distribution is less than the spread of the population.
The central limit theorem says that the sampling distribution of the mean will always follow a normal distribution when the sample size is sufficiently large. This sampling distribution of the mean isn’t normally distributed because its sample size isn’t sufficiently large.
Now, imagine that you take a large sample of the population. You randomly select 50 retirees and ask them what age they retired.
Example: Central limit theorem; sample of n = 50
| | | | | | | | | | |
--- --- --- --- --- |
| 73 | 49 | 62 | 68 | 72 | 71 | 65 | 60 | 69 | 61 |
| 62 | 75 | 66 | 63 | 66 | 68 | 76 | 68 | 54 | 74 |
| 68 | 60 | 72 | 63 | 57 | 64 | 65 | 59 | 72 | 52 |
| 52 | 72 | 69 | 62 | 68 | 64 | 60 | 65 | 53 | 69 |
| 59 | 68 | 67 | 71 | 69 | 70 | 52 | 62 | 64 | 68 |
The mean of the sample is an estimate of the population mean. It’s a precise estimate, because the sample size is large.
Again, you can repeat this procedure many more times, taking samples of fifty retirees, and calculating the mean of each sample:
In the histogram, you can see that this sampling distribution is normally distributed, as predicted by the central limit theorem.
The standard deviation of this sampling distribution is 0.85 years, which is less than the spread of the small sample sampling distribution, and much less than the spread of the population. If you were to increase the sample size further, the spread would decrease even more.
We can use the central limit theorem formula to describe the sampling distribution:
µ = 65
σ = 6
n = 50
Discrete distribution
Approximately 10% of people are left-handed. If we assign a value of 1 to left-handedness and a value of 0 to right-handedness, the probability distribution of left-handedness for the population of all humans looks like this:
The population mean is the proportion of people who are left-handed (0.1). The population standard deviation is 0.3.
Imagine that you take a random sample of five people and ask them whether they’re left-handed.
Example: Central limit theorem; sample of n = 5
| | | | | |
--- ---
| 0 | 0 | 0 | 1 | 0 |
The mean of the sample is an estimate of the population mean. It might not be a very precise estimate, since the sample size is only 5.
Imagine you repeat this process 10 times, randomly sampling five people and calculating the mean of the sample. This is a sampling distribution of the mean.
Example: Central limit theorem; means of 10 small samples
| | | | | | | | |
--- --- --- --- |
| 0 | 0 | 0.4 | 0.2 | 0.2 | 0 | 0.4 | 0 |
If you repeat this process many more times, the distribution will look something like this:
The sampling distribution isn’t normally distributed because the sample size isn’t sufficiently large for the central limit theorem to apply.
As the sample size increases, the sampling distribution looks increasingly similar to a normal distribution, and the spread decreases:
n = 10
n = 20
n = 30
n = 100
The sampling distribution of the mean for samples with n = 30 approaches normality. When the sample size is increased further to n = 100, the sampling distribution follows a normal distribution.
We can use the central limit theorem formula to describe the sampling distribution for n = 100.
µ = 0.1
σ = 0.3
n = 100
Practice questions
Other interesting articles
If you want to know more about statistics, methodology, or research bias, make sure to check out some of our other articles with explanations and examples.
Statistics
Confidence interval
Kurtosis
Descriptive statistics
Measures of central tendency
Correlation coefficient
p value
Methodology
Cluster sampling
Stratified sampling
Types of interviews
Case study
Cohort study
Thematic analysis
Research bias
Implicit bias
Cognitive bias
Survivorship bias
Availability heuristic
Nonresponse bias
Regression to the mean
Frequently asked questions about the central limit theorem
What is a normal distribution?
: In a normal distribution, data are symmetrically distributed with no skew. Most values cluster around a central region, with values tapering off as they go further away from the center.
The measures of central tendency (mean, mode, and median) are exactly the same in a normal distribution.
What are the three types of skewness?
: The three types of skewness are:
Right skew (also called positive skew). A right-skewed distribution is longer on the right side of its peak than on its left.
Left skew (also called negative skew). A left-skewed distribution is longer on the left side of its peak than on its right.
Zero skew. It is symmetrical and its left and right sides are mirror images.
Why are samples used in research?
: Samples are used to make inferences about populations. Samples are easier to collect data from because they are practical, cost-effective, convenient, and manageable.
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Shaun Turney
During his MSc and PhD, Shaun learned how to apply scientific and statistical methods to his research in ecology. Now he loves to teach students how to collect and analyze data for their own theses and research projects.
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6542 | https://orinanobworld.blogspot.com/2012/08/step-functions-and-mixed-functions.html | OR in an OB World: Step Functions and Mixed Functions
OR in an OB World
A mix of operations research items and software tricks that I'll probably forget if I don't write them down somewhere.
Monday, August 27, 2012
Step Functions and Mixed Functions
Someone asked me (elsewhere) about modeling, in a mathematical program, a piece-wise linear function that was a mixture of steps and linear segments. Since it contains step functions, it is neither continuous nor convex, but nonetheless it can be modeled within a mixed-integer linear program (MILP). Here is a sketch of a sample function.
I drew this with one diagonal linear segment, at the right end, but what follows will work for any mixture of steps and linear segments. If you are wondering why the heights are listed at y 2,y 4,y 6 y 2,y 4,y 6, it will become clear in a minute. The labeling is a bit fuzzy (sorry about that). The annotation of the diagonal segment is y=m x+b y=m x+b.
The key to modeling this is recognizing that every point on the graph is a linear combination of two adjacent endpoints. (The endpoints are the ones represented by dots on the graph.) There are nine endpoints on the graph, which we will designate as (x 1,y 1),…,(x 9,y 9)(x 1,y 1),…,(x 9,y 9), as shown in the second sketch. For the modeling trick to work, it is necessary that the domain of the function be bounded (in this case 0≤x≤x 9 0≤x≤x 9).
Hopefully the reason for the subscripts of the ordinates of the horizontal segments is now apparent
Let y y be the value of the function. We introduce continuous variables μ 1,…,μ 9∈[0,1]μ 1,…,μ 9∈[0,1], which will be the weights of a convex combination of the graph points. Both x x and y y are expressed using these weights:x=μ 1 x 1+⋯+μ 9 x 9 y=μ 1 y 1+⋯+μ 9 y 9 μ 1+⋯+μ 9=1.x=μ 1 x 1+⋯+μ 9 x 9 y=μ 1 y 1+⋯+μ 9 y 9 μ 1+⋯+μ 9=1.
What makes this work is that we also make the weights {μ 1,…,μ 9}{μ 1,…,μ 9} a type 2 special ordered set (SOS2), specified in index order. This tells the browser that at most two of the weights can be nonzero and, if there are two nonzero weights, they must be consecutive in the stated order (e.g., μ 3=0.4,μ 4=0.6 μ 3=0.4,μ 4=0.6 is fine but μ 2=0.4,μ 7=0.6 μ 2=0.4,μ 7=0.6 is invalid). The SOS2 restriction essentially forces the solver to select one segment of the graph, whether horizontal, diagonal or even vertical; the weights then select one point on the segment. If y y is part of the objective, and the chosen segment happens to be vertical, it's a safe bet that one of the weights will be 1 and the rest 0 (picking whichever endpoint of the segment better suits the objective direction).
Although the weight variables are continuous, introducing the SOS2 constraint will effectively turn the problem into a MILP even if it otherwise would have been a linear program (LP).
There are other ways to model this type of function. In particular, anything done with SOS1 or SOS2 constraints can be done with binary variables and linear constraints involving those binaries.
Related posts:
Piecewise-linear Functions in Math Programs
Modeling the All Units Discount
Piecewise-linear Functions Redux
Modeling Absolute Values
Piecewise Linear Functions in CPLEX
Posted by Paul A. Rubin at 6:31 PM
Labels: math programming
7 comments:
UnknownAugust 28, 2012 at 3:23 PM
Professor Rubin,
Nice article indeed. Thanks a lot.
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1. Image 6 Paul A. RubinAugust 28, 2012 at 3:31 PM
You're very welcome.
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DewanSeptember 11, 2012 at 11:21 AM
Dear Paul,
If a convex continues curve instead of step function is in two adjacent endpoints, then is it possible to apply your proposed techniques to model it?
Regards,
Dewan
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Replies
1. Image 8 Paul A. RubinSeptember 11, 2012 at 11:36 AM
That depends what you mean by "curve". The technique above works for any piecewise-linear function (any mix of steps and linear segments). If your "curve" is nonlinear, you can do the same things, but you are now dealing with an MINLP (mixed integer nonlinear program), and you need a solver that can solve MINLPs. I don't work with MINLPs, so I don't know which solvers are commonly used and how (or if) they handle SOS constraints.
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2. Image 9 DewanSeptember 11, 2012 at 11:57 AM
Thanks for your quick reply.
In my case, "curve" is a quadratic equation, which is nonlinear for sure. But, the quadratic equation can be piecewise linearized. In details, a function which consists of some finite number of segments (which are known) and all the segments are quadratic equation. I think in this case the problem can be with a MILP solver. My idea is: solver should select the optimal segment at first, then piecewise linear technique is applied to the selected segment to find the optimal solution. Here I want to mention that the whole function at once is a non-convex non differential function. But each segment individually is convex. I am afraid that the could be full of SOS variables. Can I apply your proposed techniques to model it?
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3. Image 10 Paul A. RubinSeptember 12, 2012 at 2:58 PM
When you say "the quadratic equation can be piecewise linearized", you mean the function (or each quadratic segment of the function) can be approximated by a piecewise-linear function, right? If so, then yes, you can use SOS2 to convert the approximate problem into a MILP. When you say "solver should select the optimal segment at first, then piecewise linear technique is applied to the selected segment to find the optimal solution" you lose me. If you mean select the optimal quadratic segment, no; that would require a MINLP solver. If you are talking about first doing a pw-linear approximation, then solving, then refining the approximation near the "optimal" solution and solving again, you can try that. It likely will produce a good answer, but I'm not at all sure you can prove that it converges to an optimal solution to the original (nonlinear, nonconvex) problem.
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4. Image 11 DewanSeptember 13, 2012 at 8:21 AM
Thank you again. Yes, I will give a try to first model the piecewise-linear approximation, then will send them to find a optimal solution of the approximated function.
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About Me
Paul A. RubinI am Professor Emeritus of Management Science, retired from the Eli Broad College of Business at Michigan State University. My primary research interest is in the application of integer programming models and algorithms. In addition to research interests, I am active in the INFORMS Pro Bono Analytics project.View my complete profile
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6543 | https://www.mathsisfun.com/algebra/trig-solving-ssa-triangles.html | Solving SSA Triangles
Triangle Solving Practice
The Law of Sines
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Solving SSA Triangles
"SSA" means "Side, Side, Angle"
"SSA" is when we know two sides and an angle that is not the angle between the sides.
To solve an SSA triangle
use The Law of Sines first to calculate one of the other two angles
then use the three angles add to 180° to find the other angle
finally use The Law of Sines again to find the unknown side
Example 1
In this triangle we know
angle B = 31°
b = 8
and c = 13
In this case, we can use The Law of Sines first to find angle C:
sin(C)/c = sin(B)/b
sin(C)/13 = sin(31°)/8
sin(C) = (13×sin(31°))/8
sin(C) = 0.8369...
C = sin−1(0.8369...)
C = 56.818...° ( but see below)
C =56.8° to one decimal place
Next, we can use the three angles add to 180° to find angle A:
A = 180° − 31° − 56.818...°
A = 92.181...° =92.2° to one decimal place
Now we can use The Law of Sines again to find a:
a/sin(A) = b/sin(B)
a/sin(92.181...°) = 8/sin(31°)
Notice that we didn't use A = 92.2°, that angle is rounded to 1 decimal place. It's much better to use the unrounded number 92.181...° which should still be on our calculator from the last calculation.
a = (sin(92.181...°) × 8)/sin(31°)
a =15.52 to 2 decimal places
So, we have completely solved the triangle ...
... or have we?
Back when we calculated:
C = sin−1(0.8369...)
C = 56.818...°
We didn't include that sin−1(0.8369...) might have two answers (see Law of Sines):
The other answer for C is 180° − 56.818...°
Here you can see why we have two possible answers:
By swinging side "8" left and right we can
join up with side "a" in two possible locations.
So let's go back and continue our example:
The other possible angle is:
C = 180° − 56.818...°
C =123.2° to one decimal place
With a new value for C we will have new values for angle A and side a
Use "the three angles add to 180°" to find angle A:
A = 180° − 31° − 123.181...°
A = 25.818...°
A =25.8° to one decimal place
Now we can use The Law of Sines again to find a:
a/sin(A) = b/sin(B)
a/sin(25.818...°) = 8/sin(31°)
a = (sin(25.818...°)×8)/sin(31°)
a =6.76 to 2 decimal places
So the two sets of answers are:
C = 56.8°, A = 92.2°, a = 15.52
C = 123.2°, A = 25.8°, a = 6.76
Example 2
This is also an SSA triangle.
In this triangle we know angle M = 125°, m = 12.4 and l = 7.6
We will use The Law of Sines to find angle L first:
sin(L)/l = sin(M)/m
sin(L)/7.6 = sin(125°)/12.4
sin(L) = (7.6×sin(125°))/12.4
sin(L) = 0.5020...
L = 30.136...°
L =30.1° to one decimal place
Next, we will use "the three angles add to 180°" to find angle N:
N = 180° − 125° − 30.136...°
N = 24.863...°
N =24.9° to one decimal place
Now we will use The Law of Sines again to find n:
n/sin(N) = m/sin(M)
n/sin(24.863...°) = 12.4/sin(125°)
n = (sin(24.863...°)×12.4)/sin(125°)
n =6.36 to 2 decimal places
Note there is only one answer in this case. The "12.4" line only joins up one place.
The other possible answer for L is 149.9°. But that is impossible because we already have M = 125° and a triangle can't have two angles greater than 90°.
Conclusion:
When solving a "Side, Side, Angle" triangle we start with the Law of Sines, but need to check if there is another possible answer!
Mathopolis:Q1)Q2)Q3)Q4)Q5)Q6)Q7)Q8)Q9)Q10)
Triangle Solving PracticeThe Law of SinesThe Law of CosinesSolving TrianglesTrigonometry IndexAlgebra Index
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6544 | https://www.eecis.udel.edu/~weile/ELEG648Spring06/Resources/Excitation.pdf | Waveguides Free Space Modal Excitation Daniel S. Weile Department of Electrical and Computer Engineering University of Delaware ELEG 648—Modal Excitation in Cartesian Coordinates D. S. Weile Modal Excitation Waveguides Free Space Outline 1 Waveguides Aperture Excitation Current Excitation D. S. Weile Modal Excitation Waveguides Free Space Outline 1 Waveguides Aperture Excitation Current Excitation 2 Free Space Apertures in a Ground Plane Plane Current Sheets D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Outline 1 Waveguides Aperture Excitation Current Excitation 2 Free Space Apertures in a Ground Plane Plane Current Sheets D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Excitation of Waveguides Our discussion so far has ignored how energy might be coupled into guides.
After all a mode is by definition a solution that can exist without a source.
How are modes excited?
Let us consider our standard guide. Over the z = 0 plane, let us assume Ex = 0 Ey = f(x, y) We further assume the waveguide is matched somewhere for z > 0 and seek the solution for the modes launched.
D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Modal Expansion Since Ex = 0 we look for TEx solutions. We can thus write a Modal Expansion for ψ ψ = ∞ X m=1 ∞ X n=0 Amn sin mπx a cos nπy b e−γmnz To find the Amn we must impose f(x, y) = Ey|z=0 = ∞ X m=1 ∞ X n=0 γmnAmn sin mπx a cos nπy b How do we find the coefficients?
D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Aside: Useful Notation Two “functions” that often arise in mathematical physics are the Kronecker Delta δmn = 1 if m = n 0 otherwise and the ever present and strangely named Neumann’s Number ϵn = 1 if n = 0 2 if n ̸= 0 D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Aside: Orthogonal Functions Note the Orthogonality Relations a Z 0 sin mπx a sin nπx a dx = a 2δmn for m, n = 1, 2, . . .
a Z 0 cos mπx a cos nπx a dx = a ϵm δmn for m, n = 0, 1, 2, . . .
a Z 0 sin mπx a cos nπx a dx = 0 for m, n = 0, 1, 2, . . .
Know these!
D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Finding the Coefficients To find the coefficients, we multiply and integrate: a Z 0 b Z 0 f(x, y) sin m′πx a cos n′πy b dxdy = ∞ X m=1 ∞ X n=0 γmnAmn a Z 0 b Z 0 sin mπx a cos nπy b sin m′πx a cos n′πy b dxdy = ∞ X m=1 ∞ X n=0 γmnAmn ab 2ϵn′ δmm′δnn′ = γm′n′Am′n′ ab 2ϵn′ Thus Amn = 2ϵn abγmn a Z 0 b Z 0 f(x, y) sin mπx a cos nπy b dxdy D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Observations A similar procedure can be followed if the magnetic field is given.
Excitation by a field with both x- and y-components can be solved by superposition.
Note that A finite number of modes propagates.
An infinite number of modes evanesces.
How can we excite a given mode? Can we avoid exciting some modes entirely? How?
D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Power Flow Because our modes are TEx, we can compute the power flow in the guide using P = − a Z 0 b Z 0 [EyH∗ x]z=0 dxdy.
Plugging in P = a Z 0 dx b Z 0 dy " ∞ X m=1 ∞ X n=0 Emn sin mπx a cos nπy b # × ∞ X p=1 ∞ X q=0 k2 − pπ a 2 jωµγ∗ pq E∗ pq sin pπx a cos qπy b Why do we use different variables in the two summations?
D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Power Flow Thus P = ∞ X m=1 ∞ X n=0 ∞ X p=1 ∞ X q=0 k2 − pπ a 2 jωµγ∗ pq E∗ pqEmn a Z 0 dx sin mπx a sin pπx a × b Z 0 dy cos nπy b cos qπy b = ∞ X m=1 ∞ X n=0 ab 2ϵn k2 − mπ a 2 jωµγ∗ mn |Emn|2 = ∞ X m=1 ∞ X n=0 ab 2ϵn (Y0)∗ mn |Emn|2 where (Y0)mn is the modal admittance.
Thus, each mode carries its own power.
D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Waveguide Junction Consider the junction between the waveguides below. Their width is a.
y z c b We assume the field in the junction is Ey|z=0 ≈ sin πx a y < c 0 y > c D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Waveguide Junction Now, we have seen that the field in the junction is given by f(x, y) = Ey|z=0 = ∞ X m=1 ∞ X n=0 γmnAmn sin mπx a cos nπy b and that the coefficients can be computed from γmnAmn = Emn = 2ϵn ab a Z 0 b Z 0 f(x, y) sin mπx a cos nπy b dxdy Immediately, we see the only excited modes have m = 1 by orthogonality.
D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Computing the Coefficients Plugging in we find E10 = 2 ab a Z 0 c Z 0 sin2 πx a dxdy = c b, and E1n = 4 ab a Z 0 c Z 0 sin2 πx a cos nπy b dxdy = 2 nπ sin nπc b .
Most of these modes are of course evanescent.
D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Power Flow and Admittance Applying our power formula P = ac2 2b (Y0)∗ 10 + 2 ∞ X n=1 (Y0)∗ 1n " sin nπ b nπc b #2 We can also define an aperture admittance by defining the aperture “voltage” as the line integral of E across the center of the aperture. Then Ya = 2P∗ |V|2 D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Outline 1 Waveguides Aperture Excitation Current Excitation 2 Free Space Apertures in a Ground Plane Plane Current Sheets D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Current Excitation of Waveguides In aperture excitation, we match a mode series to a given field in the junction.
In current excitation, we are given a current.
The electric field is continuous at the current.
The magnetic field is discontinuous at the current.
Note that in this way, aperture excitation can be thought of as magnetic current excitation.
Suppose for simplicity we assume a current sheet in the z = 0 plane with Js = uxf(x, y) and that the guide is matched in both directions. We can assume the waves generated are TMx. (Why?) D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Current Excitation of Waveguides The most general solution for TM waves can be written as ψ+ = ∞ X m=0 ∞ X n=1 B+ mn cos mπx a sin nπy b e−γmnz z > 0 ψ− = ∞ X m=0 ∞ X n=1 B− mn cos mπx a sin nπy b e+γmnz z < 0 Continuity of the tangential E-field (which is proportional to ψ and its transverse derivatives) requires Bmn = B+ mn = B− mn D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Current Excitation of Waveguides The magnetic field has to be discontinuous by the current, i.e.
uz × H+ −H− = Js Thus, f(x, y) = H− y −H+ y z=0 = ∞ X m=0 ∞ X n=1 2γmnBmn cos mπx a sin nπy b and we have the Field Coefficients 2γmnBmn = Jmn = 2ϵm ab a Z 0 dx b Z 0 dy f(x, y) cos mπx a sin nπy b D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation Power Flow The power supplied can be computed from what we know of the Poynting Theorem: P = − a Z 0 dx b Z 0 dy ExJ∗ x z=0 After substituting the Fourier series for Ex and Jx and appealing to orthogonality, we find an expression for Power Flow P = ∞ X m=0 ∞ X n=1 ab 4ϵm (Z0)mn |Jmn|2 D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation An Example Consider a coaxially fed waveguide with the probe affixed to the opposite wall: a b c x y The probe acts as an antenna; by image theory, we expect the current to be approximately Probe Current Jx = I0 cos[k(a −x)]δ(y −c) D. S. Weile Modal Excitation Waveguides Free Space Aperture Excitation Current Excitation An Example Jmn = 2ϵm ab a Z 0 dx b Z 0 dy f(x, y) cos mπx a sin nπy b = 2I0ϵm ab sin nπc b a Z 0 dx cos[k(a −x)] cos mπx a = 2I0ϵmka sin ka sin nπc b b[(ka)2 −(mπ)2] The impedance seen by the probe can be computed in the usual way: Zi = 2P |Ii|2 where Ii is the feed current Ii = I0 cos ka D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Outline 1 Waveguides Aperture Excitation Current Excitation 2 Free Space Apertures in a Ground Plane Plane Current Sheets D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Have We Seen This Before?
We already know one way to compute the field radiated from an aperture, but consider: All methods must give the same result because of uniqueness.
This method is a spectral method. Spectral methods converge fastest when spatial methods converge slowest.
Why?
D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Have We Seen This Before?
We already know one way to compute the field radiated from an aperture, but consider: All methods must give the same result because of uniqueness.
This method is a spectral method. Spectral methods converge fastest when spatial methods converge slowest.
Why?
This method elucidates different physics.
Thus, suppose we are given the aperture field Ex(x, 0, z) and we want the field for y > 0. How should we proceed?
D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Modal Expansion As before, we can expand the field in modes. Now, however, we have a continuum of modes, rather than a discrete set.
Therefore, we choose the Wave Function ψ(x, y, z) = 1 4π2 ∞ Z −∞ dkx ∞ Z −∞ dkz f(kx, kz)ejkxxejkyyejkzz Note that this is subject as usual to the usual separation or dispersion relation k2 x + k2 y + k2 z = k2 Our unknown function is the Fourier Transform of ψ: ˜ ψ(kx, kz) = f(kx, kz)e−jkyy D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Modal Expansion Given Ex in a constant y plane, we choose TEz modes. From before, these modes are related to the wave function with Ex = −∂ψ ∂y Hx = 1 jωµ ∂2ψ ∂x∂z Ey = ∂ψ ∂x Hy = 1 jωµ ∂2ψ ∂y∂z Ez = 0 Hz = 1 jωµ ∂2 ∂z2 + k2 ψ We can easily compute the Spectral Domain TEz Equations ˜ Ex = −jky ˜ ψ ˜ Hx = −kxkz jωµ ˜ ψ ˜ Ey = jkx ˜ ψ ˜ Hy = −kykz jωµ ˜ ψ ˜ Ez = 0 ˜ Hz = k2−k2 z jωµ ˜ ψ D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets The Solution Since we know the electric field in the aperture, we can write ˜ Ex(kx, kz) y=0 = −jkyf(kx, kz) or f(kx, kz) = −1 jky ˜ Ex(kx, kz) y=0 Of course, care must be taken in the computation of ky: ky = ( j p k2 x + k2 z −k2 for k < p k2 x + k2 z p k2 −k2 x −k2 z for k > p k2 x + k2 z How are the signs chosen?
What does this say about determining the current far away from it?
D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets An Example: The Infinite Slot To simplify the example, we use a 2D problem independent of z. Consider the infinite slot shown below: x y a If we consider the TEM mode, H is z directed everywhere. We therefore use Hz as our wave function: Hz = 1 2π ∞ Z −∞ f(kx)ejkxxejkyydkx D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets The Infinite Slot From this expression, we see immediately ˜ Hz = f(kx)ejkyy To get the electric field, we use Ampere’s Law: ∇× H = jωϵE Now, in the spectral domain, this becomes k × ˜ H = jωϵ˜ E From symmetry, this equation becomes −kxHz = jωϵEy kyHz = jωϵEx D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets The Infinite Slot Now, assume we know the electric field in the slot. We have just shown ˜ Ex y=0 = ky ωϵf(kx) Now, given the incident wave and the symmetry in the z-direction, we can approximate Ex|y=0 ≈ E0 |x| < a 2 0 |x| > a 2 Therefore ˜ Ex y=0 = E0 a 2 Z −a 2 e−jkxxdx = 2E0 kx sin kxa 2 D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets The Infinite Slot From this we find that f(kx) = ωϵ ky 2E0 kx sin kxa 2 The remaining field can be found from this via the formulas on the previous pages.
As usual, the value of ky is dictated by ensure that the wave Evanesces (and does not explode) in the direction of propagation, or, Travels away from (and not towards) the aperture.
This implies ky = ( j p k2 x −k2 for k < |kx| p k2 −k2 x for k > |kx| D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Outline 1 Waveguides Aperture Excitation Current Excitation 2 Free Space Apertures in a Ground Plane Plane Current Sheets D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Plane Current Sheets Plane current sheets excitation of free space can be computed in the same way. Assuming the sheet is in the y = 0 plane, and A = µψuz, we can write the Fourier transformed (with respect to x and z) equations for TMz propagation: Hx = jky ˜ ψ Ex = −kxkz jωϵ ˜ ψ Hy = −jkx ˜ ψ Ey = −kykz jωϵ ˜ ψ Hz = 0 Ez = k2−k2 z jωϵ ˜ ψ D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Plane Current Sheets We need to expand ˜ ψ on either side of the sheet: ˜ ψ+ = f +(kx, kz)ejk+ y y for y > 0 ˜ ψ− = f −(kx, kz)ejk− y y for y < 0 Of course, k+ y = −k− y = ( j p k2 x + k2 z −k2 for k < p k2 x + k2 z p k2 −k2 x −k2 z for k > p k2 x + k2 z D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets Boundary Condition At the sheet Ex and Ez have to be continuous, so f +(kx, kz) = f −(kx, kz) = f(kx, kz) We also need uy × H+ −H− = J jk+ y ˜ ψ −jk− y ˜ ψ y=0 = ˜ Jx(kx, kz) 2jk+ y f(kx, kz) = ˜ Jx(kx, kz) f(kx, kz) = −1 2jk+ y ˜ Jx(kx, kz) where ˜ Jx(kx, kz) = Z ∞ −∞ Z ∞ −∞ Jx(kx, kz)e−jkxxe−jkzzdxdz D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets An Important Example Consider a current sheet with Jz = Iℓδ(x)δ(z).
We already know this creates a magnetic vector potential with Az = µψ and ψ = Iℓ e−jk√ x2+y2+z2 4π p x2 + y2 + z2 On the other hand, we can treat it as a current sheet. The transform is ˜ Jz = 1 4π2 Z ∞ −∞ Z ∞ −∞ Jx(kx, kz)e−jkxxe−jkzzdxdz = Iℓ 4π2 D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets An Important Example Given this f(kx, kz) = 1 2jk+ y Iℓ 4π2 so that, for y > 0, ˜ ψ(kx, y, kz) = jIℓ 8π2ky ejkyy where ky = k+ y = ( j p k2 x + k2 z −k2 for k < p k2 x + k2 z p k2 −k2 x −k2 z for k > p k2 x + k2 z D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets An Important Example Therefore, we can find ψ from an inverse transform: For y > 0 ψ(x, y, z) = jIℓ 8π2 Z ∞ −∞ Z ∞ −∞ 1 ky ejkxxejkyyejkzzdxdz For y < 0, both y and ky change sign, so we can write ψ(x, y, z) = jIℓ 8π2 Z ∞ −∞ Z ∞ −∞ 1 ky ejkxxejky|y|ejkzzdxdz without caveat, with the understanding that ky changes sign at the y = 0 plane.
D. S. Weile Modal Excitation Waveguides Free Space Apertures in a Ground Plane Plane Current Sheets The Weyl Identity Invoking equivalence (how?) we can equate the two different expressions for ψ. This gives rise to the Weyl Identity e−jkr r = 1 2πj Z ∞ −∞ Z ∞ −∞ 1 ky ejkxxejky|y|ejkzzdxdz What does this formula mean?
D. S. Weile Modal Excitation |
6545 | https://library.fiveable.me/key-terms/college-algebra/exponent-rule | Exponent Rule - (College Algebra) - Vocab, Definition, Explanations | Fiveable | Fiveable
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College Algebra
Exponent Rule
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key term - Exponent Rule
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Definition
An exponent rule is a mathematical principle that describes how to perform operations involving exponents. Exponents are used to represent repeated multiplication of a number, and exponent rules provide a systematic way to manipulate and simplify expressions containing exponents.
5 Must Know Facts For Your Next Test
Exponent rules allow for the simplification of complex expressions involving multiplication, division, and powers of the same base.
The product rule states that when multiplying powers with the same base, the exponents are added: $a^m \cdot a^n = a^{m+n}$.
The quotient rule states that when dividing powers with the same base, the exponents are subtracted: $\frac{a^m}{a^n} = a^{m-n}$.
The power rule states that when raising a power to a power, the exponents are multiplied: $(a^m)^n = a^{m\cdot n}$.
Rational exponents, such as $a^{\frac{1}{2}}$, represent the $\sqrt{a}$ or square root of $a$, and follow the same exponent rules.
Review Questions
Explain how the product rule for exponents can be used to simplify an expression.
The product rule for exponents states that when multiplying powers with the same base, the exponents are added. For example, if we have the expression $2^3 \cdot 2^4$, we can use the product rule to simplify it to $2^{3+4} = 2^7$. This rule allows us to condense repeated multiplication of the same base into a single term with the sum of the exponents.
Describe how the quotient rule for exponents can be used to simplify an expression involving division.
The quotient rule for exponents states that when dividing powers with the same base, the exponents are subtracted. For instance, if we have the expression $\frac{5^8}{5^3}$, we can use the quotient rule to simplify it to $5^{8-3} = 5^5$. This rule enables us to cancel out common factors in the numerator and denominator of a fraction containing exponents.
Analyze how the power rule for exponents can be applied to expressions involving raising a power to a power.
The power rule for exponents states that when raising a power to a power, the exponents are multiplied. For example, if we have the expression $(2^3)^4$, we can use the power rule to simplify it to $2^{3\cdot 4} = 2^{12}$. This rule allows us to condense nested exponents into a single term by multiplying the exponents together. Understanding the power rule is crucial for working with rational exponents and simplifying complex expressions involving exponents.
Related terms
Power:The exponent, or the number that represents how many times the base is multiplied by itself.
Base:
The number that is being raised to a power.
Radical:
The symbol used to represent a root, which is the inverse operation of raising a number to a power.
"Exponent Rule" also found in:
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how to make a truth table from an boolean expression
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I am trying to make a truth table from an SOP boolean algebra expression. I understand AND, OR, NOT truth tables. I just don't understand these types of tables and their outputs.
This is the expression:
A′B D′+B C D+A B C′+A B′D=A′B D′+B C D+A B C′+A B′D+B C′D′+A′B C+A B D.A′B D′+B C D+A B C′+A B′D=A′B D′+B C D+A B C′+A B′D+B C′D′+A′B C+A B D.
I can use either side whichever is easier. Just let me know which side.
Would A′A′ be a 1 1 and the others be a zero? I am also not sure how they get the output?
I understand the outputs of a AND, OR truth tables.
But I can't figure out these outputs. Would this be considered an OR table since the expression is ++?
Would I just construct A A, B B, and D D with nots = 1 or zero? Then, how do I determine the output?
```
A | B | D | output
| 1 | 0 | 1 | 1? | A'BD'
| 0 | 0 | 0 | 0? | BCD
| 0 | 0 | 1 | 1? | ABC'
```
something like that.
What I am trying to achieve is how the below expression is true using theorems.
A′B D′+B C D+A B C′+A B′D=A′B D′+B C D+A B C′+A B′D+B C′D′+A′B C+A B D A′B D′+B C D+A B C′+A B′D=A′B D′+B C D+A B C′+A B′D+B C′D′+A′B C+A B D
boolean-algebra
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edited Mar 5, 2018 at 20:10
amWhy
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asked Oct 22, 2010 at 3:48
Corey J MattisCorey J Mattis
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A, B, C, and D are boolean variables, meaning that each takes the value "true" or "false". More complex expressions have value "true" or "false" depending on the values of these variables, so for example A'BD' is true if A is false, B is true, and D is false, and C is either true or false.
To say that F = G, where F and G are complex expressions, means that, no matter what values the boolean variables have, the value of F is the same as the value of G (that is, F and G are either both true or both false). So, for example, we have
AB + AC = A(B+C)
because if A is true and either B or C is true, then both sides are true, and in any other case both sides are false---there's no way to assign values to A, B, C such that the two side come out differently.
As previous posters have mentioned, you can always prove (or disprove!) an equality by going through all possible assignments of "true" and "false" to the variables. The goal seems to be to prove "by theorems", that is, using operations previously proven true. As you say, we can either manipulate one side of the equation until it has the form of the other side, or we could manipulate both sides and get them into a common form.
In this case, the first thing to notice is that the right-hand side (RHS) is a copy of the LHS with some extra stuff tacked onto the end. For this reason it's simplest to manipulate just the RHS to get rid of the surplussage! We can start with this basic theorem:
if Q is true whenever P is true, then Q = Q + P
We can prove this theorem by systematically considering all possibilities for P and Q. Or look at it this way: If Q is true, then both sides of the equation are true. And if Q is false, then P must be false (since, by assumption, if P were true Q would be true) hence both sides are false.
Given this theorem we prove:
XY + X'Z = XY + X'Z + YZ
Proof: Let P be YZ and let Q be XY+X'Z. Suppose P is true, that is, Y and Z are both true. But if Y and Z are both true, then XY+X'Z must be true. (Reason: If X is true then, since Y is true, XY is true. And if X is false then, since Z is true, X'Z is true. So in either case XY+X'Z is true.) So we've shown that Q is true whenever P is true, hence by the previous theorem Q = Q + P, which in this case is what we wanted to prove.
Now we can prove
A'D' + AC' = A'D' + AC' + C'D'
This is just the same as the previous theorem, putting A for X, D' for Y, and C' for Z.
This last theorem implies
B(A'D' + AC') = B(A'D' + AC' + C'D')
which is the same as
A'BD' + ABC' = A'BD' + ABC' + BC'D'
Given this, we can take the RHS of the original and substitute A'BD' + ABC' for A'BD' + ABC' + BC'D', which is to say, we can drop the term BC'D'.
With steps similar to the above we can prove these two theorems:
A'BD' + BCD = A'BD' + BCD + A'BC
BCD + ABC' = BCD + ABC' + ABD
which permit us to drop the final two terms of the RHS of the original, completing the proof.
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answered Oct 22, 2010 at 13:12
Larry DenenbergLarry Denenberg
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Thank you so much, things make more sense. Looking at my original uquation everything is the same except the last 3 peices. Should those cancel out? without those they equal exactly!Corey J Mattis –Corey J Mattis 2010-10-22 19:22:58 +00:00 Commented Oct 22, 2010 at 19:22
So, what your telling me is since the left hand side equals the right hand side except the last 3 i can just drop the last 3?A'BD' + BCD + ABC' + AB'D = A'BD' + BCD + ABC' + AB'D + //BC'D' + A'BC + ABD // all variables are the same except these Corey J Mattis –Corey J Mattis 2010-10-22 19:28:17 +00:00 Commented Oct 22, 2010 at 19:28
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Your truth table will have 2^4=16 lines. Start with four columns labeled A,B,C,D. On each line put a different combination of truth values for A,B,C, and D. Then add more columns for the pieces of your expression. So to build up the left hand side, make a column A'B and put in the truth values of that combination. The prime on A is not and the multiply is AND. So this column would show (NOT A) AND B for the values of A and B on that line. Continue adding columns for other terms until you have built up the entire left hand side. Then start on the terms that make up right hand side. When you have built up the right hand side, compare the left hand side column and the right hand side column. If they agree on all 16 lines, your equation is correct. For a simple example, say we want to prove (A+B)'=A'B' The table would look like this
As the (A+B)' column and the A'B' column agree everywhere, the equation is correct.
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answered Oct 22, 2010 at 4:02
Ross MillikanRoss Millikan
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How are we to do an output? like a function Corey J Mattis –Corey J Mattis 2010-10-22 10:28:40 +00:00 Commented Oct 22, 2010 at 10:28
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This is more of an extended remark out of academic curiosity. I thought I would try to use Prover9 to prove the given identity. [here v denotes "or" and ^ denotes "and"]
To test this, I inputted the assumptions into Prover9 (this is the OP's list of axioms from here):
```
x v x' = y v y'. % false
x ^ x' = y ^ y'. % true
y v (x ^ x') = y.
y v (x v x') = y.
x v x = x.
x v y = y v x.
(x v y) v z = x v (y v z).
x ^ (x v y) = x.
(x ^ y) v (x ^ y') = x.
```
from which it proved the OP's identity (and if I understand correctly, it was by contradiction):
((((w' ^ x) ^ z') v ((x ^ y) ^ z)) v ((w ^ x) ^ y')) v ((w ^ x') ^ z) = (((((((w' ^ x) ^ z') v ((x ^ y) ^ z)) v ((w ^ x) ^ y')) v ((w ^ x') ^ z)) v ((x ^ y') ^ z')) v ((w' ^ x) ^ y)) v ((w ^ x) ^ z).
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edited Apr 13, 2017 at 12:20
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answered Oct 23, 2010 at 3:24
Douglas S. StonesDouglas S. Stones
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That is an interesting piece of software... just for that link, +1.J. M. ain't a mathematician –J. M. ain't a mathematician 2010-10-23 03:28:26 +00:00 Commented Oct 23, 2010 at 3:28
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I think the "using theorems" part of the question is intended to prevent you from using the exhaustive "try every possibility" technique (so don't use this technique if it's a homework question).
However, this technique will work fine, you can just run through the 2 4=16 2 4=16 possible values of (A,B,C,D) and check that both sides of the equation match. This will be a rigorous proof of the identity -- just not a particularly intelligent one.
Assuming I understand the notation correctly:
concatenation (i.e. writing the letters next to each other) is short for "and", for example ABC is "A and B and C",
addition (i.e. +) is short for "or", for example AB+CD is "(A and B) or (C and D)"
adding a dash ' is the notation for negation, i.e. "not", for example AB' is "A and (not B)".
So A'BD' is the same as (not A) and B and (not D). In your table, the first row is wrong since (not A) is false (because A is true=1). The second row is correct since B is false=0 (regardless of what value C has). The third row is wrong since A is false=0 (again, regardless of what values C has).
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answered Oct 22, 2010 at 4:02
Douglas S. StonesDouglas S. Stones
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This is a homework question. We are to use theorems to Show the above expression is true using theorems. Not sure how to tackle this problem?Corey J Mattis –Corey J Mattis 2010-10-22 04:13:49 +00:00 Commented Oct 22, 2010 at 4:13
I admit it is tricky, my first instinct would be to prove a smaller identity, such as ABC'+A'BD'=ABC'+A'BD'+BC'D', then use it to eliminate the BC'D' from the right-hand-side of the equation. Then repeat with similar identities.Douglas S. Stones –Douglas S. Stones 2010-10-22 04:28:18 +00:00 Commented Oct 22, 2010 at 4:28
im going to give up because i dont even know what the = means? does the left side equal the right side? or are they two different equations? does the lfet side when worked out equal the right side? im lost..Corey J Mattis –Corey J Mattis 2010-10-22 05:37:03 +00:00 Commented Oct 22, 2010 at 5:37
The = implies that the left-hand side is true whenever the right-hand side is true (and the left-hand side is false whenever the right-hand side is false) [so yes, when worked out]. It is just one equation, your goal is to prove that it's always correct.Douglas S. Stones –Douglas S. Stones 2010-10-22 05:44:37 +00:00 Commented Oct 22, 2010 at 5:44
what does true mean? do i have to work both sides? Why is this so hard? The book gives us some theorems with two variables and he gives us this monster to work on. So, in other words i have to work both sides of the = ? "your goal is to prove that it's always correct" what does correct mean? i dont mean to sound stupid but i am brand new to this stuff. I am a Software engineering student!Corey J Mattis –Corey J Mattis 2010-10-22 10:33:32 +00:00 Commented Oct 22, 2010 at 10:33
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I colored in gray the general table.This would be the point were you start from.
You take each term and calculate the value for each combination.
You do the SUM or PRODUCT depending your equation Y.
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answered Oct 22, 2019 at 8:38
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6547 | https://www.maths.tcd.ie/pub/Maths/Courseware/NumberTheory/ContinuedFractions.pdf | Chapter 17 Continued fractions 17.1 Finite continued fractions Definition 17.1. A finite continued fraction is an expression of the form a0 + 1 a1 + 1 a2 + 1 · · · + 1 an , where ai ∈Z with a1, . . . , an ≥1. We denote this fraction by [a0, a1, . . . , an].
Example: The continued fraction [2, 1, 3, 2] = 2 + 1 1 + 1 3 + 1 2 represents the rational number 2 + 1 1 + 2 7 = 2 + 7 9 = 25 9 .
83 Conversely, suppose we start with a rational number, say 57 33.
To convert this to a continued fraction: 57 33 = 1 + 14 33.
Now invert the remainder: 33 14 = 2 + 5 14.
Again: 14 5 = 2 + 4 5, and again: 5 4 = 1 + 1 4, and finally: 4 1 = 4.
Thus 57 33 = [1, 2, 2, 1, 4].
Note that the numbers 1, 2, 2, 1, 4 in the continued fraction are precisely the quotients that would arise if we used the Euclidean Algorithm to compute gcd(57, 33).
We can consider continued fractions — particularly when we come to in-finite continued fractions — as a generalisation or extension of the Euclidean Algorithm.
17.2 The p’s and q’s We can consider [a0, a1, a2, . . . , an] as a function of the variables a0, a1, . . . , an. Evidently [a0, a1, a2, . . . , an] = P Q, 84 where P, Q are polynomials in a0, a1, . . . , an with integer coefficients. This does not define P, Q precisely; but we shall give a precise recursive definition below, using induction on the length n of the continued fraction.
We start with the continued fraction [a0] = a0 = a0 1 , setting p = a0, q = 1, Now suppose that we have defined p, q for continued fractions of length < n; and suppose that under this definition α1 = [a1, a2, . . . , an] = p′ q′ .
Then α = a0 + 1 α1 = a0 + q′ p′ = a0p′ + q′ p′ .
So we set p = a0p′ + q′, q = p′ as the definition of p, q for a continued fraction of length n. We set this out formally in Definition 17.2. The ‘canonical representation’ of a continued fraction [a0, a1, a2, . . . , an] = p q is defined by induction on n, setting p = a0p′ + q′, q = p′, where [a1, a2, . . . , an] = p′ q′ is the canonical representation for a continued fraction of length n −1. The induction is started by setting [a0] = a0 1 .
Henceforth if we write [a0, a1, a2, . . . , an] = p q, then p, q will refer to the canonical representation defined above.
85 17.3 Successive approximants Definition 17.3. If α = [a0, a1, . . . , an] then we call [a0, a1, . . . , ai] = pi qi the ith convergent or approximant to α (for 0 ≤i ≤n).
Example: Continuing the previous example, the successive approximants to 57 33 = [1, 2, 2, 1, 4] are p0 q0 = = 1 1, p1 q1 = [1, 2] = 1 + 1 2 = 3 2, p2 q2 = [1, 2, 2] = [1, 5/2] = 1 + 2 5 = 5 7, p3 q3 = [1, 2, 2, 1] = [1, 2, 3] = [1, 7/3] = 1 + 3 7 = 10 7 , p4 q4 = [1, 2, 2, 1, 4] = [1, 2, 2, 5/4] = [1, 2, 14/5] = [1, 33/14] = 57 33.
Note that while we normally assume that the entries an in continued fractions are integers (with an ≥1 for n ≥1), it makes sense to use fractional (or even variable) entries, using our recursive formulae for pn, qn as functions of a0, a1. . . . . Usually this will only involve the last entry, where [a0, . . . , an−1, an, x] = [a0, . . . , an−1, an + 1/x].
Note too that p0 q0 < p2 q2 < p4 q4 < p3 q3 < p1 q1 ; first we get the even convergents, increasing, and then the odd convergents, in reverse order, with the actual number sandwiched in between.
As we shall see, this is the general situation; moreover, the successive convergents are very good approximants to the given number.
Theorem 17.1. If α = [a0, a1, . . . , an] 86 then pi = aipi−1 + pi−2, qi = aiqi−1 + qi−2, for i = 2, 3, . . . , n.
Proof. We argue by induction on n.
The result follows by induction for i ̸= n, since the convergents involved are — or can be regarded as — convergents to [a0, a1, . . . , an−1], covered by our inductive hypothesis.
It remains to prove the result for i = n. In this case, by the inductive definition of p, q, pn = a0p′ n−1 + q′ n−1, pn−1 = a0p′ n−2 + q′ n−2, pn−2 = a0p′ n−3 + q′ n−3.
But now by our inductive hypothesis, p′ n−1 = anp′ n−2 + p′ n−3, q′ n−1 = anq′ n−2 + q′ n−3, since a′ n−1 = an, ie the (n −1)th entry in α′ is the nth entry in α.
Hence pn = a0p′ n−1 + q′ n−1, = a0(anp′ n−2 + p′ n−3) + (anq′ n−2 + q′ n−3), = an(a0p′ n−2 + q′ n−2) + (a0p′ n−3 + q′ n−3), = anpn−1 + pn−2; with the second result qn = anqn−1 + qn−2 following in exactly the same way.
We can regard this as a recursive definition of pi qi , starting with p0 q0 = a0 1 , p1 q1 = a0a1 + 1 a1 , and defining p2 q2 , p3 q3 , p4 q4 , . . .
successively.
Actually, we can go back two futher steps.
87 Proposition 17.1. If we set p−2 = 1, q−2 = 0, p−1 = 0, q−1 = 1, then pi = aipi−1 + pi−2, qi = aiqi−1 + qi−2, for all i ≥0.
One more or less obvious result.
Proposition 17.2. Both the p’s and q’s are strictly increasing: 0 < q0 < q1 · · · < qn, p0 < p1 · · · < pn.
Proof. This follows at once by repeated application of the recursive identities pi = aipi−1 + pi−2, qi = aiqi−1 + qi−2, since a1, a2, . . . , an > 0 and q0 = 1, q1 = a1,.
17.4 Uniqueness Consider the continued fraction for a rational number x. If n > 0 and an > 1 then [a0, a1, . . . , an] = [a0, a1, . . . , an −1, 1].
And if n = 0, ie x ∈Z, then [x0] = [x0 −1, 1].
Thus with our example above, 57 33 = [1, 2, 2, 1, 4] = [1, 2, 2, 1, 3, 1].
So there are at least 2 ways of expressing x as a continued fraction.
Proposition 17.3. A rational number x ∈Q has just two representations as a continued fraction: one with n = 0 or n > 1, an > 1, and the other with n > 0 and an = 1.
88 Proof. It is sufficient to show that x has just one representation of the first kind. Suppose x = [a0, a1, . . . , am] = [b0, b1, . . . , bn], We may assume that m ≤n.
We argue by induction on n. The result is trivial if m = n = 0.
Lemma 17.1. If n > 0 and an > 1 then a0 < [a0, a1, a2, . . . , an] < a0 + 1.
Proof. We argue, as usual, by induction on n. This tells us that [a1, a2, . . . , an] > 1, from which the result follows, since [a0, a1, a2, . . . , an] = a0 + 1 [a1, a2, . . . , an].
It follows that [x] = a0 = b0.
Thus x−a0 = 1 [a1, a2, . . . , am] = 1 [b1, b2, . . . , bn] = ⇒[a1, a2, . . . , am] = [b1, b2, . . . , bn], from which the result follows by induction.
We will take the first form for the continued fraction of a rational number as standard, ie we shall assume that the last entry an > 1 unless the contrary is stated.
17.5 A fundamental identity Theorem 17.2. Successive convergents pi/qi, pi+1/qi+1 to the continued frac-tion [a0, a1, . . . , an] satisfy the identity piqi+1 −qipi+1 = (−1)i+1.
Proof. We argue by induction on i, using the relations pi = aipi−1 + pi−2, qi = aiqi−1 + qi−2.
89 Thus piqi+1 −qipi+1 = pi(ai+1qi + qi−1) = qi(ai+1pi + pi−1) = piqi−1 −qipi−1 = −(pi−1qi −qi−1pi) = −(−1)i = (−1)i+1.
The result holds for i = −2 since p−2q−1 −q−2p−1 = 0 · 0 −1 · 1 = (−1)−1.
We conclude that the result holds for all i ≥0.
Proposition 17.4. The even convergents are monotonically increasing, while the odd convergents are monotonically decreasing: p0 q0 < p2 q2 < · · · ≤x ≤· · · < p3 q3 < p1 q1 .
Proof. By the last Proposition, if i is even then pi+1 qi+1 −pi qi = pi+1qi −piqi+1 qiqi+1 = 1 qiqi+1 .
Thus pi qi < pi+1 qi+1 .
Moreover, pi+1 qi+1 −pi+2 qi+2 = pi+1qi+2 −pi+2qi+1 qi+2qi+1 = 1 qi+2qi+1 < 1 qi+2qi+1 .
It follows that pi+2/qi+2 is closer than pi/qi to pi+1/qi+1. Hence pi qi < pi+2 qi+2 < pi+1 qi+1 .
So the even convergents are increasing; and similarly the odd convergents are decreasing.
Also, any even convergent is less than any odd convergent; for if i is even and j is odd then pi qi < pi+j−1 qi+j−1 < pi+j qi+j < pj qj .
And since x is equal to the last convergent, it must be sandwiched between the even and odd convergents.
90 17.6 Infinite continued fractions So far we have been considering continued fraction expansions of rational numbers. But the concept extends to any real number α ∈R.
Suppose α is irrational. We set a0 = [α], and let α1 = 1 α −a0 .
Then we define a1, a2, . . . , successively, setting a1 = [α1], α2 = 1 α1 −a1 , a2 = [α2], α3 = 1 α2 −a2 , and so on.
Proposition 17.5. Suppose a0, a1, a2, · · · ∈Z with a1, a2, · · · > 0.
Let [a0, a1, . . . , ai] = pi qi .
Then the sequence of convergents converges: pi qi →x as i →∞.
Proof. It follows from the finite case that the even convergents are increasing, and the odd convergents are decreasing, with the former bounded by the latter, and conversely: p0 q0 < p2 q2 < p4 q4 < · · · < p5 q5 < p3 q3 < p1 q1 .
It follows that the even convergents must converge, to α say, and the odd convergents must also converge, to β say.
But if i is even, pi qi −pi+1 qi+1 = 1 qiqi+1 .
91 Since pi qi < α ≤β < pi+1 qi+1 , it follows that 0 ≤β −α < 1 qiqi+1 < 1 q2 i .
Hence α = β, ie the convergents tend to a limit α ∈R.
Proposition 17.6. Each irrational number α ∈R has a unique expression as an infinite continued fraction α = [a0, a1, a2, . . . ].
Proof. One could argue that this follows from the algorithm above for con-structing the continued fractions of α.
Express each rational numbers x < α as a continued fraction. For sim-plicity, let us choose the version with final entry an > 1.
Lemma 17.2. Suppose α = [a0, a1, . . . , ], β = [b0, b1, . . . , ]; and suppose a0 = b0, . . . , an−1 = bn−1, an < bn.
Then α < β if n is even, α > β if n is odd.
Proof. This follows easily from the fact that even convergents are increasing, odd convergents decreasing.
Now let a0 be the largest first entry among rational x < α; let a1 be the least second entry among those rationals with a0 as first entry; let a2 be the largest third entry among those rationals with a0, a1 as first two entries; and so on. Then it is a simple exercise to show that α = [a0, a1, a2, dots].
(Note that if the an (with given a0, . . . , an−1) at the (n + 1)th stage were unbounded then it would follow that α is rational, since [a0, . . . , an−1, x] →[a0, . . . , an−1] if x →∞.) 92 17.7 Diophantine approximation Theorem 17.3. If pn/qn is a convergent to α = [a0, a1, a2, . . . ] then |α −pn qn | ≤1 q2 n .
Proof. Recall that α lies between successive convergents pn/qn, pn+1/qn+1.
Hence |α −pn qn | ≤|pn+1 qn+1 −pn qn | = 1 qnqn+1 ≤1 q2 n .
Remarks: 1. There is in fact inequality in the theorem except in the very special case where α is rational, pn/qn is the last but one convergent, and an+1 = 1; for except in this case qn < qn+1.
2. Since 1 qnqn+1 = 1 qn(anqn + qn−1) ≤ 1 anq2 n , if an > 1 then |α −pn qn | ≤ 1 2q2 n .
In particular, if α is irrational then there are an infinity of convergents satisfying |α −p q| ≤ 1 2q2 unless an = 1 for all n ≥N.
In this case α = [a0, a1, . . . , an, φ] = pnφ + pn−1 qnφ + qn−1 ∈Q( √ 5).
93 We have seen that the convergents are good approximations to α. The next result shows that, conversely, good approximations are necessarily con-vergents.
Theorem 17.4. If |α −p q| ≤ 1 2q2 then p/q is a convergent to α.
Proof. Let us express p/q as a continued fraction: p q = pn qn = [a0, a1, . . . , an].
We want to express α in the form α = [a0, . . . , an, x] = [a0, . . . , an + 1 x].
In this case α = pn + pn−1x qn + qn−1x .
Solving for x, x = − qnα −pn qn−1α −pn−1 = − α −pn/qn α −pn−1/qn−1 We want to ensure that x > 0. This will be the case if (α −pn qn ) and (α −pn−1 qn−1 ) are of opposite sign, ie α lies between the two convergents.
At first this seems a matter of good or bad luck. But recall that there are two ways of representing p/q as a continued fraction, one of even length and one odd. (One has last entry an > 1, and the other has last entry 1.) We can at least ensure in this way that α lies on the same side of pn/qn as pn−1/qn−1, since even convergents are < odd convergents; so if α > p/q then we choose n to be even, while if α < p/q we choose n to be odd.
This ensures that x > 0. Now we must show that x ≥1; for then if x = [b0, b1, b2, . . . ] we have α = [a0, . . . , an, b0, b1, b2, . . . ], 94 and p q = [a0, . . . , an] is a convergent to α, as required.
But now |α −pn qn | ≤ 1 2q2 n ; and since |pn qn −pn−1 qn−1 | = 1 qnqn−1 it follows that |α −pn−1 qn−1 | ≥|pn qn −pn−1 qn−1 | −|α −pn qn | ≥ 1 qnqn−1 −1 2q2 n ≥1 q2 n −1 2q2 n = 1 2q2 n , and so |x| = |α −pn/qn| |α −pn−1/qn−1| ≥1.
17.8 Quadratic surds and periodic continued fractions Recall that a quadratic surd is an irrational number of the form α = x + y √ d, where x, y ∈Q, and d > 1 is square-free. In other words, α ∈Q( √ d) \ Q for some quadratic field Q( √ d).
Theorem 17.5. The continued fraction of α ∈R is periodic if and only if x is a quadratic surd.
95 Proof. Suppose first that α has periodic continued fraction: α = [a0, . . . , am, b0, . . . , bn, b0, . . . , bn, . . . ].
Let β = [b0, . . . , bn, β] = βp′ n + p′ n−1 βq′ n + q′ n−1 be the purely periodic part. Then β satisfies the quadratic equation p′ n−1β2 + (q′ n−1 −p′ n)β −q′ n = 0, and so is a quadratic surd. And since α = [a0, . . . , am, β] = βpm + pm−1 βqm + qm−1 , it too is a quadratic surd.
The converse is more difficult. Suppose α = [a0, a1, . . . ] satisfies the quadratic equation F(x) ≡Ax2 + 2Bx + C = 0 (A, B, C ∈Z).
Let αn = [an, an+1, . . . ].
We have to show that αm+n = αn for some m, n ∈N, m > 0.
We shall do this by showing that αn satisfies a quadratic equation with bounded coefficients.
Writing θ for an+1, for simplicity, α = [a0, . . . , an, θ] = θpn + pn−1 θqn + qn−1 .
Thus A(θpn + pn−1)2 + 2B(θpn + pn−1)(θqn + qn−1) + C(θqn + qn−1)2 = 0, 96 ie A′θ2 + 2B′θ + C′, where A′ = Ap2 n + 2Bpnqn + Cq2 n, B′ = Apnpn−1 + 2B(pnqn−1 + pn−1qn) + Cqnqn−1, C′ = Ap2 n−1 + 2Bpn−1qn−1 + Cq2 n−1.
Now A′ = q2 nF(pn/qn).
Since F(α) = 0 and pn/qn is close to α, F(pn/qn) is small.
More precisely, since |α −pn qn | ≤1 q2 n , it follows by the Mean Value Theorem that F(pn/qn) = −(F(α) −F(pn/qn)) = −F ′(t)(α −pn/qn), where t ∈[α, α + pn/qn].
Thus if we set M = max t∈[α−1,α+1] |F ′(t)| then |F(pn/qn)| ≤M q2 n and so |A′| ≤M.
Similarly |C′| ≤M.
Much the same argument applies to B′ = qnqn−1F +(pn/qn, pn−1/qn−1, where F +(x, y) = Axy + B(x + y) + C is the ‘polarised’ form of the quadratic form F(x).
97 Note that F(x2) −F +(x, y) = (x −y)(Ax + B) = 1 2(x −y)F ′(x).
Hence F(pn/qn) −F +(pn/qn, pn−1/qn−1) = 1 2(pn/qn −pn−1/qn−1)F ′(pn/qn), and so |F(pn/qn) −F +(pn/qn, pn−1/qn−1)| ≤ M 2qnqn−1 .
Since |F(pn/qn)| ≤M q2 n < M qnqn−1 , we conclude that |B′| = qnqn−1|F +(pn/qn, pn−1/qn−1| ≤3 2M.
Thus A′, B′, C′ are bounded for all n. We conclude that one (at least) of these equations occurs infinitely often; and so one of the αn occurs infinitely often, ie α is periodic.
Example: Let us determine the continued fraction for √ 3. We have √ 3 = 1 + ( √ 3 −1), 1 √ 3 −1 = √ 3 + 1 2 = 1 + √ 3 −1 2 , 2 √ 3 −1 = √ 3 + 1 = 2 + ( √ 3 −1), 1 √ 3 −1 = 1 + √ 3 −1 2 , . . .
Thus √ 3 = [1, 1, 2], where we have overlined the periodic part.
98 |
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Solving Linear Equations
Solve Absolute Value Inequalities
Learning Objectives
By the end of this section, you will be able to:
Solve absolute value equations
Solve absolute value inequalities with “less than”
Solve absolute value inequalities with “greater than”
Solve applications with absolute value
Before you get started, take this readiness quiz.
Evaluate:
If you missed this problem, review (Figure).
2. Fill in or for each of the following pairs of numbers.
ⓐ ⓑ ⓒ ⓓ
If you missed this problem, review (Figure).
3. Simplify:
If you missed this problem, review (Figure).
Solve Absolute Value Equations
As we prepare to solve absolute value equations, we review our definition of absolute value.
Absolute Value
The absolute value of a number is its distance from zero on the number line.
The absolute value of a number n is written as and for all numbers.
Absolute values are always greater than or equal to zero.
We learned that both a number and its opposite are the same distance from zero on the number line. Since they have the same distance from zero, they have the same absolute value. For example:
is 5 units away from 0, so
is 5 units away from 0, so
(Figure) illustrates this idea.
The numbers 5 and are both five units away from zero.
For the equation we are looking for all numbers that make this a true statement. We are looking for the numbers whose distance from zero is 5. We just saw that both 5 and are five units from zero on the number line. They are the solutions to the equation.
The solution can be simplified to a single statement by writing This is read, “x is equal to positive or negative 5”.
We can generalize this to the following property for absolute value equations.
Absolute Value Equations
For any algebraic expression, u, and any positive real number, a,
Remember that an absolute value cannot be a negative number.
Solve: ⓐ ⓑ ⓒ
ⓐ
ⓑ
Since an absolute value is always positive, there are no solutions to this equation.
ⓒ
Both equations tell us that and so there is only one solution.
Solve: ⓐ ⓑ ⓒ
ⓐⓑ no solution ⓒ 0
Solve: ⓐ ⓑ ⓒ
ⓐⓑ no solution ⓒ 0
To solve an absolute value equation, we first isolate the absolute value expression using the same procedures we used to solve linear equations. Once we isolate the absolute value expression we rewrite it as the two equivalent equations.
How to Solve Absolute Value Equations
Solve
Solve:
Solve:
The steps for solving an absolute value equation are summarized here.
Solve absolute value equations.
Isolate the absolute value expression.
Write the equivalent equations.
Solve each equation.
Check each solution.
Solve
| | | |
---
| | | |
| Isolate the absolute value expression. | | |
| | | |
| Write the equivalent equations. | or | |
| Solve each equation. | or | |
| Check: | |
Solve:
Solve:
Remember, an absolute value is always positive!
Solve:
Solve:
No solution
Solve:
No solution
Some of our absolute value equations could be of the form where u and v are algebraic expressions. For example,
How would we solve them? If two algebraic expressions are equal in absolute value, then they are either equal to each other or negatives of each other. The property for absolute value equations says that for any algebraic expression, u, and a positive real number, a, if then or
This tell us that
This leads us to the following property for equations with two absolute values.
Equations with Two Absolute Values
For any algebraic expressions, u and v,
When we take the opposite of a quantity, we must be careful with the signs and to add parentheses where needed.
Solve:
Solve:
Solve:
Solve Absolute Value Inequalities with “Less Than”
Let’s look now at what happens when we have an absolute value inequality. Everything we’ve learned about solving inequalities still holds, but we must consider how the absolute value impacts our work.
Again we will look at our definition of absolute value. The absolute value of a number is its distance from zero on the number line. For the equation we saw that both 5 and are five units from zero on the number line. They are the solutions to the equation.
What about the inequality Where are the numbers whose distance is less than or equal to 5? We know and 5 are both five units from zero. All the numbers between and 5 are less than five units from zero. See (Figure).
In a more general way, we can see that if then See (Figure).
This result is summarized here.
Absolute Value Inequalities with or
For any algebraic expression, u, and any positive real number, a,
After solving an inequality, it is often helpful to check some points to see if the solution makes sense. The graph of the solution divides the number line into three sections. Choose a value in each section and substitute it in the original inequality to see if it makes the inequality true or not. While this is not a complete check, it often helps verify the solution.
Solve Graph the solution and write the solution in interval notation.
| | |
--- |
| | |
| Write the equivalent inequality. | |
| Graph the solution. | |
| Write the solution using interval notation. | |
Check:
To verify, check a value in each section of the number line showing the solution. Choose numbers such as 1, and 9.
Graph the solution and write the solution in interval notation:
Graph the solution and write the solution in interval notation:
Solve Graph the solution and write the solution in interval notation.
| | |
--- |
| Step 1. Isolate the absolute value expression. It is isolated. | |
| Step 2. Write the equivalent compound inequality. | |
| Step 3. Solve the compound inequality. | |
| Step 4. Graph the solution. | |
| Step 5. Write the solution using interval notation. | |
| Check: The check is left to you. | |
Solve Graph the solution and write the solution in interval notation:
Solve Graph the solution and write the solution in interval notation:
Solve absolute value inequalities with < or ≤.
Isolate the absolute value expression.
Write the equivalent compound inequality.
Solve the compound inequality.
Graph the solution
Write the solution using interval notation.
Solve Absolute Value Inequalities with “Greater Than”
What happens for absolute value inequalities that have “greater than”? Again we will look at our definition of absolute value. The absolute value of a number is its distance from zero on the number line.
We started with the inequality We saw that the numbers whose distance is less than or equal to five from zero on the number line were and 5 and all the numbers between and 5. See (Figure).
Now we want to look at the inequality Where are the numbers whose distance from zero is greater than or equal to five?
Again both and 5 are five units from zero and so are included in the solution. Numbers whose distance from zero is greater than five units would be less than and greater than 5 on the number line. See (Figure).
In a more general way, we can see that if then or See (Figure).
This result is summarized here.
Absolute Value Inequalities with > or ≥
For any algebraic expression, u, and any positive real number, a,
Solve Graph the solution and write the solution in interval notation.
| | |
--- |
| | |
| Write the equivalent inequality. | |
| Graph the solution. | |
| Write the solution using interval notation. | |
| Check: | |
To verify, check a value in each section of the number line showing the solution. Choose numbers such as 0, and 7.
Solve Graph the solution and write the solution in interval notation.
Solve Graph the solution and write the solution in interval notation.
Solve Graph the solution and write the solution in interval notation.
| | |
--- |
| | |
| Step 1. Isolate the absolute value expression. It is isolated. | |
| Step 2. Write the equivalent compound inequality. | |
| Step 3. Solve the compound inequality. | |
| Step 4. Graph the solution. | |
| Step 5. Write the solution using interval notation. | |
| Check: The check is left to you. | |
Solve Graph the solution and write the solution in interval notation.
Solve Graph the solution and write the solution in interval notation.
Solve absolute value inequalities with > or ≥.
Isolate the absolute value expression.
Write the equivalent compound inequality.
Solve the compound inequality.
Graph the solution
Write the solution using interval notation.
Solve Applications with Absolute Value
Absolute value inequalities are often used in the manufacturing process. An item must be made with near perfect specifications. Usually there is a certain tolerance of the difference from the specifications that is allowed. If the difference from the specifications exceeds the tolerance, the item is rejected.
The ideal diameter of a rod needed for a machine is 60 mm. The actual diameter can vary from the ideal diameter by mm. What range of diameters will be acceptable to the customer without causing the rod to be rejected?
The ideal diameter of a rod needed for a machine is 80 mm. The actual diameter can vary from the ideal diameter by 0.009 mm. What range of diameters will be acceptable to the customer without causing the rod to be rejected?
The diameter of the rod can be between 79.991 and 80.009 mm.
The ideal diameter of a rod needed for a machine is 75 mm. The actual diameter can vary from the ideal diameter by 0.05 mm. What range of diameters will be acceptable to the customer without causing the rod to be rejected?
The diameter of the rod can be between 74.95 and 75.05 mm.
Access this online resource for additional instruction and practice with solving linear absolute value equations and inequalities.
Solving Linear Absolute Value Equations and Inequalities
Key Concepts
Absolute Value
The absolute value of a number is its distance from 0 on the number line.
The absolute value of a number n is written as and for all numbers.
Absolute values are always greater than or equal to zero.
Absolute Value Equations
For any algebraic expression, u, and any positive real number, a,
Remember that an absolute value cannot be a negative number.
How to Solve Absolute Value Equations
1. Isolate the absolute value expression.
2. Write the equivalent equations.
3. Solve each equation.
4. Check each solution.
Equations with Two Absolute Values
For any algebraic expressions, u and v,
Absolute Value Inequalities with or
For any algebraic expression, u, and any positive real number, a,
How To Solve Absolute Value Inequalities with or
1. Isolate the absolute value expression.
2. Write the equivalent compound inequality.
3. Solve the compound inequality.
4. Graph the solution
5. Write the solution using interval notation
Absolute Value Inequalities with or
For any algebraic expression, u, and any positive real number, a,
How To Solve Absolute Value Inequalities with or
1. Isolate the absolute value expression.
2. Write the equivalent compound inequality.
3. Solve the compound inequality.
4. Graph the solution
5. Write the solution using interval notation
Section Exercises
Practice Makes Perfect
Solve Absolute Value Equations
In the following exercises, solve.
ⓐⓑ
ⓒ
ⓐⓑ
ⓒ
ⓐⓑ no solution ⓒ
ⓐⓑ
ⓒ
ⓐⓑ
ⓒ
ⓐⓑ no solution ⓒ
no solution
no solution
Solve Absolute Value Inequalities with “less than”
In the following exercises, solve each inequality. Graph the solution and write the solution in interval notation.
Solve Absolute Value Inequalities with “greater than”
In the following exercises, solve each inequality. Graph the solution and write the solution in interval notation.
In the following exercises, solve. For each inequality, also graph the solution and write the solution in interval notation.
Solve Applications with Absolute Value
In the following exercises, solve.
A chicken farm ideally produces 200,000 eggs per day. But this total can vary by as much as 25,000 eggs. What is the maximum and minimum expected production at the farm?
An organic juice bottler ideally produces 215,000 bottle per day. But this total can vary by as much as 7,500 bottles. What is the maximum and minimum expected production at the bottling company?
The minimum to maximum expected production is 207,500 to 2,225,000 bottles
In order to insure compliance with the law, Miguel routinely overshoots the weight of his tortillas by 0.5 gram. He just received a report that told him that he could be losing as much as ?100,000 per year using this practice. He now plans to buy new equipment that guarantees the thickness of the tortilla within 0.005 inches. If the ideal thickness of the tortilla is 0.04 inches, what thickness of tortillas will be guaranteed?
At Lilly’s Bakery, the ideal weight of a loaf of bread is 24 ounces. By law, the actual weight can vary from the ideal by 1.5 ounces. What range of weight will be acceptable to the inspector without causing the bakery being fined?
The acceptable weight is 22.5 to 25.5 ounces.
Writing Exercises
Write a graphical description of the absolute value of a number.
In your own words, explain how to solve the absolute value inequality,
Answers will vary.
Self Check
ⓐ After completing the exercises, use this checklist to evaluate your mastery of the objectives of this section.
ⓑ What does this checklist tell you about your mastery of this section? What steps will you take to improve?
Chapter Review Exercises
Use a General Strategy to Solve Linear Equations
Solve Equations Using the General Strategy for Solving Linear Equations
In the following exercises, determine whether each number is a solution to the equation.
no
In the following exercises, solve each linear equation.
Classify Equations
In the following exercises, classify each equation as a conditional equation, an identity, or a contradiction and then state the solution.
contradiction; no solution
Solve Equations with Fraction or Decimal Coefficients
In the following exercises, solve each equation.
Use a Problem-Solving Strategy
Use a Problem Solving Strategy for Word Problems
In the following exercises, solve using the problem solving strategy for word problems.
Three-fourths of the people at a concert are children. If there are 87 children, what is the total number of people at the concert?
There are 116 people.
There are nine saxophone players in the band. The number of saxophone players is one less than twice the number of tuba players. Find the number of tuba players.
Solve Number Word Problems
In the following exercises, solve each number word problem.
The sum of a number and three is forty-one. Find the number.
38
One number is nine less than another. Their sum is negative twenty-seven. Find the numbers.
One number is two more than four times another. Their sum is negative thirteen. Find the numbers.
The sum of two consecutive integers is Find the numbers.
Find three consecutive even integers whose sum is 234.
76, 78, 80
Find three consecutive odd integers whose sum is 51.
Koji has ?5,502 in his savings account. This is ?30 less than six times the amount in his checking account. How much money does Koji have in his checking account?
?922
Solve Percent Applications
In the following exercises, translate and solve.
What number is 67% of 250?
12.5% of what number is 20?
160
What percent of 125 is 150?
In the following exercises, solve.
The bill for Dino’s lunch was ?19.45. He wanted to leave 20% of the total bill as a tip. How much should the tip be?
Dolores bought a crib on sale for ?350. The sale price was 40% of the original price. What was the original price of the crib?
Jaden earns ?2,680 per month. He pays ?938 a month for rent. What percent of his monthly pay goes to rent?
35%
Angel received a raise in his annual salary from ?55,400 to ?56,785. Find the percent change.
Rowena’s monthly gasoline bill dropped from ?83.75 last month to ?56.95 this month. Find the percent change.
32%
Emmett bought a pair of shoes on sale at 40% off from an original price of ?138. Find ⓐ the amount of discount and ⓑ the sale price.
Lacey bought a pair of boots on sale for ?95. The original price of the boots was ?200. Find ⓐ the amount of discount and ⓑ the discount rate. (Round to the nearest tenth of a percent, if needed.)
ⓐ ?105 ⓑ
Nga and Lauren bought a chest at a flea market for ?50. They re-finished it and then added a 350% mark-up. Find ⓐ the amount of the mark-up and ⓑ the list price.
Solve Simple Interest Applications
In the following exercises, solve.
Winston deposited ?3,294 in a bank account with interest rate 2.6% How much interest was earned in five years?
?428.22
Moira borrowed ?4,500 from her grandfather to pay for her first year of college. Three years later, she repaid the ?4,500 plus ?243 interest. What was the rate of interest?
Jaime’s refrigerator loan statement said he would pay ?1,026 in interest for a four-year loan at 13.5%. How much did Jaime borrow to buy the refrigerator?
?1,900
Solve a formula for a Specific Variable
Solve a Formula for a Specific Variable
In the following exercises, solve the formula for the specified variable.
Solve the formula
for L.
Solve the formula
for
Solve the formula
for t.
Solve the formula
for y.
Use Formulas to Solve Geometry Applications
In the following exercises, solve using a geometry formula.
What is the height of a triangle with area square meters and base 9 meters?
The measure of the smallest angle in a right triangle is less than the measure of the next larger angle. Find the measures of all three angles.
The perimeter of a triangle is 97 feet. One side of the triangle is eleven feet more than the smallest side. The third side is six feet more than twice the smallest side. Find the lengths of all sides.
Find the length of the hypotenuse.
26
Find the length of the missing side. Round to the nearest tenth, if necessary.
Sergio needs to attach a wire to hold the antenna to the roof of his house, as shown in the figure. The antenna is eight feet tall and Sergio has 10 feet of wire. How far from the base of the antenna can he attach the wire? Approximate to the nearest tenth, if necessary.
6 feet
Seong is building shelving in his garage. The shelves are 36 inches wide and 15 inches tall. He wants to put a diagonal brace across the back to stabilize the shelves, as shown. How long should the brace be?
The length of a rectangle is 12 cm more than the width. The perimeter is 74 cm. Find the length and the width.
cm, cm
The width of a rectangle is three more than twice the length. The perimeter is 96 inches. Find the length and the width.
The perimeter of a triangle is 35 feet. One side of the triangle is five feet longer than the second side. The third side is three feet longer than the second side. Find the length of each side.
9 ft, 14 ft, 12 ft
Solve Mixture and Uniform Motion Applications
Solve Coin Word Problems
In the following exercises, solve.
Paulette has ?140 in ?5 and ?10 bills. The number of ?10 bills is one less than twice the number of ?5 bills. How many of each does she have?
Lenny has ?3.69 in pennies, dimes, and quarters. The number of pennies is three more than the number of dimes. The number of quarters is twice the number of dimes. How many of each coin does he have?
nine pennies, six dimes, 12 quarters
Solve Ticket and Stamp Word Problems
In the following exercises, solve each ticket or stamp word problem.
Tickets for a basketball game cost ?2 for students and ?5 for adults. The number of students was three less than 10 times the number of adults. The total amount of money from ticket sales was ?619. How many of each ticket were sold?
125 tickets were sold for the jazz band concert for a total of ?1,022. Student tickets cost ?6 each and general admission tickets cost ?10 each. How many of each kind of ticket were sold?
57 students, 68 adults
Yumi spent ?34.15 buying stamps. The number of ?0.56 stamps she bought was 10 less than four times the number of ?0.41 stamps. How many of each did she buy?
Solve Mixture Word Problems
In the following exercises, solve.
Marquese is making 10 pounds of trail mix from raisins and nuts. Raisins cost ?3.45 per pound and nuts cost ?7.95 per pound. How many pounds of raisins and how many pounds of nuts should Marquese use for the trail mix to cost him ?6.96 per pound?
lbs of raisins, lbs of nuts
Amber wants to put tiles on the backsplash of her kitchen counters. She will need 36 square feet of tile. She will use basic tiles that cost ?8 per square foot and decorator tiles that cost ?20 per square foot. How many square feet of each tile should she use so that the overall cost of the backsplash will be ?10 per square foot?
Enrique borrowed ?23,500 to buy a car. He pays his uncle 2% interest on the ?4,500 he borrowed from him, and he pays the bank 11.5% interest on the rest. What average interest rate does he pay on the total ?23,500? (Round your answer to the nearest tenth of a percent.)
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Solve Uniform Motion Applications
In the following exercises, solve.
When Gabe drives from Sacramento to Redding it takes him 2.2 hours. It takes Elsa two hours to drive the same distance. Elsa’s speed is seven miles per hour faster than Gabe’s speed. Find Gabe’s speed and Elsa’s speed.
Louellen and Tracy met at a restaurant on the road between Chicago and Nashville. Louellen had left Chicago and drove 3.2 hours towards Nashville. Tracy had left Nashville and drove 4 hours towards Chicago, at a speed one mile per hour faster than Louellen’s speed. The distance between Chicago and Nashville is 472 miles. Find Louellen’s speed and Tracy’s speed.
Louellen 65 mph, Tracy 66 mph
Two busses leave Amarillo at the same time. The Albuquerque bus heads west on the I-40 at a speed of 72 miles per hour, and the Oklahoma City bus heads east on the I-40 at a speed of 78 miles per hour. How many hours will it take them to be 375 miles apart?
Kyle rowed his boat upstream for 50 minutes. It took him 30 minutes to row back downstream. His speed going upstream is two miles per hour slower than his speed going downstream. Find Kyle’s upstream and downstream speeds.
upstream 3 mph, downstream 5 mph
At 6:30, Devon left her house and rode her bike on the flat road until 7:30. Then she started riding uphill and rode until 8:00. She rode a total of 15 miles. Her speed on the flat road was three miles per hour faster than her speed going uphill. Find Devon’s speed on the flat road and riding uphill.
Anthony drove from New York City to Baltimore, which is a distance of 192 miles. He left at 3:45 and had heavy traffic until 5:30. Traffic was light for the rest of the drive, and he arrived at 7:30. His speed in light traffic was four miles per hour more than twice his speed in heavy traffic. Find Anthony’s driving speed in heavy traffic and light traffic.
heavy traffic 32 mph, light traffic 66 mph
Solve Linear Inequalities
Graph Inequalities on the Number Line
In the following exercises, graph the inequality on the number line and write in interval notation.
Solve Linear Inequalities
In the following exercises, solve each inequality, graph the solution on the number line, and write the solution in interval notation.
Translate Words to an Inequality and Solve
In the following exercises, translate and solve. Then write the solution in interval notation and graph on the number line.
Five more than z is at most 19.
Three less than c is at least 360.
Nine times n exceeds 42.
Negative two times a is no more than eight.
Solve Applications with Linear Inequalities
In the following exercises, solve.
Julianne has a weekly food budget of ?231 for her family. If she plans to budget the same amount for each of the seven days of the week, what is the maximum amount she can spend on food each day?
?33 per day
Rogelio paints watercolors. He got a ?100 gift card to the art supply store and wants to use it to buy 12″ × 16″ canvases. Each canvas costs ?10.99. What is the maximum number of canvases he can buy with his gift card?
Briana has been offered a sales job in another city. The offer was for ?42,500 plus 8% of her total sales. In order to make it worth the move, Briana needs to have an annual salary of at least ?66,500. What would her total sales need to be for her to move?
at least ?300,000
Renee’s car costs her ?195 per month plus ?0.09 per mile. How many miles can Renee drive so that her monthly car expenses are no more than ?250?
Costa is an accountant. During tax season, he charges ?125 to do a simple tax return. His expenses for buying software, renting an office, and advertising are ?6,000. How many tax returns must he do if he wants to make a profit of at least ?8,000?
at least 112 jobs
Jenna is planning a five-day resort vacation with three of her friends. It will cost her ?279 for airfare, ?300 for food and entertainment, and ?65 per day for her share of the hotel. She has ?550 saved towards her vacation and can earn ?25 per hour as an assistant in her uncle’s photography studio. How many hours must she work in order to have enough money for her vacation?
Solve Compound Inequalities
Solve Compound Inequalities with “and”
In each of the following exercises, solve each inequality, graph the solution, and write the solution in interval notation.
and
and
and
and
Solve Compound Inequalities with “or”
In the following exercises, solve each inequality, graph the solution on the number line, and write the solution in interval notation.
or
or
or
or
Solve Applications with Compound Inequalities
In the following exercises, solve.
Liam is playing a number game with his sister Audry. Liam is thinking of a number and wants Audry to guess it. Five more than three times her number is between 2 and 32. Write a compound inequality that shows the range of numbers that Liam might be thinking of.
Elouise is creating a rectangular garden in her back yard. The length of the garden is 12 feet. The perimeter of the garden must be at least 36 feet and no more than 48 feet. Use a compound inequality to find the range of values for the width of the garden.
Solve Absolute Value Inequalities
Solve Absolute Value Equations
In the following exercises, solve.
no solution
Solve Absolute Value Inequalities with “less than”
In the following exercises, solve each inequality. Graph the solution and write the solution in interval notation.
Solve Absolute Value Inequalities with “greater than”
In the following exercises, solve. Graph the solution and write the solution in interval notation.
Solve Applications with Absolute Value
In the following exercises, solve.
A craft beer brewer needs 215,000 bottle per day. But this total can vary by as much as 5,000 bottles. What is the maximum and minimum expected usage at the bottling company?
The minimum to maximum expected usage is 210,000 to 220,000 bottles
At Fancy Grocery, the ideal weight of a loaf of bread is 16 ounces. By law, the actual weight can vary from the ideal by 1.5 ounces. What range of weight will be acceptable to the inspector without causing the bakery being fined?
Practice Test
In the following exercises, solve each equation.
contradiction; no solution
Solve the formula
for y.
In the following exercises, graph the inequality on the number line and write in interval notation.
In the following exercises, solve each inequality, graph the solution on the number line, and write the solution in interval notation.
and
or
or
In the following exercises, translate to an equation or inequality and solve.
Four less than twice x is 16.
Find the length of the missing side.
One number is four more than twice another. Their sum is Find the numbers.
The sum of two consecutive odd integers is Find the numbers.
Marcus bought a television on sale for ?626.50 The original price of the television was ?895. Find ⓐ the amount of discount and ⓑ the discount rate.
Bonita has ?2.95 in dimes and quarters in her pocket. If she has five more dimes than quarters, how many of each coin does she have?
12 dimes, seven quarters
Kim is making eight gallons of punch from fruit juice and soda. The fruit juice costs ?6.04 per gallon and the soda costs ?4.28 per gallon. How much fruit juice and how much soda should she use so that the punch costs ?5.71 per gallon?
The measure of one angle of a triangle is twice the measure of the smallest angle. The measure of the third angle is three times the measure of the smallest angle. Find the measures of all three angles.
The length of a rectangle is five feet more than four times the width. The perimeter is 60 feet. Find the dimensions of the rectangle.
Two planes leave Dallas at the same time. One heads east at a speed of 428 miles per hour. The other plane heads west at a speed of 382 miles per hour. How many hours will it take them to be 2,025 miles apart?
Leon drove from his house in Cincinnati to his sister’s house in Cleveland, a distance of 252 miles. It took him hours. For the first half hour, he had heavy traffic, and the rest of the time his speed was five miles per hour less than twice his speed in heavy traffic. What was his speed in heavy traffic?
Sara has a budget of ?1,000 for costumes for the 18 members of her musical theater group. What is the maximum she can spend for each costume?
At most ?55.56 per costume. |
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Based on the information entered, the body mass index (BMI) is 0. This child's BMI-for-age is at above less than the 0 th percentile, which means that this child's BMI is less greater than the BMIs of 0% of 0-year-old s in the reference population used to create CDC's growth charts. This child's BMI falls into the category, defined as a BMI that is less than the 5 th percentile at or above the 5 th to less than the 85 th percentile at or above the 85 th to less than the 95 th percentile at or above the 95 th percentile at or above 120% of the 95 th percentile for sex and age or a BMI that is at or above 35 kg/m 2.
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BMI Category Percentile Ranges Table| BMI Category | BMI Range |
--- |
| Underweight | Less than the 5 th percentile |
| Healthy Weight | 5 th percentile to less than the 85 th percentile |
| Overweight | 85 th percentile to less than the 95 th percentile |
| Obesity | 95 th percentile or greater |
| Severe Obesity | 120% of the 95 th percentile or greater OR a BMI of 35 kg/m 2 or greater |
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Discuss the BMI results with your healthcare provider as BMI can relate to overall health and well-being. Learn more about Defining Child BMI Categories. Encourage children and teens to build and practice healthy routines.
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6550 | https://www.intmath.com/functions-and-graphs/angle-bisector.php | Interactive Mathematics
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What is Angle Bisector in Geometry?
Geometry is the branch of mathematics that deals with the properties of shapes and relationships between them. It's a fascinating subject that provides students with a wealth of knowledge and skills to help them understand the world around them and make sense of it. One of the important concepts in geometry is understanding angles and their properties. An angle bisector is an important concept in geometry that is used to divide angles into equal parts.
What is an Angle Bisector?
An angle bisector is a line segment that divides an angle into two equal parts. It's also known as the bisector of an angle. The line segment is perpendicular to the angle's two sides, and its length is always equal to half of the angle's total length. The angle bisector theorem states that the angle bisector divides the angle into two equal angles, each with a measure of half the original angle.
For example, consider an angle with a measure of 90 degrees. The angle bisector would divide this angle into two angles of 45 degrees each. Similarly, an angle with a measure of 60 degrees would be divided into two angles of 30 degrees each.
How to Bisect an Angle?
Bisecting an angle is the process of dividing it into two equal parts using an angle bisector. This can be done by drawing a straight line through the center of the angle, making sure that it is perpendicular to both sides of the angle. The line should be drawn so that it divides the angle into two equal parts.
To bisect an angle, first draw a line that is perpendicular to both sides of the angle. Then, draw another line that is parallel to one of the sides of the angle and intersects the first line. This will divide the angle into two equal parts.
The Angle Bisection Theorem
The angle bisection theorem states that the angle bisector divides the angle into two equal angles. This means that if an angle is bisected, the two resulting angles will be equal in measure. This theorem is especially useful when constructing shapes with specific angles, such as a triangle or a square.
To prove the angle bisection theorem, we can use the properties of similar triangles. If two angles of a triangle are equal, then the sides opposite those angles are also equal. This means that if two angles of a triangle are equal, then the triangle must be an isosceles triangle. Therefore, if an angle is bisected, the two resulting angles must be equal.
Practice Problems
To practice bisecting angles, we can use the following practice problems.
Problem 1
Bisect an angle with a measure of 30 degrees.
Solution: The angle can be bisected by drawing a line perpendicular to both sides of the angle. This will divide the angle into two angles of 15 degrees each.
Problem 2
Bisect an angle with a measure of 45 degrees.
Solution: The angle can be bisected by drawing a line perpendicular to both sides of the angle. This will divide the angle into two angles of 22.5 degrees each.
Problem 3
Bisect an angle with a measure of 60 degrees.
Solution: The angle can be bisected by drawing a line perpendicular to both sides of the angle. This will divide the angle into two angles of 30 degrees each.
Problem 4
Bisect an angle with a measure of 90 degrees.
Solution: The angle can be bisected by drawing a line perpendicular to both sides of the angle. This will divide the angle into two angles of 45 degrees each.
Problem 5
Bisect an angle with a measure of 120 degrees.
Solution: The angle can be bisected by drawing a line perpendicular to both sides of the angle. This will divide the angle into two angles of 60 degrees each.
Summary
In this lesson, we discussed angle bisector in geometry. We defined it as a line segment that divides an angle into two equal parts, and we discussed the angle bisection theorem. We also looked at how to bisect an angle, and we practiced bisecting angles with a few practice problems.
Angle bisector is an important concept in geometry, and understanding it will help students understand angles and their properties. With this knowledge, students will be able to construct shapes with specific angles, such as a triangle or a square.
FAQ
What is an angle bisector in geometry?
An angle bisector in geometry is a line segment or a ray that divides an angle into two equal parts.
Which is the best definition for angle bisector?
The best definition for angle bisector is a line segment or a ray that divides an angle into two equal parts.
How do you find the angle bisector in geometry?
To find the angle bisector in geometry, draw two lines that form the desired angle, then draw a line segment or a ray that divides the angle into two equal parts.
How does an angle bisector work?
An angle bisector works by dividing an angle into two equal parts. It is a line that bisects the angle and divides it into two equal parts.
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6551 | https://en.wikipedia.org/wiki/Tantalum_pentoxide | Jump to content
Tantalum pentoxide
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From Wikipedia, the free encyclopedia
Tantalum pentoxide
| | |
| | |
| Names | |
| IUPAC name Tantalum(V) oxide | |
| Systematic IUPAC name Ditantalum pentaoxide | |
| Identifiers | |
| CAS Number | 1314-61-0Y |
| 3D model (JSmol) | Interactive image |
| ChemSpider | 452513N |
| ECHA InfoCard | 100.013.854 |
| PubChem CID | 518712 |
| UNII | OEZ64Z53M4Y |
| CompTox Dashboard (EPA) | DTXSID10893849 |
| InChI InChI=1S/5O.2Ta | |
| SMILES O=TaOTa=O | |
| Properties | |
| Chemical formula | Ta2O5 |
| Molar mass | 441.893 g/mol |
| Appearance | white, odorless powder |
| Density | β-Ta2O5 = 8.18 g/cm3 α-Ta2O5 = 8.37 g/cm3 |
| Melting point | 1,872 °C (3,402 °F; 2,145 K) |
| Solubility in water | negligible |
| Solubility | insoluble in organic solvents and most mineral acids, reacts with HF |
| Band gap | 3.8–5.3 eV |
| Magnetic susceptibility (χ) | −32.0×10−6 cm3/mol |
| Refractive index (nD) | 2.275 |
| Except where otherwise noted, data are given for materials in their standard state (at 25 °C [77 °F], 100 kPa). N verify (what is YN ?) Infobox references | |
Chemical compound
Tantalum pentoxide, also known as tantalum(V) oxide, is the inorganic compound with the formula Ta
2O
5. It is a white solid that is insoluble in all solvents but is attacked by strong bases and hydrofluoric acid. Ta
2O
5 is an inert material with a high refractive index and low absorption (i.e. colourless), which makes it useful for coatings. It is also extensively used in the production of capacitors, due to its high dielectric constant.
Preparation
[edit]
Occurrence
[edit]
Tantalum occurs in the minerals tantalite and columbite (columbium being an archaic name for niobium), which occur in pegmatites, an igneous rock formation. Mixtures of columbite and tantalite are called coltan. Tantalum was discovered in Tantalite in 1802 by Anders Gustaf Ekeberg at Ytterby, Sweden, and Kimoto, Finland. The minerals microlite and pyrochlore contain approximately 70% and 10% Ta, respectively.
Refining
[edit]
Tantalum ores often contain significant amounts of niobium, which is itself a valuable metal. As such, both metals are extracted so that they may be sold. The overall process is one of hydrometallurgy and begins with a leaching step; in which the ore is treated with hydrofluoric acid and sulfuric acid to produce water-soluble hydrogen fluorides, such as the heptafluorotantalate. This allows the metals to be separated from the various non-metallic impurities in the rock.
: (FeMn)(NbTa)2O6 + 16 HF → H2[TaF7] + H2[NbOF5] + FeF2 + MnF2 + 6 H2O
The tantalum and niobium hydrogenfluorides are then removed from the aqueous solution by liquid-liquid extraction using organic solvents, such as cyclohexanone or methyl isobutyl ketone. This step allows the simple removal of various metal impurities (e.g. iron and manganese) which remain in the aqueous phase in the form of fluorides. Separation of the tantalum and niobium is then achieved by pH adjustment. Niobium requires a higher level of acidity to remain soluble in the organic phase and can hence be selectively removed by extraction into less acidic water.
The pure tantalum hydrogen fluoride solution is then neutralised with aqueous ammonia to give hydrated tantalum oxide (Ta2O5(H2O)x), which is calcinated to tantalum pentoxide (Ta2O5) as described in these idealized equations:
: H2[TaF7] + 5 H2O + 7 NH3 → 1/2 Ta2O5(H2O)5 + 7 NH4F
: Ta2O5(H2O)5 → Ta2O5 + 5 H2O
Natural pure tantalum oxide is known as the mineral tantite, although it is exceedingly rare.
From alkoxides
[edit]
Tantalum oxide is frequently used in electronics, often in the form of thin films. For these applications it can be produced by MOCVD (or related techniques), which involves the hydrolysis of its volatile halides or alkoxides:
: Ta2(OEt)10 + 5 H2O → Ta2O5 + 10 EtOH
: 2 TaCl5 + 5 H2O → Ta2O5 + 10 HCl
Structure and properties
[edit]
The crystal structure of tantalum pentoxide has been the matter of some debate. The bulk material is disordered, being either amorphous or polycrystalline; with single crystals being difficult to grow. As such Xray crystallography has largely been limited to powder diffraction, which provides less structural information.
At least 2 polymorphs are known to exist. A low temperature form, known as L- or β-Ta2O5, and the high temperature form known as H- or α-Ta2O5. The transition between these two forms is slow and reversible; taking place between 1000 and 1360 °C, with a mixture of structures existing at intermediate temperatures. The structures of both polymorphs consist of chains built from octahedral TaO6 and pentagonal bipyramidal TaO7 polyhedra sharing opposite vertices; which are further joined by edge-sharing. The overall crystal system is orthorhombic in both cases, with the space group of β-Ta2O5 being identified as Pna2 by single crystal X-ray diffraction.
A high pressure form (Z-Ta2O5) has also been reported, in which the Ta atoms adopt a 7 coordinate geometry to give a monoclinic structure (space group C2).
Purely amorphous tantalum pentoxide has a similar local structure to the crystalline polymorphs, built from TaO6 and TaO7 polyhedra, while the molten liquid phase has a distinct structure based on lower coordination polyhedra, mainly TaO5 and TaO6.
The difficulty in forming material with a uniform structure has led to variations in its reported properties. Like many metal oxides Ta2O5 is an insulator and its band gap has variously been reported as being between 3.8 and 5.3 eV, depending on the method of manufacture. In general the more amorphous the material the greater its observed band gap.
These observed values are significantly higher than those predicted by computational chemistry (2.3 - 3.8 eV).
Its dielectric constant is typically about 25 although values of over 50 have been reported. In general tantalum pentoxide is considered to be a high-k dielectric material.
Reactions
[edit]
Ta2O5 does not react appreciably with either HCl or HBr, however it will dissolve in hydrofluoric acid, and reacts with potassium bifluoride and HF according to the following equation:
: Ta2O5 + 4 KHF2 + 6 HF → 2 K2[TaF7] + 5 H2O
Ta2O5 can be reduced to metallic Ta via the use of metallic reductants such as calcium and aluminium.
: Ta2O5 + 5 Ca → 2 Ta + 5 CaO
Uses
[edit]
In electronics
[edit]
Owing to its high band gap and dielectric constant, tantalum pentoxide has found a variety of uses in electronics, particularly in tantalum capacitors. These are used in automotive electronics, cell phones, and pagers, electronic circuitry; thin-film components; and high-speed tools. In the 1990s, interest grew in the use of tantalum oxide as a high-k dielectric for DRAM capacitor applications.
It is used in on-chip metal-insulator-metal capacitors for high frequency CMOS integrated circuits. Tantalum oxide may have applications as the charge trapping layer for non-volatile memories. There are applications of tantalum oxide in resistive switching memories.
In optics
[edit]
Due to its high refractive index, Ta2O5 has been utilized in the fabrication of the glass of photographic lenses.
It can also be deposited as an optical coating with typical applications being antireflection and multilayer filter coatings in near UV to near infrared.
Ta2O5 has also been found to have a high nonlinear refractive index, on the order of three times that of silicon nitride, which has led to interest in the utilization of Ta2O5 in photonic integrated circuits. Ta2O5 has been recently utilized as the material platform for the generation of supercontinuum and Kerr frequency combs in waveguides and optical ring resonators. Through the addition of rare-earth dopants in the deposition process, Ta2O5 waveguide lasers have been presented for a variety of applications, such as remote sensing and LiDAR.
References
[edit]
^ Reisman, Arnold; Holtzberg, Frederic; Berkenblit, Melvin; Berry, Margaret (20 September 1956). "Reactions of the Group VB Pentoxides with Alkali Oxides and Carbonates. III. Thermal and X-Ray Phase Diagrams of the System K2O or K2CO3 with Ta2O5". Journal of the American Chemical Society. 78 (18): 4514–4520. Bibcode:1956JAChS..78.4514R. doi:10.1021/ja01599a003.
^ Jump up to: a b Fairbrother, Frederick (1967). The Chemistry of Niobium and Tantalum. New York: Elsevier Publishing Company. pp. 1–28. ISBN 978-0-444-40205-9.
^ Anthony Agulyanski (2004). "Fluorine chemistry in the processing of tantalum and niobium". In Anatoly Agulyanski (ed.). Chemistry of Tantalum and Niobium Fluoride Compounds (1st ed.). Burlington: Elsevier. ISBN 9780080529028.
^ "Tantite: Tantite mineral information and data". Mindat.org. Retrieved 2016-03-03.
^ Jump up to: a b Askeljung, Charlotta; Marinder, Bengt-Olov; Sundberg, Margareta (1 November 2003). "Effect of heat treatment on the structure of L-Ta2O5". Journal of Solid State Chemistry. 176 (1): 250–258. Bibcode:2003JSSCh.176..250A. doi:10.1016/j.jssc.2003.07.003.
^ Stephenson, N. C.; Roth, R. S. (1971). "Structural systematics in the binary system Ta2O5–WO3. V. The structure of the low-temperature form of tantalum oxide L-Ta2O5". Acta Crystallographica Section B. 27 (5): 1037–1044. Bibcode:1971AcCrB..27.1037S. doi:10.1107/S056774087100342X.
^ Wells, A.F. (1947). Structural Inorganic Chemistry. Oxford: Clarendon Press.
^ Wolten, G. M.; Chase, A. B. (1 August 1969). "Single-crystal data for β Ta2O5 and A KPO3". Zeitschrift für Kristallographie. 129 (5–6): 365–368. Bibcode:1969ZK....129..365W. doi:10.1524/zkri.1969.129.5-6.365.
^ Hummel, Hans-U.; Fackler, Richard; Remmert, Peter (1992). "Tantaloxide durch Gasphasenhydrolyse, Druckhydrolyse und Transportreaktion aus 2H-TaS2: Synthesen von TT-Ta2O5 und T-Ta2O5 und Kristallstruktur von T-Ta2O5". Chemische Berichte. 125 (3): 551–556. doi:10.1002/cber.19921250304.
^ Zibrov, I. P.; Filonenko, V. P.; Sundberg, M.; Werner, P.-E. (1 August 2000). "Structures and phase transitions of B-Ta2O5 and Z-Ta2O5: two high-pressure forms of Ta2O5". Acta Crystallographica Section B. 56 (4): 659–665. doi:10.1107/S0108768100005462. PMID 10944257. S2CID 22330435.
^ Alderman, O. L. G.; Benmore, C.J.; Neuefeind, J.; Coillet, E.; Mermet, A.; Martinez, V.; Tamalonis, A.; Weber, R. (2018). "Amorphous tantala and its relationship with the molten state". Physical Review Materials. 2 (4): 043602. Bibcode:2018PhRvM...2d3602A. doi:10.1103/PhysRevMaterials.2.043602.{{cite journal}}: CS1 maint: article number as page number (link)
^ Kukli, Kaupo; Aarik, Jaan; Aidla, Aleks; Kohan, Oksana; Uustare, Teet; Sammelselg, Väino (1995). "Properties of tantalum oxide thin films grown by atomic layer deposition". Thin Solid Films. 260 (2): 135–142. Bibcode:1995TSF...260..135K. doi:10.1016/0040-6090(94)06388-5.
^ Fleming, R. M.; Lang, D. V.; Jones, C. D. W.; Steigerwald, M. L.; Murphy, D. W.; Alers, G. B.; Wong, Y.-H.; van Dover, R. B.; Kwo, J. R.; Sergent, A. M. (1 January 2000). "Defect dominated charge transport in amorphous Ta2O5 thin films". Journal of Applied Physics. 88 (2): 850. Bibcode:2000JAP....88..850F. doi:10.1063/1.373747.
^ Murawala, Prakash A.; Sawai, Mikio; Tatsuta, Toshiaki; Tsuji, Osamu; Fujita, Shizuo; Fujita, Shigeo (1993). "Structural and Electrical Properties of Ta2O5 Grown by the Plasma-Enhanced Liquid Source CVD Using Penta Ethoxy Tantalum Source". Japanese Journal of Applied Physics. 32 (Part 1, No. 1B): 368–375. Bibcode:1993JaJAP..32..368M. doi:10.1143/JJAP.32.368. S2CID 97813703.
^ Ramprasad, R. (1 January 2003). "First principles study of oxygen vacancy defects in tantalum pentoxide". Journal of Applied Physics. 94 (9): 5609–5612. Bibcode:2003JAP....94.5609R. doi:10.1063/1.1615700.
^ Sawada, H.; Kawakami, K. (1 January 1999). "Electronic structure of oxygen vacancy in Ta2O5". Journal of Applied Physics. 86 (2): 956. Bibcode:1999JAP....86..956S. doi:10.1063/1.370831.
^ Nashed, Ramy; Hassan, Walid M. I.; Ismail, Yehea; Allam, Nageh K. (2013). "Unravelling the interplay of crystal structure and electronic band structure of tantalum oxide (Ta2O5)". Physical Chemistry Chemical Physics. 15 (5): 1352–7. Bibcode:2013PCCP...15.1352N. doi:10.1039/C2CP43492J. PMID 23243661.
^ Macagno, V.; Schultze, J.W. (1 December 1984). "The growth and properties of thin oxide layers on tantalum electrodes". Journal of Electroanalytical Chemistry and Interfacial Electrochemistry. 180 (1–2): 157–170. doi:10.1016/0368-1874(84)83577-7.
^ Hiratani, M.; Kimura, S.; Hamada, T.; Iijima, S.; Nakanishi, N. (1 January 2002). "Hexagonal polymorph of tantalum–pentoxide with enhanced dielectric constant". Applied Physics Letters. 81 (13): 2433. Bibcode:2002ApPhL..81.2433H. doi:10.1063/1.1509861.
^ Agulyansky, A (2003). "Potassium fluorotantalate in solid, dissolved and molten conditions". J. Fluorine Chem. 123 (2): 155–161. Bibcode:2003JFluC.123..155A. doi:10.1016/S0022-1139(03)00190-8.
^ Brauer, Georg (1965). Handbook of preparative inorganic chemistry. Academic Press. p. 256. ISBN 978-0-12-395591-3.
^
Ezhilvalavan, S.; Tseng, T. Y. (1999). "Preparation and properties of tantalum pentoxide (Ta2O5) thin films for ultra large scale integrated circuits (ULSIs) application - a review". Journal of Materials Science: Materials in Electronics. 10 (1): 9–31. doi:10.1023/A:1008970922635. S2CID 55644772.
^
Chaneliere, C; Autran, J L; Devine, R A B; Balland, B (1998). "Tantalum pentoxide (Ta2O5) thin films for advanced dielectric applications". Materials Science and Engineering: R. 22 (6): 269–322. doi:10.1016/S0927-796X(97)00023-5.
^
Wang, X; et al. (2004). "A Novel MONOS-Type Nonvolatile Memory Using High-κ Dielectrics for Improved Data Retention and Programming Speed". IEEE Transactions on Electron Devices. 51 (4): 597–602. Bibcode:2004ITED...51..597W. doi:10.1109/TED.2004.824684.
^
Zhu, H; et al. (2013). "Design and Fabrication of Ta2O5 Stacks for Discrete Multibit Memory Application". IEEE Transactions on Nanotechnology. 12 (6): 1151–1157. Bibcode:2013ITNan..12.1151Z. doi:10.1109/TNANO.2013.2281817. S2CID 44045227.
^
Lee, M-.J; et al. (2011). "A fast, high-endurance and scalable non-volatile memory device made from asymmetric Ta2O5−x/TaO2−x bilayer structures". Nature Materials. 10 (8): 625–630. Bibcode:2011NatMa..10..625L. doi:10.1038/NMAT3070. PMID 21743450.
^ Musikant, Solomon (1985). "Optical Glas Composition". Optical Materials: An Introduction to Selection and Application. CRC Press. p. 28. ISBN 978-0-8247-7309-0.
^ "Tantalum Oxide for Optical Coating Applications". Materion. Retrieved April 1, 2021.
^ Tai, Chao-Yi; Wilkinson, James S.; Perney, Nicolas M. B.; Netti, M. Caterina; Cattaneo, F.; Finlayson, Chris E.; Baumberg, Jeremy J. (2004-10-18). "Determination of nonlinear refractive index in a Ta2O5 rib waveguide using self-phase modulation". Optics Express. 12 (21): 5110–5116. Bibcode:2004OExpr..12.5110T. doi:10.1364/OPEX.12.005110. ISSN 1094-4087. PMID 19484065.
^ Jump up to: a b Jung, Hojoong; Yu, Su-Peng; Carlson, David R.; Drake, Tara E.; Briles, Travis C.; Papp, Scott B. (2021-06-20). "Tantala Kerr nonlinear integrated photonics". Optica. 8 (6): 811–817. arXiv:2007.12958. Bibcode:2021Optic...8..811J. doi:10.1364/OPTICA.411968. ISSN 2334-2536. S2CID 220793938.
^ Woods, Jonathan R. C.; Daykin, Jake; Tong, Amy S. K.; Lacava, Cosimo; Petropoulos, Periklis; Tropper, Anne C.; Horak, Peter; Wilkinson, James S.; Apostolopoulos, Vasilis (2020-10-12). "Supercontinuum generation in tantalum pentoxide waveguides for pump wavelengths in the 900 nm to 1500 nm spectral region". Optics Express. 28 (21): 32173–32184. Bibcode:2020OExpr..2832173W. doi:10.1364/OE.403089. ISSN 1094-4087. PMID 33115180.
^ Fan, Ranran; Lin, Yuan-Yao; Chang, Lin; Boes, Andreas; Bowers, John; Liu, Jia-Wei; Lin, Chao-Hong; Wang, Te-Keng; Qiao, Junpeng; Kuo, Hao-Chung; Lin, Gong-Ru; Shih, Min-Hsiung; Hung, Yung-Jr; Chiu, Yi-Jen; Lee, Chao-Kuei (2021-04-12). "Higher order mode supercontinuum generation in tantalum pentoxide (Ta2O5) channel waveguide". Scientific Reports. 11 (1): 7978. Bibcode:2021NatSR..11.7978F. doi:10.1038/s41598-021-86922-8. ISSN 2045-2322. PMC 8042067. PMID 33846403.
^ Tong, Amy S. K.; Mitchell, Colin J.; Aghajani, Armen; Sessions, Neil; Senthil Murugan, G.; Mackenzie, Jacob I.; Wilkinson, James S. (2020-09-01). "Spectroscopy of thulium-doped tantalum pentoxide waveguides on silicon". Optical Materials Express. 10 (9): 2201. Bibcode:2020OMExp..10.2201T. doi:10.1364/OME.397011. ISSN 2159-3930.
^ Aghajani, A; Murugan, G S; Sessions, N P; Apostolopoulos, V; Wilkinson, J S (2015-06-17). "Spectroscopy of high index contrast Yb:Ta 2 O 5 waveguides for lasing applications". Journal of Physics: Conference Series. 619 (1): 012031. Bibcode:2015JPhCS.619a2031A. doi:10.1088/1742-6596/619/1/012031. ISSN 1742-6596.{{cite journal}}: CS1 maint: article number as page number (link)
^ Subramani, Ananth Z.; Oton, Claudio J.; Shepherd, David P.; Wilkinson, James S. (November 2010). "Erbium-Doped Waveguide Laser in Tantalum Pentoxide". IEEE Photonics Technology Letters. 22 (21): 1571–1573. Bibcode:2010IPTL...22.1571S. doi:10.1109/LPT.2010.2072495. ISSN 1041-1135. S2CID 28849615.
| v t e Tantalum compounds | |
--- |
| Tantalum(II) | TaB2 |
| Tantalum(III) | TaAl3 TaAs TaN TaCl3 | | | --- | | Organotantalum(III) | - Ta(SiOtBu)3 | |
| Tantalum(IV) | TaS2 TaSe2 TaI4 TaC TaTe2 Ta4HfC5 |
| Tantalum(V) | TaF5 TaCl5 TaBr5 TaI5 Ta2O5 LiTaO3 NdTaO4 LuTaO4 K2TaF7 H2TaF7 K2Ta2O3F6 | | | --- | | Organotantalum(V) | - Ta2(OC2H5)10 - TaC5H15 - TaCl2(CH3)3 - Ta(C2H6N)5 - TaCp2H3 | |
| v t e | |
--- |
| Mixed oxidation states | Antimony tetroxide (Sb2O4) Boron suboxide (B12O2) Carbon suboxide (C3O2) Chlorine perchlorate (Cl2O4) Chloryl perchlorate (Cl2O6) Cobalt(II,III) oxide (Co3O4) Dichlorine pentoxide (Cl2O5) Iron(II,III) oxide (Fe3O4) Lead(II,IV) oxide (Pb3O4) Manganese(II,III) oxide (Mn3O4) Mellitic anhydride (C12O9) Praseodymium(III,IV) oxide (Pr6O11) Silver(I,III) oxide (Ag2O2) Terbium(III,IV) oxide (Tb4O7) Tribromine octoxide (Br3O8) Triuranium octoxide (U3O8) |
| +1 oxidation state | Aluminium(I) oxide (Al2O) Copper(I) oxide (Cu2O) Caesium monoxide (Cs2O) Dibromine monoxide (Br2O) Dicarbon monoxide (C2O) Dichlorine monoxide (Cl2O) Gallium(I) oxide (Ga2O) Iodine(I) oxide (I2O) Lithium oxide (Li2O) Mercury(I) oxide (Hg2O) Nitrous oxide (N2O) Potassium oxide (K2O) Rubidium oxide (Rb2O) Silver oxide (Ag2O) Thallium(I) oxide (Tl2O) Sodium oxide (Na2O) Water (hydrogen oxide) (H2O) |
| +2 oxidation state | Aluminium(II) oxide (AlO) Barium oxide (BaO) Berkelium monoxide (BkO) Beryllium oxide (BeO) Boron monoxide (BO) Bromine monoxide (BrO) Cadmium oxide (CdO) Calcium oxide (CaO) Carbon monoxide (CO) Chlorine monoxide (ClO) Chromium(II) oxide (CrO) Cobalt(II) oxide (CoO) Copper(II) oxide (CuO) Dinitrogen dioxide (N2O2) Disulfur dioxide (S2O2) Europium(II) oxide (EuO) Germanium monoxide (GeO) Iron(II) oxide (FeO) Iodine monoxide (IO) Lead(II) oxide (PbO) Magnesium oxide (MgO) Manganese(II) oxide (MnO) Mercury(II) oxide (HgO) Nickel(II) oxide (NiO) Nitric oxide (NO) Niobium monoxide (NbO) Palladium(II) oxide (PdO) Phosphorus monoxide (PO) Polonium monoxide (PoO) Protactinium monoxide (PaO) Radium oxide (RaO) Silicon monoxide (SiO) Strontium oxide (SrO) Sulfur monoxide (SO) Thorium monoxide (ThO) Tin(II) oxide (SnO) Titanium(II) oxide (TiO) Vanadium(II) oxide (VO) Yttrium(II) oxide (YO) Zirconium monoxide (ZrO) Zinc oxide (ZnO) |
| +3 oxidation state | Actinium(III) oxide (Ac2O3) Aluminium oxide (Al2O3) Americium(III) oxide (Am2O3) Antimony trioxide (Sb2O3) Arsenic trioxide (As2O3) Berkelium(III) oxide (Bk2O3) Bismuth(III) oxide (Bi2O3) Boron trioxide (B2O3) Californium(III) oxide (Cf2O3) Cerium(III) oxide (Ce2O3) Chromium(III) oxide (Cr2O3) Cobalt(III) oxide (Co2O3) Curium(III) oxide (Cm2O3) Dinitrogen trioxide (N2O3) Dysprosium(III) oxide (Dy2O3) Einsteinium(III) oxide (Es2O3) Erbium(III) oxide (Er2O3) Europium(III) oxide (Eu2O3) Gadolinium(III) oxide (Gd2O3) Gallium(III) oxide (Ga2O3) Gold(III) oxide (Au2O3) Holmium(III) oxide (Ho2O3) Indium(III) oxide (In2O3) Iron(III) oxide (Fe2O3) Lanthanum oxide (La2O3) Lutetium(III) oxide (Lu2O3) Manganese(III) oxide (Mn2O3) Neodymium(III) oxide (Nd2O3) Nickel(III) oxide (Ni2O3) Phosphorus trioxide (P4O6) Praseodymium(III) oxide (Pr2O3) Promethium(III) oxide (Pm2O3) Rhodium(III) oxide (Rh2O3) Samarium(III) oxide (Sm2O3) Scandium oxide (Sc2O3) Terbium(III) oxide (Tb2O3) Thallium(III) oxide (Tl2O3) Thulium(III) oxide (Tm2O3) Titanium(III) oxide (Ti2O3) Tungsten(III) oxide (W2O3) Vanadium(III) oxide (V2O3) Ytterbium(III) oxide (Yb2O3) Yttrium(III) oxide (Y2O3) |
| +4 oxidation state | Americium dioxide (AmO2) Berkelium(IV) oxide (BkO2) Bromine dioxide (BrO2) Californium dioxide (CfO2) Carbon dioxide (CO2) Carbon trioxide (CO3) Cerium(IV) oxide (CeO2) Chlorine dioxide (ClO2) Chromium(IV) oxide (CrO2) Curium(IV) oxide (CmO2) Dinitrogen tetroxide (N2O4) Germanium dioxide (GeO2) Iodine dioxide (IO2) Iridium dioxide (IrO2) Hafnium(IV) oxide (HfO2) Lead dioxide (PbO2) Manganese dioxide (MnO2) Molybdenum dioxide (MoO2) Neptunium(IV) oxide (NpO2) Nitrogen dioxide (NO2) Niobium dioxide (NbO2) Osmium dioxide (OsO2) Platinum dioxide (PtO2) Plutonium(IV) oxide (PuO2) Polonium dioxide (PoO2) Praseodymium(IV) oxide (PrO2) Protactinium(IV) oxide (PaO2) Rhenium(IV) oxide (ReO2) Rhodium(IV) oxide (RhO2) Ruthenium(IV) oxide (RuO2) Selenium dioxide (SeO2) Silicon dioxide (SiO2) Sulfur dioxide (SO2) Technetium(IV) oxide (TcO2) Tellurium dioxide (TeO2) Terbium(IV) oxide (TbO2) Thorium dioxide (ThO2) Tin dioxide (SnO2) Titanium dioxide (TiO2) Tungsten(IV) oxide (WO2) Uranium dioxide (UO2) Vanadium(IV) oxide (VO2) Xenon dioxide (XeO2) Zirconium dioxide (ZrO2) |
| +5 oxidation state | Antimony pentoxide (Sb2O5) Arsenic pentoxide (As2O5) Bismuth pentoxide (Bi2O5) Dinitrogen pentoxide (N2O5) Diuranium pentoxide (U2O5) Neptunium(V) oxide (Np2O5) Niobium pentoxide (Nb2O5) Phosphorus pentoxide (P2O5) Protactinium(V) oxide (Pa2O5) Tantalum pentoxide (Ta2O5) Tungsten pentoxide (W2O5) Vanadium(V) oxide (V2O5) |
| +6 oxidation state | Chromium trioxide (CrO3) Molybdenum trioxide (MoO3) Polonium trioxide (PoO3) Rhenium trioxide (ReO3) Selenium trioxide (SeO3) Sulfur trioxide (SO3) Tellurium trioxide (TeO3) Tungsten trioxide (WO3) Uranium trioxide (UO3) Xenon trioxide (XeO3) |
| +7 oxidation state | Dichlorine heptoxide (Cl2O7) Manganese heptoxide (Mn2O7) Rhenium(VII) oxide (Re2O7) Technetium(VII) oxide (Tc2O7) |
| +8 oxidation state | Iridium tetroxide (IrO4) Osmium tetroxide (OsO4) Ruthenium tetroxide (RuO4) Xenon tetroxide (XeO4) Hassium tetroxide (HsO4) |
| Related | Oxocarbon Suboxide Oxyanion Ozonide Peroxide Superoxide Oxypnictide |
| Oxides are sorted by oxidation state. Category:Oxides | |
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6553 | https://www.youtube.com/watch?v=t3DduGxXhlY | 42 - AC CIRCUITS PROBLEM 10 & 11 | Find the Impedance, current, and the phase angle #knust
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42 - AC CIRCUITS PROBLEM 10 & 11 | Find the Impedance current and the phase angle #knust
In this video, we are going to solve ac circuit problems, finding the impedance, current and phase angle between the current and the source voltage.
Finding the impedance of an rlc circuit.
Z = R + jXL - jXc, where
R is the resistance
XL is the inductive reactance
and
Xc is the capacitive reactance
00:00 - Problem 10
05:12 - Problem 11
4 comments
Transcript:
Problem 10 now let's try this set of questions question number 10 a circuit has two parallel parts and their impedances are z1 equals 10 plus j20 ohms z2 equals negative j 12.5 ohms calculate the combined impedance now let's solve this question together so according to the question we have two parallel parts z1 and z2 so let this be z1 which is equal to 10 plus j 20 ohms and then we have this to be z2 equals negative j 12.5 ohms and we have been asked to find the combined now two resistors connected in parallel is given by rt equals r1 times r2 divided by r1 plus r2 now the same applies to two impedances in parallel so the combined impedance that is zt is given by z1 times z2 divided by z1 plus z2 so let's input the values of z1 and then z2 so we have z1 to be 10 plus j20 and then z2 to be negative j 12.5 divided by z1 10 plus j20 plus z2 which is negative j 12.5 now let's try to simplify this we have 10 times negative j 12.5 and that gives negative j 125 plus 20 times 12.5 is 250 and then we are left with j and then negative j so j times negative j gives negative j squared we have this all divided by 10 plus 0 is 10 and then j 20 plus negative j 12.5 gives j 7.5 now let's simplify further we know that j square is equal to negative one therefore negative j square is equal to negative times negative one and that is equal to one so 1 times 250 is 250 so we have 250 and then minus j125 or divided by 10 plus j 7.5 now at this point we are going to convert these values from their rectangular forms to their polar forms now if you convert 250 minus j125 to the polar form then you have 279.508 polar negative 26.565 divided by 10 plus j 7.5 also gives 12.5 pula 36.870 so we divide 279.50 by 12.5 and then we have 22.361 and for the angle because we are dividing we are going to subtract so we have negative 26.565 minus 36.870 and that gives negative 63.43 now let's convert this from the polar form back to the rectangular form when you do that you have 10 minus j 20 ohms therefore we have the combined impedance z t to be equal to 10 minus j 20 ohms now let's move on to the next question Problem 11 so to question 11 a capacitor of 400 over pi microfarad is connected in parallel with a 40 ohm resistor across a 200 volt 50 has supply a find the total supply current and then b determine the power factor of the whole circuit now let's represent the information we have in a circuit so we have been told that we have a capacitor of 400 over pi microfarad and that is connected in parallel with a 40 ohm resistor across a 200 volt 50 has supply so we have this to be the ac source which is 200 volts 50 hairs supply and then we have a capacitor in parallel with a 40 ohm resistor so we have this to be the capacitor and that is in parallel with the resistor so we have r to be 40 ohms and then we have the capacitor to be 400 over pi microfarad and then we are going to find e the total supply current now to find the total supply current we first of all need to find the total impedance of this circuit and then we can divide the voltage that is 200 by the total impedance of the circuit now let the impedance due to the resistor be z1 and also the impedance due to the capacitor bz2 so let's set one equals r and that is equal to 40 ohms and also let z2 equals now because z2 is the impedance due to the capacitor that's going to be negative j x c so let's find x c that is the capacitive reactance so we have x c equals 1 over omega c and we can simplify this as 2 pi f c that is 1 over 2 pi fc now from the question we are giving the frequency to be 50 heads so we have 2 pi times 50 times the value for the capacitance which is 400 over pi microfarad so we have 400 over pi times 10 exponent negative 6. so when you simplify the denominator we are going to get 0.04 and then 1 divided by 0.04 is 25 so we have x c to be 25 ohms therefore representing the impedances in the rectangular form we have z1 equals 40 ohms and then z2 equals negative j 25 ohms so let's move on as we find the combined impedance so the combined impedance is giving us z t and that is equal to now because the two impedances are in parallel we are going to have z1 times z2 divided by z1 plus z2 and that is equal to we have z1 to be 40 z2 to be negative j 25 divided by 40 plus negative j 25 so let's simplify this so 40 times negative j 25 gives negative j 1000 divided by 40 plus negative j 25 is 40 minus j 25 now let's convert each of the values at the numerator and the denominator to the apollo forms so that gives 1000 polar negative 90 divided by 47.17 negative 32.005 now let's simplify this so we divide 1000 by 47.17 and then we have 21.20 and then polar negative 90 minus negative 32.005 and that also gives negative 57.995 so this is the combined impedance now we have this value that is 21.20 to be the impedance and then we have negative 57.995 to be the phase angle therefore to find the total supply current that is given by i equals v over z and then we have vein to be 200 so 200 divided by 21.20 and that gives 9.43 amperes so this is the value of the total supply current so that is a and also for b we have been asked to find or determine the power factor of the whole circuit so the power factor is equal to cosine of the phase angle now we have the phase angle to be negative 57.995 and then cosine of this value gives 0.53 now considering this circuit you realize that the impedance is capacitive because we have a capacitor in the circuit therefore in a capacitive circuit the current always leads the voltage therefore the power factor is going to be 0.53 leading so that's it for today's video thanks for watching and see you in my next video bye bye |
6554 | https://en.wikipedia.org/wiki/Curl_(association_football) | Curl (association football) - Wikipedia
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(Top)
1 Nomenclature
2 UsageToggle Usage subsection
2.1 Free kicks
2.2 Corners
2.3 Passing
3 Causes
4 Notable players
5 See also
6 Notes
7 References
8 External links
Curl (association football)
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From Wikipedia, the free encyclopedia
In association football (soccer), spin on the ball which will make it change direction
David Beckham (centre) scoring with a bending free kick in 2007. The ball is struck with the inside of his right foot, with his body leaning to the left to generate extra curl on the ball.
Curl or bend in association football is a definition for a spin on the ball which makes the ball move in a curved direction. When kicking the ball, the inside of the foot is often used to curl the ball, but this can also be done by using the outside of the foot. Similar to curl, the ball can also swerve in the air, without the spin on the ball which makes the ball curl.
Curling or bending the ball is especially used in free kicks, shots from outside the penalty area and crosses. Differences between balls can affect the amount of swerve and curl: traditional leather footballs were too heavy to curl without great effort, whereas lighter modern footballs curl more easily.
Nomenclature
[edit]
The deviation of a ball from the straight path in the air is known as the curl, or swerve; however, the spin on the ball that causes this is also known as the curl. Shots that curl, bend, or swerve are known as curlers, or in extreme cases, banana shots. The technique of putting curl on a ball with the outside of the foot is sometimes known as a trivela, a Portuguese term, with Ricardo Quaresma a notable user of this skill. The topspin technique of putting straight curl (instead of side curl) on a ball is known as a dip or dipping shot. Putting no spin on the ball is often used for longer distance kicks, and can cause the ball to dip, or wobble in the air unpredictably. The 1950s Brazilian star Didi is thought to have invented this technique, and used it frequently when taking free kicks, which were known as folha seca ("dry" or "dead leaf," in Portuguese) free kicks. Today it is commonly known as the knuckleball technique; this technique has also been described in the media as the "tomahawk", or even the "maledetta" ("accursed," in Italian).
Usage
[edit]
Free kicks
[edit]
Roberto Carlos' bending free kick for Brazil (yellow) against France (blue) in 1997 was struck with the outside of his left foot.
Free kick takers often curl and put spin on the ball, to curl it over or around the wall of defending players, out of the reach of the goalkeeper. Goalkeepers usually organise walls to cover one side of the goal, and then stand themselves on the other side. Thus, the free kick taker has several choices, from curling the ball around the wall with finesse, to bending the ball around the wall using power, or even going over the wall—although this last lessens the likelihood of scoring from close range.
The 1950s Brazilian star Didi is widely believed to have invented the folha seca technique; however, Italian forward Giuseppe Meazza before him is also credited with using the technique. Today, the knuckleball technique is notably used by modern-day players such as Juninho (whose technique has often been emulated), and Cristiano Ronaldo, who would strike the ball with either no or a low amount of spin, causing it to swerve unexpectedly at a point near the goal.Gareth Bale and Andrea Pirlo are also notable proponents of this technique when taking free-kicks.
Corners
[edit]
Representation of how the Magnus effect affects the ball's movement during corner kick goals
Curling can be an effective technique when taking corners. The ball gradually moves in the air towards the goal. This is referred to as an in-swinging corner. Occasionally, a corner-taker will bend the ball towards the edge of the penalty area, for an attacker to volley, or take a touch and then shoot. Rarely, a goal can be scored directly, this is called an "Olympic goal" and it requires amazing technique and a distraction of the opposing goalkeeper.
Passing
[edit]
Curling can be used in passing. Effective passes from midfield to an attacking player are often the result of a curled pass around the defender, or long cross-field passes are sometimes aided by the addition of curl or backspin. This can be done with either the inside of the foot or outside of the foot. The outside of the foot may be used when a player is facing sideways and wants to use the dominant foot to make a pass; this technique is known as the trivela.
Causes
[edit]
The fact that spin on a football makes it curl is explained by the Magnus effect. In brief, a rotating ball creates a whirlpool of air with itself at its center. Thus, the air on one side of the ball moves in the same direction the ball is travelling in, and the air on the other side moves in the opposite direction. This creates a difference in air pressure around the ball, and it is this sustained difference in pressure which causes the course of the ball to deviate.
The Magnus effect is named after German physicist Heinrich Gustav Magnus, who described the effect in 1852. In 1672, Isaac Newton had described it and correctly inferred the cause after observing tennis players in his Cambridge college.
Notable players
[edit]
Many football players are renowned for their ability to curl or bend the ball when passing or shooting at goal, either from open play or a free kick. These include: Pelé, Didi, Rivellino, Zico, Diego Maradona, Michel Platini, Roberto Baggio, Alessandro Del Piero, Gianfranco Zola, Siniša Mihajlović, Zinedine Zidane, Rivaldo, David Beckham, Roberto Carlos, Juninho, Ronald Koeman, Andrea Pirlo, Ricardo Quaresma, Gareth Bale, Ronaldinho, Thierry Henry, Neymar, Kaká, Miralem Pjanić, Rogério Ceni, Shunsuke Nakamura, Pierre van Hooijdonk, Hristo Stoichkov, Thomas Murg, Luis Chávez, Carlos Vela, Cristiano Ronaldo, Luka Modrić, Giuseppe Meazza, Ángel Di María, Kevin De Bruyne and Lionel Messi, among others.[nb 1]
See also
[edit]
Association football portal
Shooting
Free kick
Corner kick
Bend It Like Beckham (2002).
It also plays a part in the Murdoch Mysteries episode "Bend It Like Brackenreid".
Notes
[edit]
^See
References
[edit]
^Soccerpro (27 December 2019). "How to Curve a Soccer Ball". The Instep. Archived from the original on 12 October 2020. Retrieved 5 October 2020.
^"Twitter Reacts as Roberto Carlos Almost Recreates Famous Banana Free Kick". 90min.com. 11 August 2019. Archived from the original on 29 July 2022. Retrieved 29 July 2022.
^ Jump up to: ab"Bend it like a Brazilian". the Guardian. 19 May 2002. Retrieved 29 July 2022.
^Ronay, Barney (29 June 2018). "Quaresma chooses liberation over conformity with outside of his boot". The Guardian. Retrieved 13 April 2022.
^"How To Score a Dipping Shot | The Ultimate Guide To Shooting With Dip". YouTube. 6 September 2018. Archived from the original on 1 May 2020. Retrieved 30 December 2018.
^ Jump up to: ab"Who is the free-kick master?". FIFA.com. 30 October 2007. Archived from the original on 18 April 2008. Retrieved 27 April 2010.
^ Jump up to: abcd"Kings of the free-kick"Archived 12 May 2015 at the Wayback Machine. FIFA.com. Retrieved 20 May 2014
^ Jump up to: abBrian Glanville (15 May 2001). "Didi". The Guardian. Retrieved 21 February 2017.
^ Jump up to: ab"Didi". The Telegraph. 15 May 2001. Retrieved 21 February 2017.
^"Top 10 Knuckleball Goals". YouTube. 25 March 2017. Archived from the original on 22 March 2019. Retrieved 30 December 2018.
^ Jump up to: abSan Martín, Pedro P. (14 September 2013). "Set-piece dilemma: CR7 Tomahawk vs Bale Knuckleball". as.com. Archived from the original on 1 December 2013. Retrieved 13 December 2018.
^ Jump up to: abGerna, Jacopo (11 November 2013). "Juventus: Pirlo, ma che punizione hai tirato? La maledetta che sfida la fisica". La Gazzetta dello Sport (in Italian). Retrieved 21 January 2015.
^"The inimitable Giuseppe Meazza". FIFA.com. Archived from the original on 26 October 2019. Retrieved 21 January 2015.
^ Jump up to: abTidey, Will (23 March 2013). "Pele to Zico to Beckham to Ronaldo: Evolution of the Free-Kick Masters". Bleacher Report. Retrieved 26 October 2019.
^"Giuseppe Meazza" (in Italian). Magliarossonera.it. Retrieved 3 January 2016.
^"Technical gifts". www.giuseppemeazza.it. Retrieved 26 October 2019.
^Hackett, Robin (13 September 2012). "Giuseppe Meazza: Champion of the world". ESPN FC. Retrieved 26 October 2019.
^Anka, Carl (16 December 2018). "Noughty Boys: No one hit a free-kick quite like Juninho Pernambucano". BBC Sport. Retrieved 26 October 2019.
^"Ranking the 16 Greatest Free-Kick Takers of All Time". Bleacher Report. Archived from the original on 6 August 2020. Retrieved 15 October 2020.
^"The best free-kick taker EVER: Juninho Pernambucano on how he got so good". Four Four Two. Archived from the original on 10 January 2021. Retrieved 15 October 2020.
^"The Top 15 Best Shooters in World Football". Bleacher Report. Retrieved 15 October 2020.
^Wilson, Jeremy (19 June 2016). "Gareth Bale's free-kick secrets - and how he is on the brink of history at Euro 2016". The Telegraph. ISSN0307-1235. Archived from the original on 8 October 2020. Retrieved 5 October 2020.
^Patterson, Mark (21 December 2013). "Real Madrid's Gareth Bale Gives a Free Kick Masterclass". Bleacher Report. Archived from the original on 23 January 2014. Retrieved 5 October 2020.
^"Gareth Bale explains why he has altered his free-kicks in Euro 2016". Sky Sports. 20 June 2016. Archived from the original on 9 October 2020. Retrieved 5 October 2020.
^Stycer, Mauricio (11 June 2014). "Mestre de Pirlo, Juninho Pernambucano ensinou italiano a bater falta" (in Portuguese). UOL.
^ Jump up to: abG. Magnus (1852) "Über die Abweichung der Geschosse," Abhandlungen der Königlichen Akademie der Wissenschaften zu Berlin, pages 1-23.
^Isaac Newton, "A letter of Mr. Isaac Newton, of the University of Cambridge, containing his new theory about light and color," Philosophical Transactions of the Royal Society, vol. 7, pages 3075-3087 (1671-1672). (Note: In this letter, Newton tried to explain the refraction of light by arguing that rotating particles of light curve as they moved through a medium just as a rotating tennis ball curves as it moves through the air.)
^Gleick, James. 2004. Isaac Newton. London: Harper Fourth Estate.
^"The Joy of Six: classiest hat-tricks"Archived 22 February 2017 at the Wayback Machine. The Guardian. Retrieved 22 August 2014
^"From Messi to Ronaldo – the world's best free kick takers"Archived 11 January 2013 at the Wayback Machine. The Telegraph. Retrieved 4 November 2012
^"Watch Real Madrid's Gareth Bale curl in a mesmerizing free kick from 35 yards"Archived 21 December 2014 at the Wayback Machine. USA Today. Retrieves 20 December 2014
^"Free-kick master Pirlo". Football Italia. 19 March 2014. Archived from the original on 22 July 2015. Retrieved 19 July 2015.
^Martin Mazur (1 November 2007). "Gianfranco Zola: One-on-One". Four Four Two. Archived from the original on 8 July 2015. Retrieved 21 July 2015.
^Dermot Corrigan (25 September 2015). "Neymar ready to take over from Lionel Messi on Barcelona free kicks". ESPN FC. Archived from the original on 15 October 2018. Retrieved 14 October 2018.
^Roger Gonzalez (13 September 2016). "WATCH: This free kick goal from Neymar in the Champions League is a thing of beauty". www.cbssports.com. Archived from the original on 14 October 2018. Retrieved 14 October 2018.
^Mark Rodden (26 October 2015). "Juninho says Miralem Pjanic is world's best free-kick taker". ESPN FC. Archived from the original on 30 April 2019. Retrieved 17 November 2015.
^Muhammad Butt (12 September 2018). "10 players that have somehow scored more free-kicks than Lionel Messi… so far". www.squawka.com. Archived from the original on 15 December 2018. Retrieved 13 December 2018.
^Liew, Jonathan (4 July 2016). "Ricardo Quaresma emerges from Cristiano Ronaldo's shadow to help duo to brink of career-defining glory". The Daily Telegraph. Archived from the original on 10 August 2018. Retrieved 10 August 2018.
^Theivam, Kieran (5 May 2018). "Fran Kirby stars as Chelsea Ladies win second Women's FA Cup over Arsenal". The Independent. Archived from the original on 23 February 2019. Retrieved 22 February 2019.
^Ewan, Murray (22 June 2021). "Scotland's Euro 2020 dreams dashed as Croatia and Modric turn on the style". The Guardian. Archived from the original on 22 June 2021. Retrieved 23 June 2021.
^Ronan Murphy (15 January 2018). "Bend it Like Beckham: The football comedy that launched Keira Knightley's career". Goal.com. Archived from the original on 15 December 2018. Retrieved 13 December 2018.
^"Season 10 - Bend It Like Brackenreid - Murdoch Mysteries"Archived 9 February 2018 at the Wayback Machine. CBC. Retrieved 4 August 2018
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6555 | https://www.youtube.com/watch?v=Rbxb6DOjarI | Find the measure of an angle using three side lengths of a triangles - math help
Brian McLogan
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I show how to solve math problems online during live instruction in class. This is my way of providing free tutoring for the students in my class and for students anywhere in the world. Every video is a short clip that shows exaclty how to solve math problems step by step. The problems are done in real time and in front of a regular classroom. These videos are intended to help you learn how to solve math problems, review how to solve a math problems, study for a test, or finish your homework.I post all of my videos on youtube but if you are looking for other ways to interact with me and my videos you can follow me on the following pages:
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Transcript:
welcome what I want to do today is show you how to find the measure of my indicated angle of this triangle now what we see here is we have three side lengths um and we also have an angle that is what we call a right angle and it's really important that once we have a right angle we notice that we can also use our you know trigonometric properties as well so when using your trigonometric properties it's important for you to understand well what exactly do they mean so let's write them out the first one that we're going to talk about is the tangent the next one is the sign and then we'll talk about the cosine function as well so I'm also going to I wanted to write these out because through the rest of the of the video I'm going to abbreviate uh these three functions so the first one the tangent what that represents if I want to find the tangent of my angle and let's just replace this question mark with x the tangent of X is going to be equal to the ratio of two side lengths of my triangle and the two side lengths for tangent is going to be your opposite over your adjacent the S function of an angle X represents the ratio of your opposite side length over your hypotenuse and the cosine function represents the ratio of your adjacent side over your hypotenuse now you might be asking ask yourself well where are you getting uh hypotenuse adjacent and opposite well I get those by using my uh my right angle and also by using my X so when I look at this and I see my angle x one thing I need to determine is where the hypotenuse is and hopefully if you guys you know work down the Pythagorean theorem you remember the hypotenuse is always your longest longest side of your triangle it's also the side that's directly crossing my hypoten or directly crossing my 90 angle so we can label this side my hypotenuse always now your opposite and your adjacent are always going to kind of um change depending on which angle you have so here's my right angle depending on which angle I choose is going to really depend on which one is my opposite which one my adjacent so if I have this angle X the side that's adjacent is going to be the side length that's going to connect your angle with your 90° angle so therefore I can say that 65 is going to be my adjacent side therefore by proc elimination or one way to always look at it is your opposite is always the side length that's always opposite of your original angle so we can also say that 72 is going to be my opposite now for this problem we only need to choose one function that we'll work with but since they gave us all three sides I want to show you that it doesn't matter which function you choose either one you pick you're going to pick the right one as long as you make sure you plug in the correct values so I'm just going to do all of them for you because I like you so much that I really want to make sure you understand that it doesn't matter which function you use you're still going to get the exact answer as long as you use the functions correctly so the tangent of X means the opposite which is 72 over my adjacent which is 65 s of X is going to be the opposite over my hypotenuse which is 72 over 97 and therefore the cosine of x is my adjacent side 65 over my hypotenuse 97 now it'll be helpful for us to look at some of the decimals for these problems and when you're using the decimal I want you to use the full decimal in your calculator I don't want you to abbreviate but I'm just going to write down a little bit abbreviation decimal so you can understand that each one of these ratios are different so the tangent of X is going to be let's see we'll have 72 / 655 and I'm just going to abbreviate this like I said 1.1 uh 07 all right the S of X let's 16 s of X is going to equal 72 / 97 which is 74 22 and the cosine of x equal 65 / 97 which is 671 all right so notice my ratios are all going to be the same but what I want to do remember we want to find the value of x so right now we're taking the tangent of X and we get that we're taking the S of X or we're taking the cosine of x so if I want to find exactly what the value of x is I need to undo my functions I need to undo the tangent function undo the sign function undo the cosine function so how do we undo those functions well thankfully for our calculator it's what we call the inverse function so the inverse tan undoes tan the inverse cosine is the inverse function of cosine and the inverse sign is the inverse function for S so what I'll write is so if I take the inverse tan of what my value is I'm going to get my Angle now like I said I want to make sure that you guys put them in correctly because I really do not want you to abbreviate so I'm going to do 72 ID 65 and then I'm going to take the inverse tangent of that answer and what I get is 47.9 and I'm going to round that to 48° okay now when I do the inverse sign inverse sign not of X but of 74 22 so I'll do 72 / 977 and then I'm going to take inverse sign of second answer of that answer and again I get 47.9 which I'll round to 48° and lastly I'll do Co inverse cosine of 6701 and so I have 65 ID 97 and then inverse cosine of that full answer is going to give me again 47.9 so what you can I'll just round to 48° so what you'll notice ladies and gentlemen is as long as you understand what each one of these functions are and how to plug them in then to use which uh function you want to use and then use the inverse you'll understand that it doesn't matter which function you have but it will usually mentioned by your problem by what op by what values they give you but hopefully you guys can see no matter which function I chose I got the missing value from my angle was 48° |
6556 | https://www.youtube.com/watch?v=5GK5AL01TI0 | Tangents on a circle Geogebra [Tutorial]
Svijet Matematike
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Tangents on a circle Geogebra [Tutorial]
Tangente na kružnicu Geogebra [Tutorial]
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Transcript:
[음악] [음악] k [음악] [박수] [음악] [박수] [음악] k [박수] [음악] [음악] k |
6557 | https://pmc.ncbi.nlm.nih.gov/articles/PMC7020281/ | Intravesical Therapy for Non-muscle Invasive Bladder Cancer—Current and Future Options in the Age of Bacillus Calmette-Guerin Shortage - PMC
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Intravesical Therapy for Non-muscle Invasive Bladder Cancer—Current and Future Options in the Age of Bacillus Calmette-Guerin Shortage
Vishnukamal Golla
Vishnukamal Golla, MD, MPH
1 Department of Urology, The David Geffen School of Medicine at University of California, Los Angeles, Los Angeles, CA
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1, Andrew T Lenis
Andrew T Lenis, MD, MS
1 Department of Urology, The David Geffen School of Medicine at University of California, Los Angeles, Los Angeles, CA
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1, Izak Faiena
Izak Faiena, MD, MS
1 Department of Urology, The David Geffen School of Medicine at University of California, Los Angeles, Los Angeles, CA
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1, Karim Chamie
Karim Chamie, MD, MSHS
1 Department of Urology, The David Geffen School of Medicine at University of California, Los Angeles, Los Angeles, CA
2 Jonsson Comprehensive Cancer Center, University of California, Los Angeles, Los Angeles, CA
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2 Jonsson Comprehensive Cancer Center, University of California, Los Angeles, Los Angeles, CA
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PMCID: PMC7020281 PMID: 32071562
Abstract
Non-muscle invasive bladder cancer (NMIBC) is a common and burdensome malignancy. A substantial proportion of patients with intermediate- and high-risk disease will progress to invasive bladder cancer and are at a significant risk for metastasis and death. Bacillus Calmette-Guerin (BCG) therapy for selected cases has been the standard of care for nearly 40 years. Unfortunately, a world-wide shortage has made BCG challenging to obtain. Furthermore, recurrences and progressions do occur. With the US Food and Drug Administration creating a clear path to drug approval for novel treatments, many therapies have been tested, including intravesical cytotoxic chemotherapy, intravesical immunotherapy, systemic immunotherapy, and novel agents, such as gene therapy and targeted therapy. In this review, we highlight ongoing clinical trials.
Keywords: Bladder cancer, Intravesical treatment, Non-muscle invasive bladder cancer, Immunotherapy, BCG shortage
In the United States, there will be an estimated 81,000 new cases of bladder cancer in 2019, with >70% presenting as non-muscle invasive bladder (NMIBC).1,2 Although NMIBC usually carries a favorable prognosis, there is a high risk of disease recurrence and a 10% to 20% risk of progression to muscle-invasive disease.3 The common treatment for intermediate- and high-risk patients is a transurethral resection followed by intravesical therapy with bacillus Calmette-Guerin (BCG), a non-specific immunotherapy that has remained the gold standard for 40 years. This therapy, although shown to reduce tumor recurrence and progression, still has a 50% risk of failure.4 BCG failure has been variably defined in the literature and likely represents a heterogeneous group of patients. Nevertheless, these patients are at a high risk of progression to invasive and metastatic disease. The most definitive therapy with the greatest chance of cure is radical cystectomy with urinary diversion.5 However, there is a significant interest and need for organsparing treatments for this cohort of patients with limited non-invasive options.
New intravesical and systemic agents for all risk categories of NMIBC are now being evaluated in clinical trials. There has been an explosion in the number of early and late-phase clinical trials for patients who fail BCG. There are several reasons for this invigorated interest in the BCG failure space. First, only one drug, valrubicin-with admittedly low efficacy-is approved by the US Food and Drug Administration (FDA) for patients who fail BCG, making this a highly unmet medical need. Second, a worldwide shortage of BCG has limited the numbers of patients receiving adequate induction and maintenance, resulting in higher recurrence and failure rates. Finally, the FDA has underscored the urgency of this need and set a well-defined threshold for approval of novel therapies that does not require a randomized trial. Consequently, several drugs have shown promise in this space and will likely change the landscape of management of BCG failure.
Methodology
We conducted a literature search using clinicaltrials.gov, Ovid MEDLINE, and PubMed databases that included the following search terms: non-muscle invasive bladder cancer, BCG failure, intravesical therapy, immunotherapy, targeted therapy. We identified literature as recent as March 1, 2018. Recent abstracts from the American Urological Association (AUA), Society of Urologic Oncology (SUO), and the American Society of Clinical Oncology (ASCO) annual meetings were reviewed, and relevant abstracts from articles published in English were included.
Current Guideline-recommended Strategies
Initial Endoscopic Resection and Risk Stratification
The standard approach for initial treatment of NMIBC is a transurethral resection of a bladder tumor (TURBT). A visually complete TURBT provides critical staging information and surgeon experience is known to affect the rates of complete resection.6 The impact on treatment and overall prognosis is significant enough that both the AUA/SUO and European Association of Urology (EAU) guidelines recommend restaging TURBT in select patients.7 Several checklists and bladder maps are available and have been studied to help improve the quality of TURBT.7 Furthermore, a visually complete TURBT is known to aid the efficacy of future intravesical therapies. Therefore, the importance of the quality of TURBT cannot be overemphasized.
Although the definitions differ slightly, both the AUA/SUO and EAU guidelines recommend risk classifying patients into low, intermediate, and high risk at the time of each endoscopic resection in order to guide further therapy and surveillance (Table 1).7 For low-risk patients, a single dose of intravesical chemotherapy within 24 hours is recommend. Traditionally, mitomycin-C (MMC) has been used. However, adherence to this recommendation has been notoriously poor.8 Recently, intravesical gemcitabine has been shown to improve recurrence-free survival to rates like those seen with MMC, although no randomized comparison data are available.9 For intermediate-risk disease, induction with either intravesical chemotherapy (eg, MMC) or immunotherapy (eg, BCG) and 1 year of maintenance therapy is recommended. For high-risk disease, guidelines recommend induction BCG followed by 1 to 3 years of maintenance BCG (EAU) or 3 years of maintenance BCG (AUA/SUO).
TABLE 1.
AUA NMIBC Risk Stratification
| Low Risk | Intermediate Risk | High Risk |
---
| Single low-grade Ta lesion ≤3 cm | Recurrence within 1 y; low-grade Ta | Any recurrent high-grade Ta |
| Papillary urothelial neoplasm of low malignant potential | Single low-grade Ta >3 cm | High-grade T1 |
| | Low-grade Ta, multiple lesions | Carcinoma in situ |
| | High-grade Ta ≤3 cm | High-grade Ta >3 cm or multiple lesions |
| | Low-grade T1 | BCG failures in high-grade patient |
| | | Variant histology; lymphovascular invasion; high-grade prostatic urethral invasion |
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Adapted from Chang SS et al.7
AUA, American Urological Association; BCG, bacillus Calmette-Guerin; NMIBC, non-muscle invasive bladder cancer.
Adequate BCG Therapy and Definitions of Failure
BCG is debatably the most effective immunotherapy for any cancer. First used for bladder cancer over 40 years ago by Morales and colleagues, the mechanism of action is still incompletely characterized but functions via the innate and adaptive immune system to illicit a significant local inflammatory response, resulting in tumor-cell killing.10 The BCG treatment schedule consists of 6 weekly instillations, termed induction therapy, followed by 3 weekly instillations, termed maintenance therapy, at 3 and 6 months and then every 6 months thereafter for 3 years, totaling 27 instillations. BCG therapy results in complete response rates up to 66% in high-risk patients.11 However, complete courses of BCG are rare, as only 16% of patients in the pivotal SWOG study were able to complete all 27 instillations and recent estimates suggest that the real-world number is significantly lower.12 Therefore, adequate BCG therapy has been defined, which also aids in homogeneity for clinical trial purposes. Adequate BCG is at least 5 of 6 instillations of induction therapy and at least 2 of 3 maintenance instillations for at least 6 months.7
BCG failure has been variably defined in the literature and contributes to some of the heterogeneity in outcomes seen with different therapies. Currently, BCG failure is subcategorized into refractory, relapsing, unresponsive, or intolerant disease (Table 2).13,14BCG refractory disease is persistent high-grade disease at 6 months following adequate induction and maintenance, or any stage and/or grade progression at 3 months following induction. BCG relapsing disease is high-grade disease after a disease-free interval of ≥6 months after adequate BCG therapy. BCG unresponsive disease is defined as BCG refractory and BCG relapsing disease. These patients are at the highest risk of progression. Finally, BCG intolerance includes any cessation of therapy secondary to side effects. Classification of BCG failure is critically important to adequately understand the prognosis of disease and accurately characterize patient cohorts in clinical trials.
TABLE 2.
BCG Failure Definitions
| BCG Refractory Subcategories | Definition |
--- |
| BCG refractory | Persistent high-grade disease at 6 mo following adequate induction and maintenance, or any stage and/or grade progression at 3 mo following induction |
| BCG relapsing | High-grade disease after a disease-free interval of ≥6 mo after adequate BCG therapy |
| BCG unresponsive | BCG refractory and BCG relapsing disease; these patients are at the highest risk of progression |
| BCG intolerance | Includes any cessation of therapy secondary to side effects. |
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BCG, bacillus Calmette-Guerin.
Ultimately, all BCG failures should seriously consider radical cystectomy as the most effective form of salvage therapy. However, many patients will opt for bladder-sparing treatment options and will sacrifice some efficacy to preserve their native bladders. Valrubicin is currently the only drug approved by the FDA for salvage intravesical therapy in patients who fail BCG with carcinoma in situ (CIS).15 This is despite data showing a meager 20% or less of patients remaining recurrence-free at 12 months and 8% of patients after 12 months.16
BCG Shortage and Its Implications
BCG is a live attenuated strain of Mycobacterium bovis initially used to vaccinate against tuberculosis but ultimately found its way as an intravesical immunotherapy for bladder cancer in the late 1970s. Despite its gold standard status and widespread success in the treatment of intermediate- and high-risk NMIBC, several controversies have arisen specifically regarding the economics of BCG. Currently there is a critical shortage of this life-saving treatment due in part to the lengthy and costly manufacturing process, a shrinking number of FDA-approved companies producing the drug, possible financial disincentives, and increased demand.
BCG is notoriously challenging to produce. The bacteria must be fermented in approved manufacturing laboratories and the process is almost unchanged since its inception in 1921.17 Production for a single batch can take up to 3 to 4 months. Furthermore, given this multistep and often unpredictable process, irregularities can occur that affect the yield and quality of the bacteria. Finally, the sheer volume of BCG required for the treatment doses used in bladder cancer is astronomical compared with volumes used for vaccination doses.18 Compiled on top of this challenging production process, several manufacturing setbacks have created shortages over the past decade. In 2012, Sanofi Pasteur Limited discontinued production of ImmuCyst®—the Connaught substrain and the most commonly used strain of BCG in the United Kingdom and the United States—secondary to a flood in a manufacturing area in Toronto, Canada.19 Plagued by continued production issues, Sanofi had to completely shut down production of BCG by the middle of 2017. Subsequently, OncoTICE®, the Merck strain of BCG, became the most widely available form but met its own challenges with increased demand. Fast-forward to 2019 and we are on the precipice of another BCG shortage that again will have far-reaching consequences for patients with NMIBC.
In response to the current critical shortage, a joint statement from leading US-based urology associations was released in February 2019 that contained several proposed strategies to help minimize the impact of the BCG shortage on patients with NMIBC.20 The strategies are presented in Table 3. Most importantly, these strategies are at the discretion of the treating physician and should be made on a case-by-case basis, tailored to the patient and their disease.
TABLE 3.
Strategies to Minimize BCG Use During Shortages
Avoid BCG in patients with low-risk disease.
Intravesical chemotherapy is the first-line option for patients with intermediate-risk NMIBC.
Utilize alternative intravesical chemotherapy rather than BCG for patients who would normally receive BCG as a second-line therapy for intermediate-risk NMIBC.
For high-risk NMIBC, high-grade T1 and CIS patients undergoing induction therapy should be prioritized for full-strength BCG. If not available, then employ reduced 1/2 to 1/3 dose.
If the BCG stocks available for maintenance therapy for NMIBC patients, attempt 1/3 dose BCG and limit doses to 1 year.
During a BCG supply shortage, do not utilize maintenance therapy and limit induction BCG to BCG-naive patients with high-risk disease.
If no BCG is available, then physicians should consider mitomycin for induction and maintenance up to 1 year. Other options include gemcitabine, valrubicin, epirubicin, docetaxel, sequential gemcitabine/docetaxel, and/or mitomycin.
Patients with high-risk features who after shared decision making are not willing to accept alternative intravesical agents should be offered initial radical cystectomy.
When a 1/2 to 1/3 dose is used, maximize resources by treating multiple patients in the same day to avoid wasting BCG; coordinate with pharmacy prior to split dosing.
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BCG, bacillus Calmette-Guerin; CIA, carcinoma in situ; NMIBC, non-muscle invasive bladder cancer.
At the time of this writing, it is still unclear how split-vial dosing of BCG will be billed. The AUA is currently working with the Centers for Medicare & Medicaid Services (CMS) to determine the next step. Therefore, it is important for physicians to discuss with the insurance company prior to split dosing.
Adapted from American Urological Association.20
Therapeutic Options and Clinical Trials
Low-risk NMIBC
Perioperative Adjuvant Therapies.
Both AUA/SUO and EAU guidelines recommend a single perioperative dose of intravesical chemotherapy, generally within 24 hours, following endoscopic resection of presumed low-risk papillary NMIBC. Based on the meta-analyses of several clinical trials, adjuvant chemotherapy has a relative risk reduction of approximately 0.50 and an absolute risk reduction of 10% to 15%.3 Multiple institutional and population-level studies have demonstrated poor compliance with this guideline recommendation.21 Attributed to relative contraindications for its use and the potential for serious side effects, MMC has largely fallen out of favor. Recently, a randomized trial compared perioperative intravesical gemcitabine with placebo and showed a relative and absolute risk reduction of recurrence like that seen with MMC.9 Other potential adjuvant therapies included apaziquone, an alkylating prodrug, that failed to demonstrate a significant improvement in recurrence-free survival in two phase 3 randomized trials.22 Currently, another trial using apaziquone is being conducted (NCT03224182) and results are forthcoming.23
Primary Chemoablative Therapies.
An interesting novel area of research is primary chemoablation for low- and intermediate-risk NMIBC. Ablative therapies are ideal for patients who may otherwise be unable to tolerate in-office fulguration or more invasive procedures in the operating room secondary to medical comorbidities. A phase 2 (NCT02070120) and phase 3 (NCT03348969) trial are evaluating the role of MMC as a chemoablative agent. In the phase 2 CALIBER trial, preliminary results presented at the AUA Annual Meeting in 2018 demonstrate complete response in 37% of patients.24 In the phase 3 trial, investigators are evaluating biomarkers of chemotherapeutic sensitivity in patients to guide further treatment. Results are forthcoming.25 In data presented by our group at the AUA Annual Meeting in 2017, in collaboration with UroGen Pharma, a reverse thermosensitive hydrogel formulation of MMC was able to yield a complete response rate of 73% after a 6-week induction course and a 61% recurrence-free survival at 12 months without any maintenance therapy.26 Currently, the OLYMPUS Phase II study is open for patients with intermediate-risk disease.
Intermediate- and High-risk NMIBC
Therapy for BCG-naive Patients.
Currently, guidelines for intermediate-and low-risk patients for adjuvant therapy to prevent recurrence and progression clearly recommend induction BCG followed by 1 to 3 years of maintenance. Alternative strategies to curb the shortage of BCG as described above are exceptions. Nevertheless, novel therapies are needed to fill gaps left by a limited supply of BCG. First, additional strains of BCG used in other countries should be evaluated for potential approval by the FDA. To this end, SWOG S1602, led by Dr. Robert Svatek, seeks to evaluate the Japanese Tokyo strain against the TICE strain, as well as the effect of priming with intradermal BCG.27 Approval of an additional strain could significantly curb the shortage.
Several systemic agents are making their way into the BCG-naive space, although they are primarily being evaluated in the higher-risk cohort of patients who fail BCG. These clinical trials will evaluate pembrolizumab (NCT03504163,28NCT0316715129) and durvalumab (NCT0352869430). Novel agents in clinical trials for patients who fail include an intravesical typhoid vaccine call Ty21a (NCT0342123631), intravesical TSD-001 (NCT0308185832), vesigenurtacel-L (NCT0201020333), and tamoxifen citrate (NCT0219789734).
Therapy for Patients Who Have Failed BCG
Patients who have failed BCG, particularly patients in the BCG unresponsive group, have the highest rates of disease progression and death from bladder cancer. Furthermore, patients in this cohort have few additional options. Therefore, most clinical trials target this cohort of patients.
Intravesical Chemotherapy. Intravesical chemotherapy has been shown to have promising results in the treatment of NMIBC. However, combination intravesical therapy in patients who have failed BCG therapy has been shown to be even more fruitful. Initial preclinical studies used a genetically engineered mouse predisposed to progression from carcinoma in situ (CIS) to metastatic bladder cancer. In one study, they compared the results of instilling intravesical cisplatin, gemcitabine, and/or docetaxel alone or by combining two agents.35 They found that gemcitabine (pyrimidine analog that inhibits cell growth and induces apoptosis) was the single most effective agent at preventing progression to invasive disease. However, a combination of two agents, especially those that included gemcitabine, was significantly more effective at reducing tumor burden. A multi-institutional study investigating the efficacy of sequential intravesical gemcitabine and docetaxel showed recurrence free rates of 48% at 1 year and approximately 40% at 2 years.36 The successes observed in these studies was the impetus for a phase 1 trial investigating the safety profile of an intravesical triple agent salvage chemotherapy consisting of cabazitaxel (a taxane that inhibits microtubule polymerization), gemcitabine, and cisplatin. This regimen was used in patients who were BCG refractory or who had recurrent high-risk NMIBC who refused a cystectomy. Early results, published in 2017, showed a relatively benign safety profile in 8 patients with 4 patients experiencing only a grade 2 toxicity.37 Importantly, all patients were able to complete 6 weeks of induction therapy. At 6 weeks, 7 out of 8 patients had a complete response to treatment.
Systemic Immunotherapy. The realization that bladder cancer is highly sensitive to immune checkpoint inhibition (ICI) has revolutionized the treatment of advanced and metastatic disease. Sensitivity to immunotherapy, including ICI, stems from the high mutational burden of bladder cancer.38 Utilization of these therapies has moved proximal from metastatic and advanced disease and are now being evaluated in NMIBC. Briefly, programmed cell death protein-1 (PD-1) is a checkpoint protein found on T cells that acts like an off switch to prevent immune cells from attacking other cells. PD-1 is activated when it attached to program death ligand-1 (PD-L1), which is found on both normal and malignant cells.39 Therefore, malignant cells with high PD-L1 expression can evade the immune system. Specifically, in bladder cancer, higher levels of PD-L1 expression has been shown to correlate to higher grade tumors, worsened survival, and increased risk of recurrence.40,41 PD-L1 tumor cell expression was even associated with increased resistance to BCG therapy.42
There are several clinical trials investigating the role of these checkpoint inhibitors for NMIBC, four of which are investigating the role of pembrolizumab in NMIBC. The first trial combines both intravesical pembrolizumab and BCG in patients with high-risk or BCG-refractory NMIBC.43 This study is currently recruiting patients with an estimated enrollment of 27 and an estimated study completion date of February 2020. The second clinical trial compares intravenous and intravesical pembrolizumab in patients with intermediate-risk recurrent NMIBC.29 This clinical trial has an estimated enrollment of 36 patients and an estimated study completion date of August 2021. The third clinical trial, KEYNOTE 057, is a phase 2 trial for patients with high-risk NMIBC unresponsive to BCG.44 In the first cohort to yield preliminary results, patients with CIS, with and without papillary disease, had a complete response rate of 40% at 3 months and 53% of these complete responders have a median duration of response of 12.7 months. Additionally, the adverse events in this cohort were manageable with only 12% to 15% of patients having a grade 3 or 4 adverse event.45 There are currently 260 patients enrolled in this study with an estimated completion date of July 2023. Ongoing is a randomized, controlled phase 3 trial called KEYNOTE 676, which is testing pembrolizumab in combination with BCG versus BCG alone in patients refractory to BCG induction, which will further test this agent's role in high-risk BCG unresponsive NMIBC. There are currently 550 patients enrolled in this study with an estimated completion date of November 2024.46
Other checkpoint inhibitor agents in clinical trials are atezolizumab and durvalumab. Two clinical trials investigate intravenous atezolizumab either in combination with BCG or alone for patients with recurrent BCG unresponsive NMIBC.47 Only one of these trials (NCT02844816) is actively recruiting patients and has 162 patients enrolled and an estimated completion date of February 2020. The clinical trial investigating IV durvalumab is a phase 2 study for patients with BCG refractory urothelial CIS with 34 patients enrolled and a study completion date of December 2021.48 Another clinical trial will evaluate the use of intravesical durvalumab for patients with BCG-refractory NMIBC is actively recruiting patients.49 Finally, POTOMAC is a phase 2, randomized, multicenter study investigating durvalumab either with BCG or alone in high-risk, BCG-naive NMIBC with 975 patients currently enrolled and an estimated completion date of November 2024.50
ALT-803, a product of the Altor BioScience corporation, has a received Fast Track designation from the FDA. Interleukin-15 (IL-15) is a protein that induces the proliferation of natural killer cells and thereby enhances the anti-tumor immunity of cytotoxic T-cells.51,52 ALT-803 is a recombinant IL-15 superagonist complex found to have superior anti-tumor activity compared with the native IL-15 molecule.53 This drug has been found in preclinical studies to have a rapid and durable responses against multiple malignancies and virally infected cells, allowing for a potential role in targeted treatments and vaccines.52,54 As a result of these successes, ALT-803 is being investigated in a phase 1b/2 trial in combination BCG in BCG-naive patients with high-grade NMIBC. A late-breaking abstract of the phase 2 registration study at the Society of Immunotherapy for Cancer showed significant response at 3 months.55 A second phase 2 trial is studying intravesical ALT-803 in combination with BCG for BCG unresponsive NMIBC patients.56
Gene Therapy. Nadfaragene firadenovec/Syn3 (rAD-IFN/Syn3; formerly instiladrin) is another agent that was recently awarded Fast Track designation by the FDA. Interferon (IFN) has been shown in several studies to have promising results in NMIBC; however, it was ineffective due to limited contact with the bladder urothelium.57 rAD-IFN/Syn3 is a recombinant adenovirus vector that results in INF expression. This recombinant adenovirus (rAd)-mediated IFNa2b protein is co-administered with a polyamide surfactant, Syn3, that improves adenoviral transduction into the urothelial lining. Once inside the urothelial cells, the a2b gene is translated by the cells' internal DNA machinery, resulting in the secretion of high quantities of interferon a2b protein, thereby enhancing the body's natural cancer defense system. The initial phase 1 trial investigated this agent in NMIBC patients unresponsive to BCG therapy and showed that 43% of patients with IFN-α detectable in the urine had a complete remission at 3 months with durable response for 31 months.58 Additionally, patients tolerated this agent well. The phase 2 studies showed that 35% of BCG nonresponders were disease-free at 1 year.58 There is currently a phase 3 study investigating the safety and efficacy of a high dose of rAD-IFN/Syn3 in the same patient population.58
CG0070 is an oncolytic adenovirus that preferentially replicates in a deregulated retinoblastoma pathway found commonly in bladder tumor cells. The initial phase 1 study demonstrated a benign safety profile and patients who were BCG unresponsive or refused cystectomy had a complete response (CR) rate of 48.6% and a median duration of complete response of 10.4 months.4 The phase 2 study showed an overall CR rate at 6 months of 50% for patients with CIS.4 Additional interim analysis showed a CR of 30% at 12 months.59
Targeted Therapy. Vicinium is recombinant fusion protein consisting of an epithelial cell adhesion molecule (EpCAM)-specific anti Targeted Therapy. Vicinium is recombinant fusion protein consisting of an epithelial cell adhesion molecule (EpCAM)-specific antibody fragment fused to a pseudomonas exotoxin. This drug targets the EpCAM antigen found to be overexpressed in urothelial tumor cells.60 Once vicinium binds to the EpCAM antigen on the tumor cells, the drug is internalized and irreversibly blocks proteins synthesis, inducing cell death.61 This drug was evaluated for patients with high-grade, BCG-unresponsive NMIBC, in phase 1 and 2 studies and had an excellent safety profile.62 In CIS patients, the complete response rate at 3 months was 40% in a phase 2 trial.62 This trial is currently in phase 3 of evaluation with interim results showing a 42% complete response in CIS patients and only 4% of patients with a grade 3 or higher adverse event.63 There is also a phase 1 clinical trial that is investigating the combination of durvalumab and vicinium for NMIBC patients intolerant or unresponsive to BCG.64 Preclinical work with an earlier form of vincinium demonstrated an abscopal effect and synergy when used with an ICI, which was the impetus for this particular trial. There are currently 40 patients in this trial with an estimated study completion date of July 1, 2021.64
Conclusions
NMIBC is a common and potentially lethal cancer. Unfortunately, the mainstay of treatment, BCG is in short supply with a dwindling number of producers. Several novel agents have made it to Fast Track status from the FDA and are pending approval. Novel agents include various other combinations of different cytotoxic therapies, systemic ICI, intravesical ICI, and other agents, such as gene therapy and targeted therapy. In the future, ideal treatments would be tailored to the specific somatic mutations present within the tumor.
Main Points.
The current mainstay of treatment for non-muscle invasive bladder cancer, bacillus Calmette-Guerin (BCG), is in short supply with a dwindling number of producers. It is paramount to explore alternative therapies.
Novel agents include various other combinations of different cytotoxic therapies, systemic immune checkpoint inhibition (ICI), intravesical ICI, and other agents, such as gene therapy and targeted therapy.
In the future, ideal treatments would be tailored to the specific somatic mutations present within the tumor.
References
1.National Cancer Institute Surveillance, Epidemiology and End Results Program. Cancer Stat Facts: Bladder Cancer. Accessed August 26, 2019.
2.Siegel R, Naishadham D, Jemal A. Cancer statistics, 2013. CA Cancer J Clin. 2013;63:11–30. doi: 10.3322/caac.21166. [DOI] [PubMed] [Google Scholar]
3.Sylvester RJ, van der Meijden APM, Oosterlinck W, et al. Predicting Recurrence and progression in individual patients with stage Ta T1 bladder cancer using EORTC risk tables: a combined analysis of 2596 patients from seven EORTC trials. Eur Urol. 2006;49:466–477. doi: 10.1016/j.eururo.2005.12.031. [DOI] [PubMed] [Google Scholar]
4.Packiam VT, Lamm DL, Barocas DA, et al. An open label, single-arm, phase II multicenter study of the safety and efficacy of CG0070 oncolytic vector regimen in patients with BCG-unresponsive non-muscleinvasive bladder cancer: interim results. Urol Oncol Semin Orig Investig. 2018;36:440–447. doi: 10.1016/j.urolonc.2017.07.005. [DOI] [PubMed] [Google Scholar]
5.Herr HW, Sogani PC. Does early cystectomy improve the survival of patients with high risk superficial bladder tumors? J Urol. 2001;166:1296–1299. [PubMed] [Google Scholar]
6.Furuse H, Ozono S. Transurethral resection of the bladder tumour (TURBT) for non-muscle invasive bladder cancer: Basic skills. Int J Urol. 2010;17:698–699. doi: 10.1111/j.1442-2042.2010.02556.x. [DOI] [PubMed] [Google Scholar]
7.Chang SS, Boorjian SA, Chou R, et al. Diagnosis and treatment of non-muscle invasive bladder cancer: AUA/SUO guideline. J Urol. 2016;196:1021–1029. doi: 10.1016/j.juro.2016.06.049. [DOI] [PubMed] [Google Scholar]
8.Chamie K, Saigal CS, Lai J, et al. Compliance with guidelines for patients with bladder cancer. Cancer. 2011;117:5392–5401. doi: 10.1002/cncr.26198. Available from: [DOI] [PMC free article] [PubMed] [Google Scholar]
9.Messing EM, Tangen CM, Lerner SP, et al. Effect of intravesical instillation of gemcitabine vs saline immediately following resection of suspected low-grade non-muscle-invasive bladder cancer on tumor recurrence SWOG S0337 randomized clinical trial. JAMA. 2018;319:1880–1888. doi: 10.1001/jama.2018.4657. [DOI] [PMC free article] [PubMed] [Google Scholar]
10.Maruf M, Brancato SJ, Agarwal PK. Nonmuscle invasive bladder cancer: a primer on immunotherapy. Cancer Biol Med. 2016;13:194–205. doi: 10.20892/j.issn.2095-3941.2016.0020. [DOI] [PMC free article] [PubMed] [Google Scholar]
11.Eure GR, Cundiff MR, Schellhammer PF. Bacillus Calmette-Guerin therapy for high risk stage T1 superficial bladder cancer. J Urol. 1992;147:376–379. doi: 10.1016/s0022-5347(17)37241-5. [DOI] [PubMed] [Google Scholar]
12.Lenis AT, Donin NM, Litwin MS, et al. Association between number of endoscopic resections and utilization of bacillus Calmette-Guérin therapy for patients with high-grade, non-muscle-invasive bladder cancer. Clin Genitourin Cancer. 2017;15:e25–e31. doi: 10.1016/j.clgc.2016.06.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
13.Lightfoot AJ, Rosevear HM, O'Donnell MA. Recognition and treatment of BCG failure in bladder cancer. ScientificWorldJournal. 2011;11:602–613. doi: 10.1100/tsw.2011.30. [DOI] [PMC free article] [PubMed] [Google Scholar]
14.Kamel MH. Definition of BCG failure in non-muscle invasive bladder cancer in major urological guidelines. UroToday Int J. 2011;4:82. [Google Scholar]
15.Messing EM. Bladder sparing therapy for BCG failures-I-intravesical immunotherapy. Bladder Cancer. 2017;3:313–314. doi: 10.3233/BLC-179023. [DOI] [PMC free article] [PubMed] [Google Scholar]
16.Ignatoff JM, Chen Y-H, Greenberg RE, et al. Phase II study of intravesical therapy with AD32 in patients with papillary urothelial carcinoma or carcinoma in situ (CIS) refractory to prior therapy with bacillus Calmette-Guerin (E3897): a trial of the Eastern Cooperative Oncology Group. Urol Oncol. 2009;27:496–501. doi: 10.1016/j.urolonc.2008.05.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
17.Messing EM. The BCG shortage. Bladder Cancer. 2017;3:227–228. doi: 10.3233/BLC-179018. [DOI] [PMC free article] [PubMed] [Google Scholar]
18.Luca S, Mihaescu T. History of BCG vaccine. Maedica (Buchar). 2013;8:53–58. [PMC free article] [PubMed] [Google Scholar]
19.Palmer E. Sanofi Canada vax plant again producing ImmuCyst bladder cancer drug. FiercePharma website. Published March 31, 2015. Accessed August 26, 2019.
20.BCG Shortage Info American Urological Association website. Posted February 19, 2019. Accessed August 28, 2019.
21.Madeb R, Golijanin D, Noyes K, et al. Treatment of nonmuscle invading bladder cancer: do physicians in the United States practice evidence based medicine? The use and economic implications of intravesical chemotherapy after transurethral resection of bladder tumors. Cancer. 2009;115:2660–2670. doi: 10.1002/cncr.24311. [DOI] [PMC free article] [PubMed] [Google Scholar]
22.Karsh L, Shore N, Soloway M, et al. Double-blind, randomized, placebo-controlled studies evaluating apaziquone (E09, Qapzola™) intravesical instillation post transurethral resection of bladder tumors for the treatment of low-risk non-muscle invasive bladder cancer. Bladder Cancer. 2018;4:293–301. doi: 10.3233/BLC-180166. [DOI] [PMC free article] [PubMed] [Google Scholar]
23.Spectrum Pharmaceuticals, Inc. A study of intravesical Qapzola (apaziquone) as a surgical adjuvant in patients undergoing TURBT. NLM identifier: NCT03224182. Accessed August 28, 2019.
24.Mostafid H, Cresswell J, Griffiths T, et al. Results of CALIBER: a phase ii randomised feasibility trial of chemoablation versus surgical management in low risk non-muscle invasive bladder cancer. Eur Urol Suppl. 2018;17:E1062. doi: 10.1111/bju.15038. [DOI] [PMC free article] [PubMed] [Google Scholar]
25.Institute of Cancer Research, United Kingdom Investigating bladder chemotherapy instead of surgery for low risk bladder cancer. NLM identifier: NCT02070120. Accessed September 3, 2019.
26.Lenis A, Chamie K, Friedman B, et al. The chemoablative effect of vesigel instillation in patients with NMIBC—response rate and 1-year durability. J Urol. 2017;197(4 suppl):e368–e369. Abstract PD19-10. [Google Scholar]
27.Svatek RS, Tangen C, Delacroix S, et al. Background and ppdate for S1602 “A phase iii randomized trial to evaluate the influence of BCG strain differences and T cell priming with intradermal BCG before intravesical therapy for BCG-naïve high-grade non-muscle-invasive bladder cancer. Eur Urol Focus. 2018;4:522–524. doi: 10.1016/j.euf.2018.08.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
28.Memorial Sloan Kettering Cancer Center Pembrolizumab (MK-3475) as first-line therapy for high risk T1 non-muscle-invasive bladder cancer. NLM identifier: NCT03504163. Accessed August 30, 2019.
29.University of Oxford Pembrolizumab in intermediate risk recurrent non-muscle invasive bladder cancer (NMIBC) (PemBla) NLM identifier: NCT03167151. Accessed August 30, 2019.
30.AstraZeneca Assessment of efficacy and safety of durvalumab plus BCG compared to the standard therapy with BCG in non-muscle invasive bladder cancer (POTOMAC) NLM identifier: NCT03528694. Accessed August 30, 2019.
31.University of Lausanne Hospitals Intravesical Ty21a for the treatment of patients with non-muscle-invasive bladder cancer (NMIBC) NLM identifier: NCT03421236. Accessed August 30, 2019.
32.TesoRx Pharma, LLC. Proliposomal intravesical paclitaxel for treatment of low-grade, stage Ta, non muscle invasive bladder cancer. NLM identifier: NCT03081858. Accessed August 30, 2019.
33.Heat Biologics A phase 1/2 Study of HS-410 in patients with non-muscle invasive bladder cancer after TURBT. NLM identifier: NCT02010203. Accessed August 30, 2019.
34.Baylor College of Medicine. Evaluation the treatment of tamoxifen of low/intermediate risk bladder tumors (BCTamoxifen) NLM identifier: NCT02197897. Accessed August 30, 2019.
35.Delto JC, Kobayashi T, Benson M, et al. Preclinical analyses of intravesical chemotherapy for prevention of bladder cancer progression. Oncotarget. 2013;4:269–276. doi: 10.18632/oncotarget.852. [DOI] [PMC free article] [PubMed] [Google Scholar]
36.Velaer KN, Steinberg RL, Thomas LJ, et al. Experience with sequential intravesical gemcitabine and docetaxel as salvage therapy for non-muscle invasive bladder cancer. Curr Urol Rep. 2016;17:38. doi: 10.1007/s11934-016-0594-2. [DOI] [PubMed] [Google Scholar]
37.DeCastro GJ, Sui W, Pak JS, et al. A phase I trial for the use of intravesical cabazitaxel, gemcitabine, and cisplatin in the treatment of BCG-refractory nonmuscle invasive urothelial carcinoma of the bladder. J Clin Oncol. 2017;35(6 suppl):313. [Google Scholar]
38.Donin NM, Lenis AT, Holden S, et al. Immunotherapy for the treatment of urothelial carcinoma. J Urol. 2017;197:14–22. doi: 10.1016/j.juro.2016.02.3005. [DOI] [PubMed] [Google Scholar]
39.Bellmunt J, Powles T, Vogelzang NJ. A review on the evolution of PD-1/PD-L1 immunotherapy for bladder cancer: the future is now. Cancer Treat Rev. 2017;54:58–67. doi: 10.1016/j.ctrv.2017.01.007. [DOI] [PubMed] [Google Scholar]
40.Nakanishi J, Wada Y, Matsumoto K, et al. Overexpression of B7-H1 (PD-L1) significantly associates with tumor grade and postoperative prognosis in human urothelial cancers. Cancer Immunol Immunother. 2007;56:1173–1182. doi: 10.1007/s00262-006-0266-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
41.Boorjian SA, Sheinin Y, Crispen PL, et al. T-cell coregulatory molecule expression in urothelial cell carcinoma: clinicopathologic correlations and association with survival. Clin Cancer Res. 2008;14:4800–4808. doi: 10.1158/1078-0432.CCR-08-0731. [DOI] [PubMed] [Google Scholar]
42.Inman BA, Sebo TJ, Frigola X, et al. PD-L1 (B7-H1) expression by urothelial carcinoma of the bladder and BCG-induced granulomata. Cancer. 2007;109:1499–1505. doi: 10.1002/cncr.22588. [DOI] [PubMed] [Google Scholar]
43.Northwestern University Pembrolizumab and BCG solution in treating patients with recurrent nonmuscle-invasive bladder cancer. NLM identifier: NCT02808143. Accessed August 26, 2019.
44.Merck Sharp & Dohme Corp. Study of pembrolizumab (MK-3475) in participants with high risk non-muscle invasive bladder cancer (MK-3475-057/KEYNOTE-057) NLM identifier: NCT02625961. Accessed August 26, 2019.
45.Keynote 057: Phase II trial of pembrolizumab for patients with high-risk NMIBC unresponsive to BCG: updated interim results. UroToday website. Accessed August 26, 2019.
46.Merck Sharp & Dohme Corp. Efficacy and safety of pembrolizumab (MK-3475) in combination with bacillus Calmette-Guerin (BCG) in high-risk non-muscle invasive bladder cancer (HR NMIBC) (MK-3475- 676/KEYNOTE-676) NLM identifier: NCT03711032. Accessed August 26, 2019.
47.Hoffmann-La Roche Safety and pharmacology study of atezolizumab alone and in combination with bacille Calmette-Guérin (BCG) in high-risk non-muscle-invasive bladder cancer (NMIBC) participants. NLM identifier: NCT02792192. Accessed August 26, 2019.
48.H. Lee Moffitt Cancer Center and Research Institute Phase 2 durvalumab (Medi4736) for bacillus Calmette-Guérin (BCG) refactory urothelial carcinoma in situ of the bladder. NLM identifier: NCT02901548. Accessed August 26, 2019.
49.Hellenic GenitoUrinary Cancer Group Efficacy of durvalumab in non-muscle-invasive bladder cancer. NLM identifier: NCT03759496. Accessed August 26, 2019.
50.De Santis M, Abdrashitov R, Hegele A, et al. A phase III, randomized, open-label, multicenter, global study of durvalumab and bacillus Calmette-Guérin (BCG) versus BCG alone in high-risk, BCG-naïve nonmuscle-invasive bladder cancer (NMIBC) patients (POTOMAC) J Clin Oncol. 2019;37(7 suppl):TPS500. [Google Scholar]
51.Mathios D, Park C-K, Marcus WD, et al. Therapeutic administration of IL-15 superagonist complex ALT-803 leads to long-term survival and durable antitumor immune response in a murine glioblastoma model. Int J Cancer. 2016;138:187–194. doi: 10.1002/ijc.29686. [DOI] [PMC free article] [PubMed] [Google Scholar]
52.Gomes-Giacoia E, Miyake M, Goodison S, et al. Intravesical ALT-803 and BCG treatment reduces tumor burden in a carcinogen induced bladder cancer rat model; a role for cytokine production and NK cell expansion. PLoS One. 2014;9:e96705. doi: 10.1371/journal.pone.0096705. [DOI] [PMC free article] [PubMed] [Google Scholar]
53.Wrangle JM, Velcheti V, Patel MR, et al. ALT-803, an IL-15 superagonist, in combination with nivolumab in patients with metastatic non-small cell lung cancer: a non-randomised, open-label, phase 1b trial. Lancet Oncol. 2018;19:694–704. doi: 10.1016/S1470-2045(18)30148-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
54.Liu B, Jones M, Kong L, et al. Evaluation of the biological activities of the IL-15 superagonist complex, ALT-803, following intravenous versus subcutaneous administration in murine models. Cytokine. 2018;107:105–112. doi: 10.1016/j.cyto.2017.12.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
55.33rd Annual Meeting & Pre-Conference Programs of the Society for Immunotherapy of Cancer (SITC 2018): Late-Breaking Abstracts. J Immunother Cancer. 2018;6(suppl 2):1–13. doi: 10.1186/s40425-018-0423-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
56.Altor BioScience QUILT-3.032: a multicenter clinical trial of intravesical bacillus Calmette-Guerin (BCG) in combination with ALT-803 in patients with BCG unresponsive high grade non-muscle invasive bladder cancer. NLM identifier: NCT03022825. Accessed August 27, 2019.
57.Belldegrun AS, Franklin JR, O'Donnell MA, et al. Superficial bladder cancer: the role of interferon-alpha. J Urol. 1998;159:1793–1801. doi: 10.1016/S0022-5347(01)63160-4. [DOI] [PubMed] [Google Scholar]
58.FKD Therapies Oy. A study to evaluate INSTILADRIN r in patients with high-grade, bacillus Calmette-Guerin (BCG) unresponsive NMIBC. NLM identifier: NCT02773849. Accessed September 5, 2019. [Google Scholar]
59.Packiam VT, Lamm DL, Barocas DA, et al. An open label, single-arm, phase II multicenter study of the safety and efficacy of CG0070 oncolytic vector regimen in patients with BCG-unresponsive non-muscleinvasive bladder cancer: interim results. Urol Oncol. 2018;36:440–447. doi: 10.1016/j.urolonc.2017.07.005. [DOI] [PubMed] [Google Scholar]
60.Boehm BE, Svatek RS. Novel therapeutic approaches for recurrent nonmuscle invasive bladder cancer. Urol Clin North Am. 2015;42:159–168. doi: 10.1016/j.ucl.2015.02.001. [DOI] [PubMed] [Google Scholar]
61.AUA 2018: Phase 3 study of vicinium in BCG-unresponsive non-muscle invasive bladder cancer: initial results. UroToday website. Accessed August 27, 2019. [Google Scholar]
62.H. Lee Moffitt Cancer Center and Research Institute. Phase 2 durvalumab (Medi4736) for bacillus Calmette-Guérin (BCG) refactory urothelial carcinoma in situ of the bladder. NLM identifier: NCT02901548. Accessed March 19, 2019. [Google Scholar]
63.Viventia Bio Vicinium treatment for subjects with non-muscle invasive bladder cancer previously treated with BCG. NLM identifier: NCT02449239. Accessed August 27, 2019. [Google Scholar]
64.National Cancer Institute (NCI) Durvalumab and vicinium in subjects with high-grade non-muscle-invasive bladder cancer previously treated with bacillus Calmette-Guerin (BCG) NLM identifier: NCT03258593. Accessed August 27, 2019. [Google Scholar]
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Tracking inheritance of human mitochondrial DNA
Mother’s age, a bottleneck, and selection affect how disease-causing mutations persist
November 18, 2019
By Gail McCormick
UNIVERSITY PARK, Pa. — New insight into how genetic information stored in human mitochondria is passed from one generation to the next could have important implications for genetic counseling of women planning pregnancies, according to a study by researchers at Penn State and the University of California, Berkeley. The findings are especially relevant to women carrying disease-causing mutations within their mitochondrial DNA and those suffering from mitochondrial diseases.
Mitochondria are cellular subunits that produce energy, and mitochondrial diseases are among the most common genetic disorders. They occur in one in 5,000 people and can cause a wide range of health problems, ranging from fatigue to developmental disabilities to seizures to compromised heart function and poor vision.
One in eight women in the general population is a carrier of mitochondrial disease. These women carry copies of their mitochondrial DNA that contain disease-causing mutations that can be transmitted to their offspring, but do not suffer from the disease themselves. Predicting the chances that female carriers will transmit disease-causing mitochondrial DNA to their children has been challenging.
Mitochondrial DNA is separate from the rest of the cell’s DNA, which is located in the nucleus. Unlike the nuclear DNA that is inherited from both parents, mitochondrial DNA is inherited from the mother. Each mitochondrion carries two to 10 copies of the mitochondrial DNA, which may vary slightly due to mutations — replacements, insertions or deletions of DNA letters — which in some cases lead to mitochondrial disease. Whether or not a mutation results in a mitochondrial disease, and the severity of the disease, often depends on the proportion of an individual’s mitochondrial DNA that carries the mutation.
The new study, which appears online the week of Nov. 18 in the journal Proceedings of the National Academies of Sciences, reveals how mitochondrial DNA is transmitted between generations. The study also found that children born to older mothers carry more mitochondrial mutations than children born to younger mothers. This could have important implications for inheritance of disease-related mutations.
“Some tissues with high energetic demands — such as muscle and brain — have hundreds to thousands of mitochondria and thus thousands of mitochondrial DNA copies,” said Kateryna Makova, Pentz Professor of Biology at Penn State and the co-corresponding author of the study. “Mitochondrial DNA is inherited from the mother, but only a small number of these copies actually get passed on in each egg. That means that at some point, there is a reduction in the number of mitochondrial DNA between generations, causing what biologists call a bottleneck, which can reduce the amount of genetic diversity passed on from mother to child. Understanding this bottleneck, when it happens, and how many mitochondrial DNA get through, could improve our understanding of how disease-related mutations get passed on.”
The research team found that there is a drastic bottleneck of mitochondrial DNA that takes place during oogenesis, the process by which egg cells are created, reducing thousands of copies of mitochondrial DNA down to only about seven to 10. Like shaking colored beads out of a bottle with a narrow neck, where the few beads that get through might not reflect the overall composition of the bottle, the mitochondrial DNA that gets passed on to the offspring may not have the proportion of disease-related mutations present in the mother.
“The size of the bottleneck affects the probability that a child inherits a disease-causing mutation from her or his mother,” said Peter Wilton, postdoctoral researcher at the University of California, Berkeley, and a co-first author of the study. “We found that, because of the narrow bottleneck, mutations in maternal mitochondrial DNA that were not very frequent were often lost within one generation — they were not present in the children. But those that were present at a higher proportion in the mother were more likely to get passed on, and in some cases may persist for up to five to 10 generations.”
To accomplish this study, the research team relied on a collaboration with co-author Dr. Ian Paul, a pediatrician at the Penn State Milton S. Hershey Medical Center, who oversaw sample collection from 345 individuals in 96 multi-generational families. Families included at least two siblings, their mother, and in some cases the mother’s mother and additional generations.
Because the team studied mothers and multiple children in each family, they were able to infer when during oogenesis this bottleneck occurs. If the bottleneck occurs before cells split into separate lineages that will eventually become the eggs that make each child, then siblings should have a similar composition of mitochondrial DNA — the same seven to 10 copies of mitochondrial DNA that made it through the bottleneck. If the bottleneck instead occurs after these lineages have separated — with each lineage independently reducing the amount of DNA during the bottleneck — then siblings should have very different compositions of mitochondrial DNA, which is what the researchers found.
“Knowing the size and timing of the bottleneck has important implications for genetic counseling,” said Makova. “Because the bottleneck occurs separately in each child’s cell lineage, a mother that is a carrier for a mitochondrial disease could pass on a disease-related mutation to one child but not the other. Now that we know when the bottleneck occurs, we hope to investigate oogenesis at a molecular level in animal models to get a better understanding of the process.”
The study also suggests that egg precursor cells with high proportions of disease-causing mutations might not make it to the next generation because of the evolutionary process called natural selection.
“Selection against disease-causing mutations likely occurs during oogenesis, and might be facilitated by the bottleneck,” said Arslan Zaidi, postdoctoral researcher at Penn State at the time of the study and the co-first author. The third co-first author with Wilton and Zaidi was Marcia Shu-Wei Su, postdoctoral researcher at Penn State at the time of the study.
Importantly, children born to mothers that gave birth later in life had more mutation-carrying copies of their mitochondrial DNA as compared to younger mothers.
“All of the eggs are essentially fully developed when a girl is born, so they sit dormant for a long time,” said Zaidi. “Our results tell us that something is happening within these dormant eggs, for example their mitochondrial DNA might be dividing, which provides an opportunity to acquire mutations. Age may also play a role in the probability that a child might inherit a disease-causing mutation.”
In addition to Makova, Wilton, Paul, Zaidi and Su, the research team includes Barbara Arbeithuber, Kate Anthony and Anton Nekrutenko at Penn State, and Rasmus Nielsen at the University of California, Berkeley. Funding for the work was provided by the National Institutes of Health. Additional funding was provided by the Office of Science Engagement, the Eberly College of Science, the Huck Institute of the Life Sciences and the Institute for CyberScience at Penn State, as well as, in part, under grants from the Pennsylvania Department of Health using Tobacco Settlement and CURE Funds. The department specifically disclaims any responsibility for any analyses, responsibility or conclusions.
Last Updated June 6, 2021
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6559 | https://miro.com/templates/venn-diagram-for-learning-and-education/ | Venn Diagram for Learning and Education
A Venn diagram is a graphical representation that shows similarities and differences between items, concepts or data.
Overview
A Venn diagram is a graphical representation that shows similarities and differences between items, concepts or data. They utilize shapes, often circles, to illustrate relationships and compare data.
Venn diagrams are certainly one of the most well-known types of diagrams. This design, featuring a series of simple circles or ellipses or rectangles that overlap is ubiquitous. The overlapping region of a Venn diagram indicates similarities while others showcase differences. Although the Venn diagram was created to describe mathematically logical relationships, itâs now used to show all types of relationships.
Uses of Venn Diagrams in Education and Learning
Venn diagrams are powerful visual tools used in education and learning to represent relationships between different sets of information. They consist of overlapping circles, each representing a set, with the overlaps illustrating the commonalities between the sets. Here are several key uses of Venn diagrams in the educational context:
1. Concept Comparison and Contrast
One of the primary uses of Venn diagrams is to help students compare and contrast concepts, ideas, or objects. By placing different characteristics in separate circles and common attributes in the overlapping areas, students can easily visualize similarities and differences. This method enhances critical thinking and helps in organizing thoughts more systematically.
2. Classifying Information
Venn diagrams are useful for classifying information into distinct categories. This is particularly helpful in subjects like science, where students need to categorize living organisms, chemical elements, or geological formations based on specific characteristics.
3. Analyzing Relationships
They assist in analyzing complex relationships between multiple sets of data. This analysis can be crucial in subjects such as mathematics, where students learn about set theory and probability.
4. Problem Solving
In problem-solving scenarios, Venn diagrams help break down problems into manageable parts, making it easier to identify solutions. They allow students to visually organize information, which can lead to a better understanding and resolution of the problem.
5. Curriculum Development
Educators use Venn diagrams to develop curricula by mapping out overlaps between different subject areas. This helps in creating interdisciplinary lessons that integrate concepts from multiple fields of study.
6. Enhancing Memory and Recall
Visual aids like Venn diagrams enhance memory retention and recall by providing a clear and concise way to display information. The visual format makes it easier for students to remember relationships between different pieces of information.
7. Facilitating Discussions and Debates
Venn diagrams serve as effective tools for facilitating classroom discussions and debates. They provide a structured way for students to present and organize their ideas and arguments.
8. Promoting Collaborative Learning
In group activities, Venn diagrams encourage collaborative learning by allowing students to collectively brainstorm and organize their thoughts. This fosters teamwork and enhances communication skills.
Three examples from the above areas have been created to help you understand the application of the Venn diagram in the Education and Learning domain.
Good Luck
Khawaja Rizwan
Get started with this template right now.
Target Audience Template
Works best for:
Marketing, Desk Research, Prioritization
Understanding your target audience is vital to business success. How can you market yourself effectively if you donât know who youâre targeting? Using the Target Audience template, you can review valuable data about who your customers are and what they want from your product or service.
Gantt Chart for Project Scheduling
Works best for:
Planning, Strategy
Gantt Chart for Project Scheduling helps you plan and visualize project timelines. It enables you to manage tasks, deadlines, and dependencies, ensuring efficient project execution. Ideal for project managers looking to streamline their scheduling process.
Fishbone Diagram for Marketing
Works best for:
Fishbone diagram
Identifying the root causes of marketing challenges is essential for effective strategy development. The Fishbone Diagram for Marketing template helps you systematically explore factors affecting your marketing efforts. Categorize potential causes into areas such as market research, product positioning, promotional strategies, and distribution channels. This structured analysis enables your team to pinpoint and address issues, optimizing marketing campaigns.
Strategy Map Template
Works best for:
Leadership, Strategic Planning, Mapping
How do your individual or team goals relate to an organizationâs overall strategy? A Strategy Map is a stylized picture of your organizationâs strategy and objectives. Itâs powerful because it provides a clear visual guide to how these various elements work together. Strategy Maps can help align various different team goals with the overall strategy and mission. With the Strategy Map in place, teams can create set actionable, relevant KPIs. Strategy mapping is often considered part of the balanced scorecard (BSC) methodology, which is a strategic planning tool for setting overall team goals.
3-Circle Venn Diagram
Works best for:
Education, Diagrams, Brainstorming
Venn diagrams have been a staple of business meetings and presentations since the 1800s, and thereâs a good reason why. Venn diagrams provide a clear, effective way to visually showcase relationships between datasets. They serve as a helpful visual aid in brainstorming sessions, meetings, and presentations. You start by drawing a circle containing one concept, and then draw an overlapping circle containing another concept. In the space where the circles overlap, you can make note of the conceptsâ similarities. In the space where they do not, you can make note of their differences.
Value Chain Analysis Template
Works best for:
Leadership, Strategic Planning, Workflows
First coined by Harvard Business School professor Michael Porter, the value chain analysis helps your team evaluate your business activities so you can find ways to improve your competitive advantage. A value chain is a set of activities that a company performs in order to deliver a valuable product from start to finish. The analysis itself allows your team to visualize all the business activities involved in creating the productâand helps you identify inefficiencies, bottlenecks, and miscommunication within the process.
Product
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Plans and Pricing |
6560 | https://scienceandjoe.com/2019/03/01/chem-03-stoichiometry-part-1b-determining-masses-of-reactants-and-products-of-a-chemical-reaction-with-conversion-factors/ | Science and Joe
Determining the Masses of Reactants and Products of a Chemical Reaction (with Conversion Factors)
The following tutorial will cover how to calculate the masses of chemical substances involved in a chemical reaction via stoichiometric calculations using conversion factors to cancel out units.
If you would like to see how these calculations can be done without the use of conversion factors to cancel out units, please refer to ‘Determining the Masses of Reactants and Products of a Chemical Reaction (without Conversion Factors)’. Also, if you would like to see how chemical equations are balanced using stoichiometric coefficients and an explanation of some of the key terms and phrases of stoichiometry (e.g. stoichiometry coefficients and mole ratio) please also refer to ‘Determining the Masses of Reactants and Products of a Chemical Reaction (without Conversion Factors)’.
Reminder: A conversion factor is a fraction that consists of two equivalent values with different units of measurement. The main purpose of a conversion factor is to cancel out the unit we are converting from and only leave the unit we are converting to for an answer. In stoichiometry, that would initially be from grams to moles for the substance we know the mass of, but then from moles to grams for the substance we are working out the mass of.
This method first involves using the mass and molar mass of the substance we know the mass of to work out its amount in moles. We then use mole ratio to work out the amount in moles of the substance we want to know the mass of and then use its amount in moles and its molar mass to work out its mass.
Question 1
Gaseous
ammonia reacts with copper (II) oxide (when heated) to produce
copper, nitrogen gas and water.
If
14.50 grams of copper was produced, what was the mass of ammonia gas?
Step 1: Write out the reaction as an equation with the correct chemical formulas.
Step 2: Balance the equation with stoichiometric coefficients.
Step 3 :Work out the molar mass of the substance you know the mass of – which is copper.
M = 63.5 g mol-1
(It’s just the relative atomic mass of copper.)
Step 4: Work
out the molar mass of the substance you want to know the mass of –
which is ammonia.
M = 14.0 + (3 x 1.01) = 17.03 g mol-1
Step 5: Identify the mole ratio of ammonia to copper using the balanced equation.
The balanced equation indicates that the mole ratio of ammonia to copper is 2 moles to 3 moles.
Step 6: Arrange the calculated molar masses and the mole ratio into conversion factors in a calculation and cancel units.
Note:
Instead of including mol-1 in the unit for molar mass, we
replace it with the chemical formula of the substance when we include
the value in a conversion factor.
The
arrangement of three conversion factors in the above calculation
allows us to cancel out the units we don’t want for our answer.
The
first variable in the numerator is the mass of copper which is the
substance we know the mass of. This is followed by a conversion
factor consisting of the molar mass of copper and the equivalent
value of 1 mole of copper. The second conversion factor indicates the
mole ratio of ammonia to copper which is 2 moles to 3 moles. The
third conversion factor consists of the molar mass of ammonia and the
equivalent value of 1 mole of ammonia.
The arrangement of these values allows us to cancel out units by having the same units aligned to one another (diagonally) in the numerator and the denominator.
The units of g Cu cancel; the units of mol Cu cancel and the units of mol NH3 cancel.
This
then leaves only with the unit of g NH3 which is the unit
we want to use to express the mass of ammonia gas acting as a
reactant.
Step
7: Carry out the calculation with only the unit we want for the
answer.
We are going to round our answer to four significant figures because the mass of the other substance we are given in the question is given in four significant figures.
So we have worked out that 2.592 grams of ammonia gas acted as a reactant to produce 14.50 grams of copper.
Question 2
(This is an example
of a reversible reaction.)
Nitrogen gas reacts with hydrogen gas to produce ammonia gas.
What mass of hydrogen gas is needed to produce 94.0 grams of ammonia gas?
Step 1: Write out the equation.
Step 2: Balance the equation with stoichiometric coefficients.
Step
3: Work out the molar mass of the substance you know the mass of
– which is ammonia.
M
= 14.0 + (3x 1.01) = 17.03 g mol-1
Step
4: Work out the molar mass of the substance you want to know the
mass of – which is hydrogen.
(Hydrogen
exists as a diatomic molecule – meaning there is 2 atoms
rather than 1.)
M
= 2 x 1.01 = 2.02
Step 5: Identify the mole ratio of hydrogen to ammonia using the balanced chemical equation.
The balanced equation indicates that the mole ratio of hydrogen to ammonia is 3 moles to 2 moles.
Step 6: Arrange the calculated molar masses and the mole ratio into conversion factors in a calculation and cancel out units.
Step 7: Carry out the calculation with only the unit we want for the answer.
We are going to round our answer to four significant figures because the mass of the other substance we are given in the question is given in four significant figures.
So
we have worked out that 16.72 grams of hydrogen gas is involved as a
reactant to produce 94.00 grams of ammonia gas.
So there we go we have worked out the masses of chemical substances involved in a chemical reaction using a balanced chemical equation and conversion factors to cancel out units. .
Over the next few tutorials on stoichiometry, we’ll be going through how to work out the number of particles involved either as a reactant or a product in a chemical reaction. We’ll also go over some more mole ratio problems.
Bye for now.
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6561 | https://www.k5learning.com/blog/lines-of-symmetry | Reading & Math for K-5
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Line of Symmetry Explained
Line of Symmetry Explained
What is a line of symmetry?
A line of symmetry is a line which divides a shape into two parts that match exactly. One way to easily work out if a shape has a line of symmetry is to fold it. When the folded part sits perfectly on top with all edges matching the fold line is a line of symmetry.
Let’s look at a few shapes and their lines of symmetry.
Triangles line of symmetry
A triangle can have three, one or zero lines of symmetry:
An equilateral triangle has three lines of symmetry.
An isosceles triangle has one line of symmetry.
A scalene triangle has no lines of symmetry.
Quadrilaterals line of symmetry
A square has four lines of symmetry.
A rectangle has two lines of symmetry.
An irregular quadrilateral has no lines of symmetry.
Polygons line of symmetry
Polygons are shapes with all equal sides and all equal angles.
The equilateral triangle and the square are both polygons, with three and four lines of symmetry respectively.
A regular pentagon has five lines of symmetry.
A regular hexagon has six lines of symmetry.
A regular heptagon has seven lines of symmetry.
Lines of symmetry worksheets
In our grade 4 geometry section, we have a set of worksheets for students to practice identifying and drawing lines of symmetry.
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StatPearls [Internet]. Treasure Island (FL): StatPearls Publishing; 2025 Jan-.
StatPearls [Internet].
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Treasure Island (FL): StatPearls Publishing; 2025 Jan-.
Labyrinthitis
David Barkwill; Ryan Winters; Rubeena Arora.
Author Information and Affiliations
Authors
David Barkwill1; Ryan Winters2; Rubeena Arora3.
Affiliations
1 Norwich Medical School, Poole General Hospital
2 Ochsner Health System
3 Lady Harding E Medical College
Last Update: July 23, 2025.
Continuing Education Activity
Labyrinthitis is an inflammatory condition of the inner ear that can cause sudden vertigo and often mimics a stroke. Symptoms typically include dizziness, nausea, vomiting, hearing loss, and tinnitus. While most cases are viral in origin, bacterial infections, autoimmune disorders, or systemic diseases may also be responsible. Some patients recover fully, while others may experience lasting impairments to their hearing or balance (vestibular function). The differential diagnosis includes more serious conditions, making expeditious evaluation and accurate diagnosis central to optimizing patient outcomes.
This activity explores the etiology, pathophysiology, differential diagnosis, and management of labyrinthitis, with particular emphasis on distinguishing it from other causes of vertigo and hearing loss. Clinicians will gain a deeper understanding of the diagnostic criteria, differential diagnosis, treatment, and incorporation of multidisciplinary care for patients with labyrinthitis. Interprofessional strategies, in collaboration with key professionals such as audiologists, vestibular therapists, and pharmacists, are emphasized to support patient safety, effective medication management, and long-term recovery.
Objectives:
Differentiate labyrinthitis from other causes of vertigo, such as vestibular neuritis, Meniere disease, and cerebrovascular accidents.
Assess patient history and physical exam findings to guide diagnostic decision-making.
Apply evidence-based treatment strategies based on underlying etiology and symptom severity.
Coordinate with the interprofessional team to enhance follow-up care and referrals for patients with labyrinthitis.
Access free multiple choice questions on this topic.
Introduction
Labyrinthitis is an inflammation of the membranous labyrinth of the inner ear, presenting with symptoms such as vertigo, nausea, vomiting, tinnitus, and/or hearing loss. Epidemiological data on labyrinthitis are limited, but the incidence increases with age. Notably, labyrinthitis can mimic other conditions, such as a cerebrovascular accident (CVA), necessitating a thorough evaluation before a final diagnosis. Bacterial or viral infections of the ear usually cause labyrinthitis, but it can be a manifestation of systemic disease due to autoimmunity, medication toxicity, or infection such as human immunodeficiency virus (HIV) or syphilis. The etiology determines the appropriate treatment and symptom control. Although some patients recover completely, others experience residual balance or hearing deficits.
Etiology
Labyrinthitis is an inflammation of the membranous labyrinth caused by viruses, bacteria, or systemic diseases. In rare cases, it can cause labyrinthitis ossificans, a disease in which pathological new bone formation occurs within the membranous labyrinth. Vestibular neuritis (also referred to as vestibular neuronitis) is often used interchangeably with labyrinthitis, as the symptoms and clinical picture are similar. However, true vestibular neuritis is characterized by inflammation confined to the vestibular nerve without the involvement of the membranous labyrinth. For the remainder of this article, we will focus exclusively on labyrinthitis.
Viral Labyrinthitis
The most common cause of labyrinthitis is a viral infection of the upper respiratory tract. Local inflammatory mediators are produced in response to the viral infection and enter the cochlea through either the round or oval window, leading to inflammation. Less commonly, viruses can directly enter and infect the cochlea, possibly causing hearing impairment. For instance, labyrinthitis secondary to maternal rubella or cytomegalovirus (CMV) infections is one of the most common causes of congenital deafness. In the post-natal period, mumps and measles are the leading causes of viral hearing loss. Ramsay-Hunt syndrome, also known as herpes zoster oticus, is due to a latent varicella-zoster virus infection reactivating, often years after the primary viral infection. This syndrome typically produces a vesicular rash, usually on the oral mucosa or ear, accompanied by peripheral facial nerve paralysis. Additionally, the virus can infect the vestibular and cochlear nerves in 25% of cases. Moreover, CMV-mediated inflammation can be a cause of sudden sensorineural hearing loss, although the cause is usually unknown.
Bacterial Labyrinthitis
Bacterial labyrinthitis typically arises from either bacterial meningitis or bacterial acute otitis media. Similarly, 20% of children with bacterial meningitis will develop auditory or vestibular symptoms. Inflammation occurs through 2 different mechanisms in serous and suppurative labyrinthitis. In serous labyrinthitis, the inflammation is secondary to bacterial toxins and/or host cytokines and inflammatory mediators passing into the membranous labyrinth via the round or oval window. Suppurative labyrinthitis is inflammation caused directly by a bacterial infection. Bacteria enter the inner ear from the middle ear via the round window (most common) or the oval window. They can also enter the central nervous system via the cochlear aqueduct or auditory canal. Congenital or acquired defects in the bony labyrinth can predispose to further bacterial infection.
Autoimmune Labyrinthitis
Both polyarteritis nodosa and granulomatosis with polyangiitis are rare autoimmune conditions that are associated with labyrinthitis.
HIV/ Syphilis
Both syphilis and HIV infections are associated with labyrinthitis. However, it is unclear whether the inflammation is due to opportunistic infections or if HIV causes the inflammation.
Epidemiology
There is limited research on the incidence and prevalence of labyrinthitis, as most epidemiologic studies focus on broader categories of vestibular dysfunction or vertigo rather than labyrinthitis alone. In a prospective study of 200 patients presenting with sudden sensorineural hearing loss, labyrinthitis was identified in 3% of cases based on MRI findings.While vestibular dysfunction and balance abnormalities increase with age, the precise prevalence of labyrinthitis is difficult to determine, although it is considered rare.
Otogenic suppurative labyrinthitis can occur at any age and is usually associated with a cholesteatoma or secondary to untreated, longstanding otitis media. Suppurative bacterial labyrinthitis, a complication of bacterial meningitis, is the most common cause of deafness in children under age 2. Fortunately, it is exceedingly rare in the post-antibiotic era.
Pathophysiology
Anatomy
The inner ear consists of 2 structures: the bony labyrinth and the membranous labyrinth. The bony labyrinth is a collection of bony cavities situated within the temporal bone of the skull, comprising three main parts: the vestibule, the cochlea, and the 3 semicircular canals. All three of these structures contain a substance called perilymph, also known as Cotunnius' liquid. Perilymph is similar in composition to cerebrospinal fluid, with sodium as the primary cation and a lower concentration of potassium than intracellular fluid.
The membranous labyrinth is situated within the bony labyrinth and comprises four structures: the saccule, utricle, semicircular ducts, and cochlear duct. Endolymph fills the membranous labyrinth. It has a principal cation of potassium and a lower concentration of sodium, similar to intracellular fluid. The gradient across Reissner's membrane, created by the opposing concentrations of endolymph and perilymph, is responsible for generating the electrical impulses of the hair cells, known as the endocochlear potential.
The inner ear has 2 connections with the middle ear and 2 connections with the central nervous system. The oval window connects the vestibule to the middle ear, and the round window connects the cochlear duct to the middle ear. The internal auditory canal and cochlear aqueduct connect the inner ear and central nervous system (CNS).
History and Physical
Labyrinthitis is a diagnosis of exclusion. When evaluating a patient with suggested labyrinthitis, it is important to screen for risk factors. Helpful clues in the history include recent viral upper respiratory tract infections, cholesteatoma, a history of ear surgery, a history of temporal bone fracture, meningitis, or acute or chronic otitis media.
Nausea, vomiting, and severe ‘room spinning’ vertigo are the most commonly reported symptoms of labyrinthitis. It is also essential to clarify the number of episodes of actual ‘room spinning' or 'whirling' vertigo, as opposed to more generalized sensations of imbalance or lightheadedness, which would not be indicative of labyrinthitis. The peak of vertigo rarely lasts longer than 72 hours, but ataxia and occasional brief episodes may persist for several weeks. The clinical course can be more prolonged if the patient has comorbid anxiety or depression.
The differential diagnosis of labyrinthitis includes vestibular neuritis, stroke, and Meniere disease. Vestibular neuritis is distinguished by the presence of hearing loss or tinnitus, symptoms that are absent in labyrinthitis. The presence of vertigo with cranial nerve deficits, crossed or uncrossed cortical tract findings, and numbness could indicate a CVA affecting the brain stem. Meniere disease is characterized by fluctuating aural fullness, tinnitus, and hearing loss, often accompanied by vertiginous episodes.
On physical examination, nystagmus is often present, and the fast phase typically moves away from the affected ear. Patients can also experience gait and balance abnormalities. Therefore, Romberg sign, tandem gait, cerebellar, and meningeal testing are essential components of the neurologic examination. Notably, Rinne and Weber hearing tests will likely demonstrate sensorineural hearing loss in the affected ear; therefore, a formal audiological evaluation is required. Otoscopy may provide clues to the etiology of the disease, such as otitis media or cholesteatoma. Finally, if bacterial meningitis is a consideration, skin examination may reveal a non-blanching rash.
Evaluation
Audiometry is useful to assess the presence or extent of sensorineural hearing loss. Specific investigations into the vestibular system (eg, evoked myogenic potentials, electronystagmography, and rotary chair tests) are not indicated in the acute phase of the disease. However, they can be useful in assessing long-term compensation and residual deficits, as well as in differentiating inner ear pathology from other etiologies.
The laboratory tests are tailored to the patient's symptoms and differential diagnoses. Severe vomiting should prompt a basal metabolic panel to assess electrolyte abnormalities and hydration status. Cerebrospinal fluid analysis is performed if bacterial meningitis is suggested. Subsequently, HIV and syphilis serology are helpful in high-risk individuals or atypical presentations. Finally, testing for autoimmune disease is considered in patients with systemic findings or atypical presentations, even if serological titers are negative.
Imaging studies, such as magnetic resonance imaging (MRI) and computed tomography (CT) scans, can be useful for identifying alternative pathologies. Furthermore, expert consensus recommends imaging of the cerebello-pontine angle if the difference between the ears exceeds 15 dB, because 13% of acoustic neuromas present with sudden hearing loss. Gadolinium-enhanced magnetic resonance imaging (Gd-MRI) predicts the development of hearing loss following bacterial meningitis, a complication that occurs in approximately 14% of cases.
Treatment / Management
Treatment is primarily supportive and is tailored to the etiology and symptoms.
Viral labyrinthitis treatment typically involves hydration and bed rest in an outpatient setting. However, patients must be counseled to seek further medical intervention if their condition worsens or they develop neurological symptoms (e.g., weakness/numbness, diplopia, slurred speech, and gait disturbance). Notably, antiviral medications and steroids are not supported by current evidence.
The treatment of bacterial labyrinthitis depends on the source of infection. Oral antibiotics are the first-line treatment for acute otitis media with an intact tympanic membrane. Intravenous antibiotics are recommended for recalcitrant infections. If findings are suggestive of bacterial meningitis, intravenous antibiotics are commenced immediately, while confirmatory CSF and imaging testing are performed concurrently.
Autoimmune labyrinthitis is treated initially with corticosteroids. If the disease is refractory to corticosteroid therapy, other immunomodulators are considered, such as azathioprine, etanercept, or cyclophosphamide. Compared with corticosteroids, these medications are preferable for chronic cases due to their favorable safety profile and fewer adverse effects. Treatment with immunosuppressants requires specialist referral.
If serology testing is consistent with syphilis or HIV infection, appropriate treatment and referral to specialist care are warranted.
During the initial phase of vertigo, patients often lie motionless with their eyes closed due to dizziness and nausea. However, early mobilization can promote vestibular compensation and improve prognosis.
Benzodiazepines and antihistamines are useful initially. However, treatment with these medications should not last more than 72 hours because they can inhibit vestibular compensation. Some experts advise against these vestibular suppressant medications for all but intractable symptoms. Antiemetics, such as prochlorperazine or ondansetron, may help control nausea and vomiting. Patients with sudden hearing loss should receive high-dose corticosteroids and specialist referral.
A small minority of patients may have residual tinnitus following sensorineural hearing loss. Reactive depression may coexist with prolonged tinnitus, and early intervention with tinnitus re-training, tinnitus maskers, hearing aids, and/or biofeedback can aid recovery.
Surgical intervention is required in a minority of cases. For example, mastoidectomy is required in patients with cholesteatoma or severe mastoiditis. Occasionally, patients may require drainage of effusions or myringotomy if labyrinthitis is secondary to otitis media.
Once the acute labyrinthitis has resolved, patients with persistent vestibular symptoms should be referred for vestibular rehabilitation.
Differential Diagnosis
Vestibular neuritis presents similarly to labyrinthitis but without accompanying hearing loss.
Meniere disease causes hearing loss and vertigo, but the episodes are usually intermittent.
Benign positional vertigo causes dizziness but not hearing loss, and patients typically exhibit an abnormal Dix-Hallpike test.
Posterior fossa CVA typically presents with an abnormal neurological examination, including ataxia, hoarseness, dysarthria, or dysphagia. A CT or MRI of the head can aid in diagnosis.
Acoustic neuromas/ vestibular schwannomas are diagnosed with a GdMRI.
Inner ear malformationstypically present with progressive or congenital hearing loss and can be diagnosed with CT or MRI imaging.
Temporal bone fracture is suggested with a recent history of head trauma, and is diagnosed with CT imaging.
Inner ear hemorrhage is commonly associated with trauma and is visible on MRI.
Temporal bone neoplasm usually presents with cranial nerve deficits or facial paralysis and is apparent on MRI and/or CT.
Multiple sclerosis often presents with additional systemic findings, such as spasticity, optic neuritis, or other cranial nerve deficits.
Pertinent Studies and Ongoing Trials
Several trials are studying the effects of novel treatments for labyrinthitis. Superoxide dismutase limits hearing loss and prevents labyrinthitis ossificans in gerbils with bacterial meningitis. Additionally, TNF-alpha inhibitors reduce postmeningitic cochlear injury and hearing loss. Some evidence suggests corticosteroid therapy for pneumococcal meningitis may prevent labyrinthitis ossificans. Furthermore, research into intra-tympanic corticosteroids as a superior therapeutic administration route shows promising results. Finally, cochlear microperfusion and antioxidant therapy have potential as adjuvant therapies.
Prognosis
The acute vertigo of labyrinthitis usually resolves after 48 to 72 hours. However, mild symptoms may persist for several weeks. The prognosis is generally favorable if there are no serious neurological sequelae. Conversely, neurological complications may require further interventions and portend a more guarded prognosis. For example, ventriculoperitoneal shunts are necessary in patients with hydrocephalus from bacterial meningitis. Furthermore, a prolonged course of benzodiazepines and/or antihistamines for vertigo can delay vestibular recovery. Additionally, suppurative labyrinthitis can cause permanent hearing impairment.
Complications
After a severe case of labyrinthitis, some patients may develop persistent hearing loss or tinnitus, which may require the use of hearing aids or tinnitus-specific therapies.
Bilateral vestibular hypofunction is a debilitating complication associated with bilateral labyrinthitis, typically resulting from bacterial meningitis. It can cause visual impairment (oscillopsia) and impaired spatial awareness.
Complete deafness is a rare complication of bilateral labyrinthitis associated with bacterial meningitis. In addition, labyrinthitis ossificans is a complication of suppurative labyrinthitis. Moreover, undertreated bacterial labyrinthitis can result in mastoiditis. This condition typically responds to intravenous antibiotics but can require mastoidectomy with tympanoplasty in severe cases. Rarely, a labyrinthectomy may be necessary to treat labyrinthitis caused by cholesteatoma.
Deterrence and Patient Education
Labyrinthitis is often a complication of infection, such as otitis media or meningitis. Therefore, early diagnosis and effective management of infections can minimize the risk of labyrinthitis or long-term complications. Furthermore, vaccinations against measles, mumps, and rubella can protect against labyrinthitis in vulnerable populations.
Patients with vertigo should be encouraged to mobilize as soon as possible to improve vestibular compensation and prognosis. Patients who receive a prolonged course of benzodiazepines and/or antihistamines for vertigo may have delayed vestibular recovery.
Enhancing Healthcare Team Outcomes
The interprofessional team is crucial in delivering optimal care to patients with labyrinthitis. First, primary care clinicians should be familiar with the signs, symptoms, and differential diagnosis of labyrinthitis. These clinicians are the first line of defense and can administer prompt and effective management, thereby reducing potentially life-threatening conditions and complications of labyrinthitis.
Both nurses and pharmacists are invaluable in the initial management of a patient with labyrinthitis and must be familiar with the disease. For example, nursing staff can assist patients at high risk of falls due to vertigo. Pharmacists can recommend the most appropriate medications for nausea and vertigo. For example, pharmacists' knowledge of the role of benzodiazepines and antihistamines in short-term management can enable them to collaborate with physicians. They also know medications that may cause symptoms similar to labyrinthitis, and identify adverse effects or interactions.
Patients sometimes experience residual vestibular symptoms, which can significantly impact their quality of life. Both occupational and physical therapists can treat persistent vertigo and ataxia. Occupational therapists can also conduct assessments of the home environment and implement changes to enhance patient safety. Audiologists perform ongoing monitoring of hearing impairments to ensure optimal patient care. In summary, an interprofessional team approach can improve patient outcomes and quality of life.
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References
1.
: Wipperman J. Dizziness and vertigo. Prim Care. 2014 Mar;41(1):115-31. [PubMed: 24439886]
2.
: Koo JW, Chang MY, Woo SY, Kim S, Cho YS. Prevalence of vestibular dysfunction and associated factors in South Korea. BMJ Open. 2015 Oct 26;5(10):e008224. [PMC free article: PMC4636645] [PubMed: 26503384]
3.
: Thompson TL, Amedee R. Vertigo: a review of common peripheral and central vestibular disorders. Ochsner J. 2009 Spring;9(1):20-6. [PMC free article: PMC3096243] [PubMed: 21603405]
4.
: Ortiz de Mendivil A, Alcalá-Galiano A, Ochoa M, Salvador E, Millán JM. Brainstem stroke: anatomy, clinical and radiological findings. Semin Ultrasound CT MR. 2013 Apr;34(2):131-41. [PubMed: 23522778]
5.
: Chan YM, Adams DA, Kerr AG. Syphilitic labyrinthitis--an update. J Laryngol Otol. 1995 Aug;109(8):719-25. [PubMed: 7561492]
6.
: HAND EA, WILKINSON CF. Toxic labyrinthitis following oral undecylenic acid treatment of psoriasis; report of a case. J Invest Dermatol. 1950 Apr;14(4):227-8. [PubMed: 15412274]
7.
: Lin HY, Fan YK, Wu KC, Shu MT, Yang CC, Lin HC. The incidence of tympanogenic labyrinthitis ossificans. J Laryngol Otol. 2014 Jul;128(7):618-20. [PubMed: 25075947]
8.
: Jeong SH, Kim HJ, Kim JS. Vestibular neuritis. Semin Neurol. 2013 Jul;33(3):185-94. [PubMed: 24057821]
9.
: Beyea JA, Agrawal SK, Parnes LS. Recent advances in viral inner ear disorders. Curr Opin Otolaryngol Head Neck Surg. 2012 Oct;20(5):404-8. [PubMed: 22902415]
10.
: Hviid A, Rubin S, Mühlemann K. Mumps. Lancet. 2008 Mar 15;371(9616):932-44. [PubMed: 18342688]
11.
: Moss WJ. Measles. Lancet. 2017 Dec 02;390(10111):2490-2502. [PubMed: 28673424]
12.
: Yazigi A, De Pecoulas AE, Vauloup-Fellous C, Grangeot-Keros L, Ayoubi JM, Picone O. Fetal and neonatal abnormalities due to congenital rubella syndrome: a review of literature. J Matern Fetal Neonatal Med. 2017 Feb;30(3):274-278. [PubMed: 27002428]
13.
: Fowler KB, Boppana SB. Congenital cytomegalovirus infection. Semin Perinatol. 2018 Apr;42(3):149-154. [PubMed: 29503048]
14.
: Jeon Y, Lee H. Ramsay Hunt syndrome. J Dent Anesth Pain Med. 2018 Dec;18(6):333-337. [PMC free article: PMC6323042] [PubMed: 30637343]
15.
: Hato N, Kisaki H, Honda N, Gyo K, Murakami S, Yanagihara N. Ramsay Hunt syndrome in children. Ann Neurol. 2000 Aug;48(2):254-6. [PubMed: 10939578]
16.
: Kuhn M, Heman-Ackah SE, Shaikh JA, Roehm PC. Sudden sensorineural hearing loss: a review of diagnosis, treatment, and prognosis. Trends Amplif. 2011 Sep;15(3):91-105. [PMC free article: PMC4040829] [PubMed: 21606048]
17.
: Schraff SA, Schleiss MR, Brown DK, Meinzen-Derr J, Choi KY, Greinwald JH, Choo DI. Macrophage inflammatory proteins in cytomegalovirus-related inner ear injury. Otolaryngol Head Neck Surg. 2007 Oct;137(4):612-8. [PubMed: 17903579]
18.
: Jang CH, Park SY, Wang PC. A case of tympanogenic labyrinthitis complicated by acute otitis media. Yonsei Med J. 2005 Feb 28;46(1):161-5. [PMC free article: PMC2823044] [PubMed: 15744821]
19.
: Sennaroğlu L, Bajin MD. Classification and Current Management of Inner Ear Malformations. Balkan Med J. 2017 Sep 29;34(5):397-411. [PMC free article: PMC5635626] [PubMed: 28840850]
20.
: Broughton SS, Meyerhoff WE, Cohen SB. Immune-mediated inner ear disease: 10-year experience. Semin Arthritis Rheum. 2004 Oct;34(2):544-8. [PubMed: 15505770]
21.
: Harris JP, Ryan AF. Fundamental immune mechanisms of the brain and inner ear. Otolaryngol Head Neck Surg. 1995 Jun;112(6):639-53. [PubMed: 7777346]
22.
: de Jong MA, Luder A, Gross M. Main Aspects of Peripheral and Central Hearing System Involvement in Unexplained HIV-Related Hearing Complaints. Front Neurol. 2019;10:845. [PMC free article: PMC6691119] [PubMed: 31447765]
23.
: Cho J, Cheon H, Park JH, Lee HJ, Kim HJ, Choi HG, Koo JW, Hong SK. Sudden sensorineural hearing loss associated with inner ear lesions detected by magnetic resonance imaging. PLoS One. 2017;12(10):e0186038. [PMC free article: PMC5627945] [PubMed: 28977031]
24.
: Neuhauser HK. Epidemiology of vertigo. Curr Opin Neurol. 2007 Feb;20(1):40-6. [PubMed: 17215687]
25.
: Tunny TJ, Klemm SA, Gordon RD. Some aldosterone-producing adrenal tumours also secrete cortisol, but present clinically as primary aldosteronism. Clin Exp Pharmacol Physiol. 1990 Mar;17(3):167-71. [PubMed: 2160340]
26.
: Ekdale EG. Form and function of the mammalian inner ear. J Anat. 2016 Feb;228(2):324-37. [PMC free article: PMC4718163] [PubMed: 25911945]
27.
: Bosher SK, Warren RL. Observations on the electrochemistry of the cochlear endolymph of the rat: a quantitative study of its electrical potential and ionic composition as determined by means of flame spectrophotometry. Proc R Soc Lond B Biol Sci. 1968 Nov 05;171(1023):227-47. [PubMed: 4386844]
28.
: Wangemann P. Supporting sensory transduction: cochlear fluid homeostasis and the endocochlear potential. J Physiol. 2006 Oct 01;576(Pt 1):11-21. [PMC free article: PMC1995626] [PubMed: 16857713]
29.
: Ludman H. Vertigo and imbalance. BMJ. 2014 Jan 22;348:g283. [PubMed: 24452766]
30.
: Feng S, Zang J. The effect of accompanying anxiety and depression on patients with different vestibular syndromes. Front Aging Neurosci. 2023;15:1208392. [PMC free article: PMC10427919] [PubMed: 37593373]
31.
: Gibson WPR. Meniere's Disease. Adv Otorhinolaryngol. 2019;82:77-86. [PubMed: 30947172]
32.
: Hoskin JL. Ménière's disease: new guidelines, subtypes, imaging, and more. Curr Opin Neurol. 2022 Feb 01;35(1):90-97. [PubMed: 34864755]
33.
: Kim CH, Yang YS, Im D, Shin JE. Nystagmus in patients with unilateral acute otitis media complicated by serous labyrinthitis. Acta Otolaryngol. 2016 Jun;136(6):559-63. [PubMed: 26797398]
34.
: Halmágyi GM, Curthoys IS. Vestibular contributions to the Romberg test: Testing semicircular canal and otolith function. Eur J Neurol. 2021 Sep;28(9):3211-3219. [PubMed: 34160115]
35.
: Davis LE. Acute Bacterial Meningitis. Continuum (Minneap Minn). 2018 Oct;24(5, Neuroinfectious Disease):1264-1283. [PubMed: 30273239]
36.
: Lennox-Bowley A, Dasgupta S. Modernising vestibular assessment. J Laryngol Otol. 2024 Jun;138(S2):S3-S7. [PubMed: 38247298]
37.
: Rahman N, Hehir J, Stidham KR, Muldoon A, Wolff C. Differences in vestibulo-ocular reflex time constants in patients with vestibular migraine versus vestibular neuritis/labyrinthitis. Am J Otolaryngol. 2022 Sep-Oct;43(5):103583. [PubMed: 35963107]
38.
: Oussoren FK, Schermer TR, Bruintjes TD, Leeuwen RBV. Idiopathic Labyrinthitis: Symptoms, Clinical Characteristics, and Prognosis. J Int Adv Otol. 2023 Nov;19(6):478-484. [PMC free article: PMC10765229] [PubMed: 38088320]
39.
: Das S, Bakshi SS, Seepana R. Demystifying autoimmune inner ear disease. Eur Arch Otorhinolaryngol. 2019 Dec;276(12):3267-3274. [PubMed: 31605190]
40.
: Schiff E, Friedman SA, Al-Mulki K, Lin J, Moskowitz HS. Practice Patterns in Asymmetric Sensorineural Hearing Loss: Survey Data. Laryngoscope. 2024 Nov;134(11):4745-4753. [PubMed: 38877834]
41.
: Tunkel DE, Bauer CA, Sun GH, Rosenfeld RM, Chandrasekhar SS, Cunningham ER, Archer SM, Blakley BW, Carter JM, Granieri EC, Henry JA, Hollingsworth D, Khan FA, Mitchell S, Monfared A, Newman CW, Omole FS, Phillips CD, Robinson SK, Taw MB, Tyler RS, Waguespack R, Whamond EJ. Clinical practice guideline: tinnitus. Otolaryngol Head Neck Surg. 2014 Oct;151(2 Suppl):S1-S40. [PubMed: 25273878]
42.
: Rodenburg-Vlot MB, Ruytjens L, Oostenbrink R, Goedegebure A, van der Schroeff MP. Systematic Review: Incidence and Course of Hearing Loss Caused by Bacterial Meningitis: In Search of an Optimal Timed Audiological Follow-up. Otol Neurotol. 2016 Jan;37(1):1-8. [PubMed: 26649601]
43.
: Kopelovich JC, Germiller JA, Laury AM, Shah SS, Pollock AN. Early prediction of postmeningitic hearing loss in children using magnetic resonance imaging. Arch Otolaryngol Head Neck Surg. 2011 May;137(5):441-7. [PMC free article: PMC3670148] [PubMed: 21339394]
44.
: Berg HM, Cohen NL, Hammerschlag PE, Waltzman SB. Acoustic neuroma presenting as sudden hearing loss with recovery. Otolaryngol Head Neck Surg. 1986 Jan;94(1):15-22. [PubMed: 3081851]
45.
: Seemungal BM, Bronstein AM. A practical approach to acute vertigo. Pract Neurol. 2008 Aug;8(4):211-21. [PubMed: 18644907]
46.
: Fishman JM, Burgess C, Waddell A. Corticosteroids for the treatment of idiopathic acute vestibular dysfunction (vestibular neuritis). Cochrane Database Syst Rev. 2011 May 11;(5):CD008607. [PubMed: 21563170]
47.
: Strupp M, Zingler VC, Arbusow V, Niklas D, Maag KP, Dieterich M, Bense S, Theil D, Jahn K, Brandt T. Methylprednisolone, valacyclovir, or the combination for vestibular neuritis. N Engl J Med. 2004 Jul 22;351(4):354-61. [PubMed: 15269315]
48.
: Ryan AF, Harris JP, Keithley EM. Immune-mediated hearing loss: basic mechanisms and options for therapy. Acta Otolaryngol Suppl. 2002;(548):38-43. [PubMed: 12211356]
49.
: Bouccara D, Rubin F, Bonfils P, Lisan Q. [Management of vertigo and dizziness]. Rev Med Interne. 2018 Nov;39(11):869-874. [PubMed: 29496272]
50.
: Marmor S, Karaca-Mandic P, Adams ME. Vestibular Suppressant Utilization and Subsequent Falls Among Patients 65 Years and Older With Dizziness in the United States. J Am Geriatr Soc. 2025 May;73(5):1398-1405. [PMC free article: PMC12100683] [PubMed: 39902815]
51.
: Hain TC, Uddin M. Pharmacological treatment of vertigo. CNS Drugs. 2003;17(2):85-100. [PubMed: 12521357]
52.
: Chandrasekhar SS, Tsai Do BS, Schwartz SR, Bontempo LJ, Faucett EA, Finestone SA, Hollingsworth DB, Kelley DM, Kmucha ST, Moonis G, Poling GL, Roberts JK, Stachler RJ, Zeitler DM, Corrigan MD, Nnacheta LC, Satterfield L. Clinical Practice Guideline: Sudden Hearing Loss (Update). Otolaryngol Head Neck Surg. 2019 Aug;161(1_suppl):S1-S45. [PubMed: 31369359]
53.
: Esmaili AA, Renton J. A review of tinnitus. Aust J Gen Pract. 2018 Apr;47(4):205-208. [PubMed: 29621860]
54.
: Weidt S, Delsignore A, Meyer M, Rufer M, Peter N, Drabe N, Kleinjung T. Which tinnitus-related characteristics affect current health-related quality of life and depression? A cross-sectional cohort study. Psychiatry Res. 2016 Mar 30;237:114-21. [PubMed: 26850646]
55.
: McDonnell MN, Hillier SL. Vestibular rehabilitation for unilateral peripheral vestibular dysfunction. Cochrane Database Syst Rev. 2015 Jan 13;1(1):CD005397. [PMC free article: PMC11259236] [PubMed: 25581507]
56.
: Cohen HS, Kimball KT. Decreased ataxia and improved balance after vestibular rehabilitation. Otolaryngol Head Neck Surg. 2004 Apr;130(4):418-25. [PubMed: 15100637]
57.
: Le TN, Westerberg BD, Lea J. Vestibular Neuritis: Recent Advances in Etiology, Diagnostic Evaluation, and Treatment. Adv Otorhinolaryngol. 2019;82:87-92. [PubMed: 30947184]
58.
: Wright T. Menière's disease. BMJ Clin Evid. 2015 Nov 05;2015 [PMC free article: PMC4636025] [PubMed: 26545070]
59.
: Bhattacharyya N, Gubbels SP, Schwartz SR, Edlow JA, El-Kashlan H, Fife T, Holmberg JM, Mahoney K, Hollingsworth DB, Roberts R, Seidman MD, Steiner RW, Do BT, Voelker CC, Waguespack RW, Corrigan MD. Clinical Practice Guideline: Benign Paroxysmal Positional Vertigo (Update). Otolaryngol Head Neck Surg. 2017 Mar;156(3_suppl):S1-S47. [PubMed: 28248609]
60.
: Edlow JA, Gurley KL, Newman-Toker DE. A New Diagnostic Approach to the Adult Patient with Acute Dizziness. J Emerg Med. 2018 Apr;54(4):469-483. [PMC free article: PMC6049818] [PubMed: 29395695]
61.
: Strasilla C, Sychra V. [Imaging-based diagnosis of vestibular schwannoma]. HNO. 2017 May;65(5):373-380. [PubMed: 27534761]
62.
: Mazón M, Pont E, Montoya-Filardi A, Carreres-Polo J, Más-Estellés F. Inner ear malformations: a practical diagnostic approach. Radiologia. 2017 Jul-Aug;59(4):297-305. [PubMed: 28040203]
63.
: Schubl SD, Klein TR, Robitsek RJ, Trepeta S, Fretwell K, Seidman D, Gottlieb M. Temporal bone fracture: Evaluation in the era of modern computed tomography. Injury. 2016 Sep;47(9):1893-7. [PubMed: 27387791]
64.
: Chen XH, Zeng CJ, Fang ZM, Zhang R, Cheng JM, Lin C. The Natural History of Labyrinthine Hemorrhage in Patients With Sudden Sensorineural Hearing Loss. Ear Nose Throat J. 2019 Jun;98(5):E13-E20. [PubMed: 30909739]
65.
: Chovanec M, Fík Z. Tumors of the temporal bone. Cas Lek Cesk. 2019 Winter;158(6):248-252. [PubMed: 31931585]
66.
: Di Stadio A, Dipietro L, Ralli M, Meneghello F, Minni A, Greco A, Stabile MR, Bernitsas E. Sudden hearing loss as an early detector of multiple sclerosis: a systematic review. Eur Rev Med Pharmacol Sci. 2018 Jul;22(14):4611-4624. [PubMed: 30058696]
67.
: Aminpour S, Tinling SP, Brodie HA. Role of tumor necrosis factor-alpha in sensorineural hearing loss after bacterial meningitis. Otol Neurotol. 2005 Jul;26(4):602-9. [PubMed: 16015154]
68.
: Ge NN, Brodie HA, Tinling SP. Long-term hearing loss in gerbils with bacterial meningitis treated with superoxide dismutase. Otol Neurotol. 2008 Dec;29(8):1061-7. [PubMed: 18849884]
69.
: Hartnick CJ, Kim HH, Chute PM, Parisier SC. Preventing labyrinthitis ossificans: the role of steroids. Arch Otolaryngol Head Neck Surg. 2001 Feb;127(2):180-3. [PubMed: 11177035]
70.
: Battaglia A, Burchette R, Cueva R. Combination therapy (intratympanic dexamethasone + high-dose prednisone taper) for the treatment of idiopathic sudden sensorineural hearing loss. Otol Neurotol. 2008 Jun;29(4):453-60. [PubMed: 18401285]
71.
: Barkdull GC, Vu C, Keithley EM, Harris JP. Cochlear microperfusion: experimental evaluation of a potential new therapy for severe hearing loss caused by inflammation. Otol Neurotol. 2005 Jan;26(1):19-26. [PubMed: 15699715]
72.
: Klein M, Koedel U, Pfister HW, Kastenbauer S. Meningitis-associated hearing loss: protection by adjunctive antioxidant therapy. Ann Neurol. 2003 Oct;54(4):451-8. [PubMed: 14520656]
73.
: Rizvi I, Garg RK, Malhotra HS, Kumar N, Sharma E, Srivastava C, Uniyal R. Ventriculo-peritoneal shunt surgery for tuberculous meningitis: A systematic review. J Neurol Sci. 2017 Apr 15;375:255-263. [PubMed: 28320142]
74.
: Hermann R, Ionescu EC, Dumas O, Tringali S, Truy E, Tilikete C. Bilateral Vestibulopathy: Vestibular Function, Dynamic Visual Acuity and Functional Impact. Front Neurol. 2018;9:555. [PMC free article: PMC6048872] [PubMed: 30042725]
75.
: Bloch SL, McKenna MJ, Adams J, Friis M. Labyrinthitis Ossificans: On the Mechanism of Perilabyrinthine Bone Remodeling. Ann Otol Rhinol Laryngol. 2015 Aug;124(8):649-54. [PubMed: 25757630]
76.
: Laulajainen Hongisto A, Jero J, Markkola A, Saat R, Aarnisalo AA. Severe Acute Otitis Media and Acute Mastoiditis in Adults. J Int Adv Otol. 2016 Dec;12(3):224-230. [PubMed: 27895000]
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6563 | https://www.youtube.com/watch?v=ORyhjp3-HYI | Subtracting Mixed Numbers (Unlike Denominators) | Math with Mr. J
Math with Mr. J
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Posted: 6 Jan 2020
Welcome to Subtracting Mixed Numbers with Mr. J! Need help with how to subtract mixed numbers? You're in the right place!
Whether you're just starting out, or need a quick refresher, this is the video for you if you're looking for how to subtract mixed numbers with unlike denominators. Mr. J will go through subtracting mixed numbers examples and explain the subtracting mixed numbers steps.
About Math with Mr. J: This channel offers instructional videos that are directly aligned with math standards. Teachers, parents/guardians, and students from around the world have used this channel to help with math content in many different ways. All material is absolutely free.
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Hopefully this video is what you're looking for when it comes to subtracting mixed numbers.
Have a great rest of your day and thanks again for watching!
1700 comments
Transcript:
welcome to math with mr. J in this video we're going to discuss how to subtract mixed numbers and as you can see there are two problems on your screen now we're going to go through in order to get this down so let's jump right in to number one and for number one we have five and three-fourths minus two and a half so the first thing I like to do when subtracting or adding mixed numbers I like to rewrite the problem vertically up and down so I'm going to underneath my original problem rewrite 5 and 3/4 minus 2 and 1/2 now notice I have my fractional part of the mixed numbers lined up and the whole number part of the mixed numbers lined up now what you need to do we need to subtract the fractional part first now just like when we add or subtract fractions we need a common denominator and obviously a denominator of four and two we don't have the same denominator so we're going to need to rename both these mixed numbers the fractional part of the mixed numbers with a common denominator so let's think what's going to be our common denominator for a 4 and a 2 hopefully you're thinking 4 so let's rename these mixed numbers well 5 and 3/4 already has a denominator of 4 so we can keep it as is now 2 and 1/2 though we're going to need to rename so let's think 2 times 2 gives me that denominator of 4 so I need to do the same thing to the top in order to properly rename so we would do 1 times 2 is 2 now we have our problem rewritten with a common denominator now subtract the fractional parts and then the whole number part so 3/4 minus 2/4 well 3 minus 2 is 1 keep our denominator of 4 the same and then do 5 minus 2 which gives us 3 always look to see if the answer can be simplified the fractional part 1/4 1/4 is in lowest terms so we are done the solution or answer to number 1 is 3 and 1/4 let's take a look at number 2 let's rewrite the problem vertically this means which means up and down 7 and 1/3 minus 3 and 5/6 all right let's do the fractional part first we do not have a common denominator so we will need to rename with a common denominator so a 3 & a 6 let's think hopefully we're thinking a common denominator of 6 so 7 and how many sixths well 3 times 2 is 6 1 times 2 is 2 minus 3 5 6 already has a denominator of 6 so there is our rewritten problem so let's subtract the fractional part 2 6 minus 5/6 well we can't do that because we cannot do 2 minus 5 so just like a whole number subtraction problem we need to borrow to be able to do the fractional part of this problem so how you do that with mixed numbers we're going to borrow 1 from this 7 and it's going to turn to a 6 and we're going to add one whole to that 2/6 now I'm gonna write one whole as six over six so I can add it to that fractional part they need a common denominator in order to add that whole there so again six over six is one whole I just put it with a denominator of six so now we have six holes right and then two plus six is eight keep my denominator of six subtract three and five six now we could do 8 minus 5 is 3 keep my denominator of 6 and then we have 6 minus 3 is 3 check to see if we can simplify the fractional part and we can a common factor between 3 & 6 is 3 so I can divide by 3 to get the fractional part in lowest terms and this actually turns out to be 3 and a half that would be our final answer there so there you have it there's how you subtract mixed numbers rewrite the problem vertically see if you need a common denominator rename if you do then go ahead and subtract the fractional part then the whole number part thanks so much for watching until next time peace |
6564 | https://artofproblemsolving.com/wiki/index.php/1988_AHSME_Problems?srsltid=AfmBOorrn5mO3Q4780bqlM9NYD2uGxY4GZ1Vki69g8ScqCbwPiz4jOBx | Art of Problem Solving
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1988 AHSME Problems
1988 AHSME (Answer Key)
Printable versions: Wiki • AoPS Resources • PDF
Instructions
This is a 30-question, multiple choice test. Each question is followed by answers marked A, B, C, D and E. Only one of these is correct.
You will receive 5 points for each correct answer, 2 points for each problem left unanswered, and 0 points for each incorrect answer.
No aids are permitted other than scratch paper, graph paper, ruler, compass, protractor and erasers.
Figures are not necessarily drawn to scale.
You will have 90 minutes working time to complete the test.
1•2•3•4•5•6•7•8•9•10•11•12•13•14•15•16•17•18•19•20•21•22•23•24•25•26•27•28•29•30
Contents
[hide]
1 Problem 1
2 Problem 2
3 Problem 3
4 Problem 4
5 Problem 5
6 Problem 6
7 Problem 7
8 Problem 8
9 Problem 9
10 Problem 10
11 Problem 11
12 Problem 12
13 Problem 13
14 Problem 14
15 Problem 15
16 Problem 16
17 Problem 17
18 Problem 18
19 Problem 19
20 Problem 20
21 Problem 21
22 Problem 22
23 Problem 23
24 Problem 24
25 Problem 25
26 Problem 26
27 Problem 27
28 Problem 28
29 Problem 29
30 Problem 30
31 See also
Problem 1
Solution
Problem 2
Triangles and are similar, with corresponding to and to . If , and , then is:
Solution
Problem 3
Four rectangular paper strips of length and width are put flat on a table and overlap perpendicularly as shown. How much area of the table is covered?
Solution
Problem 4
The slope of the line is
Solution
Problem 5
If and are constants and , then is
Solution
Problem 6
A figure is an equiangular parallelogram if and only if it is a
Solution
Problem 7
Estimate the time it takes to send blocks of data over a communications channel if each block consists of "chunks" and the channel can transmit chunks per second.
Solution
Problem 8
If and , what is the ratio of to ?
Solution
Problem 9
An table sits in the corner of a square room, as in Figure below. The owners desire to move the table to the position shown in Figure . The side of the room is feet. What is the smallest integer value of for which the table can be moved as desired without tilting it or taking it apart?
Solution
Problem 10
In an experiment, a scientific constant is determined to be with an error of at most . The experimenter wishes to announce a value for in which every digit is significant. That is, whatever is, the announced value must be the correct result when is rounded to that number of digits. The most accurate value the experimenter can announce for is
Solution
Problem 11
On each horizontal line in the figure below, the five large dots indicate the populations of cities and in the year indicated. Which city had the greatest percentage increase in population from to ?
Solution
Problem 12
Each integer through is written on a separate slip of paper and all nine slips are put into a hat. Jack picks one of these slips at random and puts it back. Then Jill picks a slip at random. Which digit is most likely to be the units digit of the sum of Jack's integer and Jill's integer?
Solution
Problem 13
If then what is ?
Solution
Problem 14
For any real number a and positive integer k, define
What is
?
Solution
Problem 15
If and are integers such that is a factor of , then is
Solution
Problem 16
and are equilateral triangles with parallel sides and the same center, as in the figure. The distance between side and side is the altitude of . The ratio of the area of to the area of is
Solution
Problem 17
If and , find
Solution
Problem 18
At the end of a professional bowling tournament, the top 5 bowlers have a playoff. First #5 bowls #4. The loser receives th prize and the winner bowls #3 in another game. The loser of this game receives th prize and the winner bowls #2. The loser of this game receives rd prize and the winner bowls #1. The winner of this game gets 1st prize and the loser gets 2nd prize. In how many orders can bowlers #1 through #5 receive the prizes?
Solution
Problem 19
Simplify
Solution
Problem 20
In one of the adjoining figures a square of side is dissected into four pieces so that and are the midpoints of opposite sides and is perpendicular to . These four pieces can then be reassembled into a rectangle as shown in the second figure. The ratio of height to base, , in this rectangle is
Solution
Problem 21
The complex number satisfies . What is ? Note: if , then .
Solution
Problem 22
For how many integers does a triangle with side lengths and have all its angles acute?
Solution
Problem 23
The six edges of a tetrahedron measure and units. If the length of edge is , then the length of edge is
Solution
Problem 24
An isosceles trapezoid is circumscribed around a circle. The longer base of the trapezoid is , and one of the base angles is . Find the area of the trapezoid.
Solution
Problem 25
and are pairwise disjoint sets of people. The average ages of people in the sets and are and respectively. Find the average age of the people in set .
Solution
Problem 26
Suppose that and are positive numbers for which
What is the value of ?
Solution
Problem 27
In the figure, , and is tangent to the circle with center and diameter . In which one of the following cases is the area of an integer?
Solution
Problem 28
An unfair coin has probability of coming up heads on a single toss. Let be the probability that, in independent toss of this coin, heads come up exactly times. If , then
Solution
Problem 29
You plot weight against height for three of your friends and obtain the points . If and , which of the following is necessarily the slope of the line which best fits the data? "Best fits" means that the sum of the squares of the vertical distances from the data points to the line is smaller than for any other line.
Solution
Problem 30
Let . Give , consider the sequence defined by for all . For how many real numbers will the sequence take on only a finite number of different values?
Solution
See also
AMC 12 Problems and Solutions
Mathematics competition resources
1988 AHSME (Problems • Answer Key • Resources)
Preceded by
1987 AHSMEFollowed by
1989 AHSME
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All AHSME Problems and Solutions
These problems are copyrighted © by the Mathematical Association of America, as part of the American Mathematics Competitions.
Retrieved from "
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6565 | https://www.youtube.com/watch?v=QBZhZaXHA20 | Construct sinusoidal functions : Khan Academy
Khan Man Math
1200 subscribers
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Posted: 21 Feb 2023
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Transcript:
this will be for the con exercise construct sinusoidal functions now you need to be familiar with the basic uh sine and cosine functions all right just a quick review here the graph in red is y equals sine of x the one in blue is y equals negative sine of x all right so take note that the Y equals sine of x starts at the midline and heads to the max whereas negative sine of x starts at the midline and heads to the minimum all right and here we have in red the cosine of x and in blue the negative cosine of x notice that cosine starts at a Max and then heads to the midline whereas negative cosine of x starts at a minimum and heads to the midline okay so the graph of a sinusoidal function intersects its midline at 0 2 and then has a minimum at three negative six write the formula of the function X is in radians all right I highly recommend you drew you draw a quick sketch all right so it doesn't have to be perfect but I suggest you do this on your paper all right so it intersects the midline at x equals zero y equals two and then it has a minimum point at x equals three y equals negative six all right this is three negative six so um let's see here if you remember from the sine and negative sine graphs the one that starts at the midline and heads to the minimum is going to be a negative sign all right and as far as the amplitude is concerned going from midline to minimum the amplitude travels from y equals 2 to y equals negative six all right so the amplitude is just going to be the absolute value of 2 minus negative six which of course is just eight okay again midline to minimum would be the distance for the amplitude so that's eight I'm sorry let me give you the equation here we're looking at a times sine of VX plus c okay so a the absolute value of a is the amplitude but um amplitude is always positive but we know this is negative because it went from midline to minimum all right and for the period we know that equals 2 pi over B absolute value of B all right and we can see from here we're going from midline to minimum so that's only going to be a fourth of the period so that horizontal distance from here to here is only going to be one-fourth of the period okay so the period distance one-fourth of the period it runs from zero to three so a fourth of the period is three so the period is just going to be three times four all right so 2 pi over B equals 12. all right and multiplying both sides by B it cancels here and then dividing both sides by 12 it cancels here and we have 2 over 12 pi which is just pi over 6. so the value for B is just pi over six and that's times x and finally for the midline which is the value for C the midline is at zero comma two okay so that's just going to be a plus two so that is your final answer all right so remember uh a has to deal with amplitude B has to deal with period and C is the midline all right negative eight sine pi over six plus two negative eight sine parentheses pi over six and don't forget the X I think I forgot the X plus two even for the ones that you get correct I would check how they answered the question just to go over what you just did and have see how it matches up with what they did all right the graph of a sine function has a maximum point at zero five and then a minimum at this point right the formula all right quick sketch here it says it starts at the maximum okay so it starts here at zero five and then it goes to the minimum at two Pi negative five so basically goes like that and that's going to be your minimum 2 pi comma negative five all right let's do the amplitude first we see that um this goes from a Max to A Min it goes from five to negative five so the amplitude is just going to be 5 minus negative five which of course is 10. all right I'll save that for later and then for the value of B let's see the period if you go from a Max to A Min that's going to be half the period okay the rest the rest of the period would be Min to Max right so going from here to here that's going to be half the period all right and we went from this is the horizontal distance so we went from x equals zero to x equals two Pi all right 2 pi minus zero that's going to be 2 pi so half the period is 2 pi that means the period is just going to be 2 pi times 2. which of course is 4 pi all right finding the value of B we know that the period equals 2 pi over the absolute value of B which we said was 4 pi okay multiplying both sides by B you can cross multiply if you want same thing the B's cancel solving for B divide both sides by 4 pi cancels here 2 pi over 4 Pi the pies cancel two over four is one half all right so we got that and finally the value for C is the midline okay the midline is going to be in between the Max and the min we see the max is at five and the minimum is at negative five what number is in between five and negative five zero okay we don't even have to do any math there all right so C equals zero the only thing I didn't do now is if the state if it were sine or cosine okay you should have your sine and cosine graphs handy while you're doing this these problems but the one that starts at a Max and then heads to the midline and to the men that is a positive cosine all right so the formula we're looking at is a cosine of BX plus c all right same formula If This Were the sign all right so positive cosine we said the amplitude was 10 and this is positive cosine so it's just going to be a 10 okay B times x it's going to be one half X no Pi this time and then plus C well C was just zero okay because the midline is exactly in between five and negative five so that's it 10 cosine of one half X okay ten cosine parentheses one slash two hit the right arrow key X 10 cosine of one half X okay let's see what I did wrong okay I made a mistake on the amplitude it's actually five cosine of one-half X big mistake because what I did was I went from uh Max to Min I went from five to negative five I was supposed to take half of that number remember the um amplitude if you go from Max to min the amplitude is only going to be half of that okay so I made a mistake and I went I went all the way so I got 10 instead of five all right so that is a five very easy to make mistakes on these all right the graph of assigned function intersects midline at zero five and then has a max at this point all right quick sketch the midline is at zero comma five and then the max is at 0.75 comma seven so it heads up to the max okay and that point is going to be 0.75 comma seven all right now if you look at your sine and cosine functions and negative sign negative cosine functions the one that goes from midline to maximum that's going to be a positive sine function okay so we're just doing a times sine BX plus c all right let's look at a the amplitude amplitude goes from midline to Max okay we're going from from seven to five all right so it's just seven minus five and that equals two all right this is a positive sine function so we have two times the sine and for the period if you go to midline midline to Max that's only one-fourth of the period all right so from here to here that's only one-fourth of the period the horizontal distance it goes from zero to 0.75 so 0.75 minus zero is just 0.75 but that is only one-fourth of the period so we have to multiply this by four and that's going to equal three now we use our formula for period we know period is 2 pi over B absolute value and that's going to equal three all right multiplying both sides by B the B's cancel dividing both sides by three the threes cancel 2 pi over 3 equals B all right so BX is going to be 2 pi 2 pi over three times x finally for the midline the plus C that determines how high or low the graph is shifted the midline is at the midline is at five you look at the y coordinate okay if this graph kept going is this midline this is Max it would be like that and that's the midline right there so it's at x equals five two sine 2 pi over three X plus five two sine 2 pi over three times x outside parentheses plus five all right last one minimum point at zero negative three midline at one one all right let's see minimums at zero negative three so that's down here zero negative three and it goes to the midline at 1-1 so it starts to head up and that's one comma one all right if this were to keep going this is only the midline here so this would go like that and then like that all right because this is the minimum if you look at your graphs for the sine cosine negative sine negative cosine this is clearly a negative cosine okay now we need to do the amplitude Okay the amplitude is the horizontal distance from the midline to the minimum okay so that's 1 minus negative three that's going to be 1 minus negative three I don't need the absolute value because I put the bigger number first so that's just going to be a four so that goes here now for the period that is the horizontal distance okay so this is going from a minimum to the midline all right minimum to midline that's only one fourth of the period so it goes from zero to one so that is just one unit so the period if one-fourth of the period is one the period is going to be one times four which is four all right the formula for the period is 2 pi over the absolute value of B that's going to equal four all right times B on both sides cancels here divided by 4 on both sides cancels there two over four is a half times pi so one half pi is your value for B all right so that's going to be one half pi times x don't forget the X please all right remember we're using a times cosine of BX plus c finally the midline the y-coordinate is at y equals one all right see this here that's your midline right there that's that y equals one so it's plus one all right so that's it you can instead of one half pi you can just make it pi over two if you want that's the same thing anyhow negative four cosine pi over two X plus one all right negative four cosine parentheses Pi slash two X and the plus one is outside the parentheses like I said you might want to even if you get the answer correct you might want to click on their answer and just see what they did all right but it's the same it's the same thing that I did in this case |
6566 | https://openstax.org/books/principles-microeconomics-3e/pages/chapter-3 | Answer Key Chapter 3 - Principles of Microeconomics 3e | OpenStax
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Principles of Microeconomics 3e
Chapter 3
Principles of Microeconomics 3eChapter 3
Contents Contents
Highlights
Table of contents
Preface
1 Welcome to Economics!
2 Choice in a World of Scarcity
3 Demand and Supply
4 Labor and Financial Markets
5 Elasticity
6 Consumer Choices
7 Production, Costs, and Industry Structure
8 Perfect Competition
9 Monopoly
10 Monopolistic Competition and Oligopoly
11 Monopoly and Antitrust Policy
12 Environmental Protection and Negative Externalities
13 Positive Externalities and Public Goods
14 Labor Markets and Income
15 Poverty and Economic Inequality
16 Information, Risk, and Insurance
17 Financial Markets
18 Public Economy
19 International Trade
20 Globalization and Protectionism
A | The Use of Mathematics in Principles of Economics
B | Indifference Curves
C | Present Discounted Value
Answer Key
Chapter 1
Chapter 2
Chapter 3
Chapter 4
Chapter 5
Chapter 6
Chapter 7
Chapter 8
Chapter 9
Chapter 10
Chapter 11
Chapter 12
Chapter 13
Chapter 14
Chapter 15
Chapter 16
Chapter 17
Chapter 18
Chapter 19
Chapter 20
References
Index
Search for key terms or text.
Close
1.
Since $1.60 per gallon is above the equilibrium price, the quantity demanded would be lower at 550 gallons and the quantity supplied would be higher at 640 gallons. (These results are due to the laws of demand and supply, respectively.) The outcome of lower Qd and higher Qs would be a surplus in the gasoline market of 640 – 550 = 90 gallons.
2.
To make it easier to analyze complex problems. Ceteris paribus allows you to look at the effect of one factor at a time on what it is you are trying to analyze. When you have analyzed all the factors individually, you add the results together to get the final answer.
3.
An improvement in technology that reduces the cost of production will cause an increase in supply. Alternatively, you can think of this as a reduction in price necessary for firms to supply any quantity. Either way, this can be shown as a rightward (or downward) shift in the supply curve.
An improvement in product quality is treated as an increase in tastes or preferences, meaning consumers demand more paint at any price level, so demand increases or shifts to the right. If this seems counterintuitive, note that demand in the future for the longer-lasting paint will fall, since consumers are essentially shifting demand from the future to the present.
An increase in need causes an increase in demand or a rightward shift in the demand curve.
Factory damage means that firms are unable to supply as much in the present. Technically, this is an increase in the cost of production. Either way you look at it, the supply curve shifts to the left.
4.
More fuel-efficient cars means there is less need for gasoline. This causes a leftward shift in the demand for gasoline and thus oil. Since the demand curve is shifting down the supply curve, the equilibrium price and quantity both fall.
Cold weather increases the need for heating oil. This causes a rightward shift in the demand for heating oil and thus oil. Since the demand curve is shifting up the supply curve, the equilibrium price and quantity both rise.
A discovery of new oil will make oil more abundant. This can be shown as a rightward shift in the supply curve, which will cause a decrease in the equilibrium price along with an increase in the equilibrium quantity. (The supply curve shifts down the demand curve so price and quantity follow the law of demand. If price goes down, then the quantity goes up.)
When an economy slows down, it produces less output and demands less input, including energy, which is used in the production of virtually everything. A decrease in demand for energy will be reflected as a decrease in the demand for oil, or a leftward shift in demand for oil. Since the demand curve is shifting down the supply curve, both the equilibrium price and quantity of oil will fall.
Disruption of oil pumping will reduce the supply of oil. This leftward shift in the supply curve will show a movement up the demand curve, resulting in an increase in the equilibrium price of oil and a decrease in the equilibrium quantity.
Increased insulation will decrease the demand for heating. This leftward shift in the demand for oil causes a movement down the supply curve, resulting in a decrease in the equilibrium price and quantity of oil.
Solar energy is a substitute for oil-based energy. So if solar energy becomes cheaper, the demand for oil will decrease as consumers switch from oil to solar. The decrease in demand for oil will be shown as a leftward shift in the demand curve. As the demand curve shifts down the supply curve, both equilibrium price and quantity for oil will fall.
A new, popular kind of plastic will increase the demand for oil. The increase in demand will be shown as a rightward shift in demand, raising the equilibrium price and quantity of oil.
5.
Step 1. Draw the graph with the initial supply and demand curves. Label the initial equilibrium price and quantity.
Step 2. Did the economic event affect supply or demand? Jet fuel is a cost of producing air travel, so an increase in jet fuel price affects supply.
Step 3. An increase in the price of jet fuel caused an increase in the cost of air travel. We show this as an upward or leftward shift in supply.
Step 4. A leftward shift in supply causes a movement up the demand curve, increasing the equilibrium price of air travel and decreasing the equilibrium quantity.
6.
Step 1. Draw the graph with the initial supply and demand curves. Label the initial equilibrium price and quantity.
Step 2. Did the economic event affect supply or demand? A tariff is treated like a cost of production, so this affects supply.
Step 3. A tariff reduction is equivalent to a decrease in the cost of production, which we can show as a rightward (or downward) shift in supply.
Step 4. A rightward shift in supply causes a movement down the demand curve, lowering the equilibrium price and raising the equilibrium quantity.
7.
A price ceiling (which is below the equilibrium price) will cause the quantity demanded to rise and the quantity supplied to fall. This is why a price ceiling creates a shortage.
8.
A price ceiling is just a legal restriction. Equilibrium is an economic condition. People may or may not obey the price ceiling, so the actual price may be at or above the price ceiling, but the price ceiling does not change the equilibrium price.
9.
A price ceiling is a legal maximum price, but a price floor is a legal minimum price and, consequently, it would leave room for the price to rise to its equilibrium level. In other words, a price floor below equilibrium will not be binding and will have no effect.
10.
Assuming that people obey the price ceiling, the market price will be below equilibrium, which means that Qd will be more than Qs. Buyers can only buy what is offered for sale, so the number of transactions will fall to Qs. This is easy to see graphically. By analogous reasoning, with a price floor the market price will be above the equilibrium price, so Qd will be less than Qs. Since the limit on transactions here is demand, the number of transactions will fall to Qd. Note that because both price floors and price ceilings reduce the number of transactions, social surplus is less.
11.
Because the losses to consumers are greater than the benefits to producers, so the net effect is negative. Since the lost consumer surplus is greater than the additional producer surplus, social surplus falls.
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Book title: Principles of Microeconomics 3e
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6567 | https://www.splashlearn.com/math-vocabulary/distance-between-point-and-plane | Distance Between Point and Plane: Definition, Formula, Examples
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Distance Between Point and Plane: Definition, Formula, Examples, FAQs
Home » Math Vocabulary » Distance Between Point and Plane: Definition, Formula, Examples, FAQs
What Is the Distance between Point and Plane?
Formula for Distance between a Point and a Plane
How to Find the Distance from the Point to the Plane
Solved Examples on Distance Between Point and Plane
Practice Problems on Distance between Point and Plane
Frequently Asked Questions about the Distance between Point and Plane
What Is the Distance between Point and Plane?
The distance between a point and a plane is equal to the length of the perpendicular drawn to the plane from the given point.
You can draw an infinite number of line segments from a given point to a plane. However, the distance between a point and a plane is the shortest distance possible between the point and the plane.
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Formula for Distance between a Point and a Plane
The distance between the point P(x 0,y 0,z 0) and the plane with the equation
A x+B y+C z+D=0 is given by the formula:
d=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
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How to Find the Distance from the Point to the Plane
Now that we know the formula to calculate the shortest distance from point to plane, we simply substitute the values in the formula and simplify.
d=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
Step 1: Write down the values of x 0,y 0,z 0 from the coordinates of the point.
Step 2: Write down the values of A, B,C, and D from the equation of plane.
Step 3: To find the value in the numerator, replace the values of x, y, and z in the equation of the plane by by x 0,y 0, and z 0 respectively. Write the absolute value of the final answer.
Step 4:To find the value in the denominator, find the square root of the sum of squares of A, B, and C.
Step 5:Simplify.
How to Apply the Distance from Point to Plane Formula
Let’s understand how to find the distance between a point and a plane with the help of an example.
Example: Determine the distance between the pointP=(3,1,2)and the plane3 x+4 y+z+3=0.
Step 1:Comparing the coordinates of the point P=(3,1,2) with P=(x 0,y 0,z 0), we get
x 0=3,y 0=1,z 0=2
Step 2:Comparing the equation of the plane 3 x+4 y+z+3=0 with
A x+B y+C z+D=0, we get
A=3,B=4,C=1,D=3
Step 3: Substitute the values in the formula and simplify.
We know that the formula for distance between point and plane is
d=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
Substituting the values in the formula, we get
d=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
d=|3×3+4×1+1×2+3|(9+16+1)
d=|9+4+2+3|9+16+1
d=18 26
d=9 26 13 units
Facts about Distance between Point and Plane
If the given point lies on the given plane, then the distance (D) between the point and the plane is equal to zero.
The distance between origin and plane A x+B y+C z+D=0 is given by
d=|D|A 2+B 2+C 2
Distance between the point P=(x 0,y 0) and the line A x+B y+C=0 is given by
d=|A x 0+B y 0+C|A 2+B 2
Distance between the point (x, y, z) and the xy-plane is |z|.
Distance between the point (x, y, z) and the yz-plane is |x|.
Distance between the point (x, y, z) and the xz-plane is |y|.
Conclusion
In this article, we learned how to find the distance between a point and the plane, the formula, and application of the formula. Now, let’s solve some practice problems and examples for better understanding.
Solved Examples on Distance Between Point and Plane
1. Find the distance between the point(−5,−8,−6)and the plane−2 𝑥+𝑦+2 𝑧=7.
Solution:
We know that the formula for distance between point and plane is:
d=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
Here, A=−2,B=1,C=2,D=−7,
x 0=−5,y 0=−8,z 0=−6
Substituting the values in the formula, we get
d=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
d=|−2×−5+1×−8+2×−6+−7|(4+1+4)
d=|(10)+(−8)+(−1 2)+−7|9
d=|−17|9
d=173 units
The distance between the point (−5,−8,−6) and the plane −2 𝑥+𝑦+2 𝑧=7 is 173 units.
2. Find the distance between the point(2,−1,3)and the plane−2 𝑥+2 𝑦+𝑧=3.
Solution:
We know that the formula for distance between point and plane is:
d(P,π)=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
(x 0,y 0,z 0)=(2,−1,3),
𝑎=−2,𝑏=2,𝑐=1, and 𝑑=−3
Substituting these values, we get
𝑑=(−2)(2)+(2)(−1)+(1)(3)−3(4+4+1)
𝑑=|(−4)+(−2)+(3)+−3|9
𝑑=|−6|9
𝑑=6 3
𝑑=2 units
3. Find the distance from the point (1, 2, 0) to the plane3 x−4 y−5 z−2=0.
Solution:
We know that the formula for distance between point and plane is:
d(P,π)=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
Here, A=3,B=−4,C=−5,D=−2,x 0=1,y 0=2,z 0=0
Substituting the values in the formula, we get
d=|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
d=|3×1+(−4)×2+(−5)×0−2|3 2+(−4)2+(−5)2
d=|(3)+(−8)+(0)−2|9+16+25
d=7 50
d=7 5 2 units
The distance from the point (1, 2, 0) to the plane 3 x−4 y−5 z−2=0 is 7 5 2 units
Practice Problems on Distance between Point and Plane
Distance Between Point and Plane: Definition, Formula, Examples, FAQs
Attend this quiz & Test your knowledge.
1
The shortest distance from a point to a plane is the length of the ____ to the plane drawn from the point.
perpendicular
Line segment
adjacent
None of the above
Correct Incorrect
Correct answer is: perpendicular
The shortest distance from a point to a plane is the length of a perpendicular to the plane.
2
If the given point lies on the given plane, then the distance between the point and the plane is equal to _.
2
1
0
None of the above
Correct Incorrect
Correct answer is: 2
If the given point lies on the given plane, then the distance between the point and the plane is equal to zero.
3
Distance between the point (1, 2, 3) and xy - plane is _
1
2
3
0
Correct Incorrect
Correct answer is: 3
Distance between the point (x, y, z) and xy - plane is | z | = 3 units.
4
The formula for distance between origin and plane A x+B y+C z+D=0 is
|D|A 2+B 2+C 2
|A x 0+B y 0+C z 0+D|A 2+B 2+C 2
|D|A 2−B 2−C 2
|D|
Correct Incorrect
Correct answer is: |D|A 2+B 2+C 2
The distance between point and plane is calculated using the formula:
d=|D|A 2+B 2+C 2
Frequently Asked Questions about the Distance between Point and Plane
What is the formula for finding the distance between two points?
The distance between two points with coordinates (x 1,y 1,z 1) and (x 2,y 2,z 2) is defined by the distance formula d = \sqrt{(x_{2}\;-\;x_{1})^{2} + (y_{2}\;-\;y_{1})^{2} + (z_{2}\;-\;z_{1})^{2}}$.
What is the distance between a point and the XZ plane?
The distance between a point (x 0,y 0,z 0) and x – zplane is given by the absolute value of the y-coordinate, |y 0|.
What is the distance between point and plane when the point lies on the given plane?
If the given point lies on the given plane, it satisfies the equation of the plane, and thus the distance between the plane and the point on the plane is zero.
What is the shortest distance between a point to a plane?
The shortest distance from a point to a plane is the length of the perpendicular drawn from the point to the plane.
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6568 | https://juniperfamilyhealth.com/blog/2023/6/20/contraindications-to-hormone-replacement-therapy-by-dr-meghan-van-drimmelen-nd | Contraindications to Hormone Replacement Therapy - By Dr. Meghan van Drimmelen, ND
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Contraindications to Hormone Replacement Therapy - By Dr. Meghan van Drimmelen, ND
June 20, 2023Meghan van Drimmelen
As a naturopathic doctor who regularly prescribes hormone replacement therapy (HRT) to women going through perimenopause and menopause, I understand the importance of individualizing treatment plans to maximize benefits and minimize risks. While HRT remains the most effective treatment for vasomotor symptoms (VMS) and the genitourinary syndrome of menopause, it is important to be aware of the contraindications for this therapy. Women who have contraindications for HRT may still benefit from other therapies, such as non-hormonal treatments for VMS or low-dose vaginal estrogen therapy for genitourinary syndrome of menopause.
Contraindications to HRT
Based on the North American Menopause Society’s (NAMS) guidelines, HRT (which includes Health Canada approved bioidentical hormone therapy) is contraindicated in the following situations:
1. History of breast cancer
Women who have a history of breast cancer should not use HRT. This is because estrogen can stimulate the growth of breast cancer cells.
2. History of endometrial cancer
Women who have a history of endometrial cancer should not use HRT. This is because estrogen can increase the risk of endometrial cancer. However, women who have had a hysterectomy (removal of the uterus) can use HRT without an increased risk of endometrial cancer.
3. History of blood clots
Women who have a history of blood clots (deep vein thrombosis or pulmonary embolism) or who have a personal history of a high risk blood clotting disorder should not use HRT. This is because estrogen can increase the risk of blood clots. Women who have a history of stroke or heart attack should also avoid HRT.
4. Liver disease
Women who have liver disease should not use HRT. This is because the liver plays a key role in metabolizing estrogen, and liver disease can affect the way the body processes estrogen.
5. Abnormal vaginal bleeding
Women who have unexplained vaginal bleeding should not use HRT until the cause of the bleeding has been determined. This is because HRT can mask the symptoms of certain gynecological conditions, such as endometrial cancer.
HRT can be an effective treatment for menopausal symptoms, but it is not suitable for everyone. Women who have a history of breast cancer, endometrial cancer, blood clots, a blood clotting disorder, liver disease, or abnormal vaginal bleeding should not use HRT. If you are considering HRT, it is important to discuss the risks and benefits with your naturopathic doctor or other health care provider trained in HRT prescribing. They can help you determine if HRT is right for you and, if so, what type and dose of HRT is appropriate.
Book in for an initial naturopathic consultation to learn more about your options. We are here to help!
In health and happiness,
Dr. Meghan van Drimmelen, ND | Naturopath Victoria BC
Reference:
NAMs Position Statement: The 2022 hormone therapy position statement of The North American Menopause Society
InWomen's HealthTagsMenopause, Perimenopause, Postmenopause, Hormones, Hormone Replacement Therapy, Bioidentical Hormones, Naturopath Victoria BC, Naturopathic Medicine
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← Understanding the Benefits & Risks of Menopausal Hormone Therapy - By Dr. Meghan van Drimmelen, ND3 Nutrients Worth Testing for Fertility - By Dr. Meghan van Drimmelen, ND →
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Mechanical equivalent of heat
Mechanical energy can be converted into heat, and heat can be converted into some mechanical energy. This important physical observation is known as the mechanical equivalent of heat. This means one can change the internal energy of a system by either doing work to the system, or adding heat to the system. This concept is fundamental to thermodynamics which applies the ideas of heat and work in order to create useful systems such as engines, power plants, and refrigerators. This equivalence of heat and motion was tested in a classic experiment by James Joule in 1843, who used the change in potential energy of falling masses to stir water. The water increased in temperature, much like it would when put over a flame. This showed that the downward motion of the masses which caused the water to be stirred (a form of mechanical motion) could in fact be equated to an increase in water temperature—or an increase in the heat,
This idea of work and heat equivalence is stated in the First law of thermodynamics, which says that the change in internal energy of a system is the sum of the work done and the heat added to any system. From this, if a system is observed at any state, it is impossible to tell whether it reached this state from an input of work, an input of heat, or a combination of the two. This is shown in Figure 2 below.
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References
↑ Wikimedia Commons [Online], Available:
↑ Hyperphysics, Mechanical equivalence of heat [Online], Available:
↑ M. Zemansky, The Use and Misuse of the Word "Heat" in Physics Teaching [PDF], Available:
↑ Hyperphysics, Heat and Work Example [Online], Available:
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6570 | https://www.vitalsource.com/products/a-textbook-of-fluid-mechanics-and-hydraulic-rajput-r-k-v9789385401374?srsltid=AfmBOorKqw4a1glFuWdDLyW1tiv9NXKGqIy7LrQWEuOf_eVRgPk8ubdh | A Textbook of Fluid Mechanics and Hydraulic Machines (In SI Units)
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A Textbook of Fluid Mechanics and Hydraulic Machines (In SI Units) 6th Edition is written by Rajput R.K. and published by S. Chand Publishing. The Digital and eTextbook ISBNs for A Textbook of Fluid Mechanics and Hydraulic Machines (In SI Units) are 9789385401374, 9385401378 and the print ISBNs are 9789385401374, 9385401378. Save up to 80% versus print by going digital with VitalSource.
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6571 | https://www.wordhippo.com/what-is/the-opposite-of/disjointed.html | What is the opposite of disjointed?
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What is the opposite of disjointed? ======================================= Need antonyms for disjointed? Here's a list of opposite words from our thesaurus that you can use instead. ====================================================================================================================== Contexts ▼▲ Adjective Opposite of lacking a coherent sequence or connection Opposite of consisting of disorganized, untidy, or incomplete parts Opposite of not clearly expressed or pronounced Opposite of standing on its own apart from the others Opposite of in a state of confusion Opposite of lacking a coherent sequence or connection Opposite of not flowing smoothly, especially of speech or writing Opposite of having breaks or interruptions Opposite of having a deformed shape, especially one that is unsightly Opposite of made up of abruptly disconnected parts or sounds Opposite of not having all the necessary or appropriate parts Opposite of forming or viewed as a unit apart or by itself Verb Opposite of to have thrown into disorder Opposite of past tense for to force or break apart … more ▼▲ Adjective ▲ Opposite of lacking a coherent sequence or connection coherent connected contiguous jointed ordered united intelligible relevant logical meaningful continuous understandable Adjective ▲ Opposite of consisting of disorganized, untidy, or incomplete parts uniform complete coherent all-embracing unified comprehensive cohesive Adjective ▲ Opposite of not clearly expressed or pronounced articulate clear coherent comprehensible fluent intelligible well-spoken communicative eloquent understandable silver-tongued perfect natural fluid smooth voluble well-versed expressive lucid comprehendible grandiloquent graspable logical rational fathomable illuminating magniloquent unambiguous perspicuous pellucid discernable apprehensible cogent transpicuous smooth-tongued clear-cut smooth-spoken clearly expressed easy to understand Adjective ▲ Opposite of standing on its own apart from the others together attached combined connected sympathetic unified united whole joined entwined linked tied associated coupled integrated bound merged conjoined conjugated touching affixed inseparable banded cemented fused fixed interfused welded Adjective ▲ Opposite of in a state of confusion ordered neat orderly organisedUK organizedUS shipshape tidy bandbox crisp kempt neatened snug tidied trim uncluttered well-ordered systematic straight well-organized methodical structured systematizedUS standardizedUS coordinated methodized logical methodic controlled catalogedUS arranged efficient formulated well thought-out tabulated regulated well-thought-out standardisedUK well-defined cataloguedUK meticulous fastidious systematisedUK Adjective ▲ Opposite of lacking a coherent sequence or connection clear exact lucid precise Adjective ▲ Opposite of not flowing smoothly, especially of speech or writing flowing smooth Adjective ▲ Opposite of having breaks or interruptions continuous constant habitual periodic regular repeated steady connected unbroken permanent lasting Adjective ▲ Opposite of having a deformed shape, especially one that is unsightly undeformed shapely well-built well-proportioned Adjective ▲ Opposite of made up of abruptly disconnected parts or sounds legato Adjective ▲ Opposite of not having all the necessary or appropriate parts accomplished complete developed finished full perfect unified whole adequate ample enough sufficient total from A to Z Adjective ▲ Opposite of forming or viewed as a unit apart or by itself dependent connected interdependent appurtenant conditional contingent determined by provisory reliant subject to “The characteristic flavor of any coffee is dependent on its origin and the degree of roast.” Verb ▲ Opposite of to have thrown into disorder arranged organizedUS ordered aligned arrayed assembled classified filed structured tidied catalogedUS categorizedUS classed grouped systematizedUS coordinated marshaledUS marshalledUK methodized ranged regulated standardizedUS tabulated tidied up cataloguedUK categorisedUK neatened organisedUK put in order sorted out spruced up standardisedUK straightened straightened up systematisedUK fixed up alined lined up systemized disposed drew up drawn up “Our documents were in a mess and we arranged them to restore some organization into our filing system.” Verb ▲ Opposite of past tense for to force or break apart joined linked unified united retained Find more words! Use for blank tiles (max 2)Advanced SearchAdvanced Search Use for blank spacesAdvanced Search Advanced Word Finder Related Words and Phrases ------------------------- disjoint disjointedness disjointly disjointedly disjoints disjointing disjointednesses See Also -------- What is another word for disjointed? Sentences with the word disjointed Words that rhyme with disjointed What is the adverb for disjointed? What is the adjective for disjointed? What is the noun for disjointed? What is the opposite of disjoint? Use our Antonym Finder Nearby Words disjointedly disjointedness disjointednesses disjointing disjointly disjoints disjoint disjoins disjoining disjoined disjoin disir 10-letter Words Starting With d di dis disj disjo disjoi disjoin disjoint disjointeFind Antonyms go
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6572 | https://artofproblemsolving.com/community/c2437h1033423s3_polynomial_game?srsltid=AfmBOopHBvd1kHF84U-OpW5F-XKj93Fjc4Zf2EdEik_JpQN2Wj0ChCxy | An Excursion through Mathematical problems : Polynomial game
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An Excursion through Mathematical problems ==========================================
Polynomial game
by boywholived, Oct 6, 2012, 12:02 PM
A polynomial has three undetermined coefficients denoted by stars. The players A and B move alternately, replacing a star by a real number until all stars are replaced. A wins if all zeros of the polynomial are complex.B wins if at least one zero is real. Show that B can win in spite of his only second move.
This problem is not yet unsolved(on AOPS) as on Oct 06 2012
The above is the link where I have posted. Check it to find any recent improvement
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I am sad to call me a dictator since I dictate this shout box.. Please somebody else fight..
by boywholived, Feb 14, 2013, 5:11 PM
Hi everyone just leave a shout as you wish by scrolling down and typing in the box and click on submit
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Leave a shout by just scorlling down and typing in the box..
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@Magnolia, Thanks.
But that's not mine all credits to those who made the CSS.
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Like your CSS!
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@pi_Plus_45x23,. Now you are a contributer.
Eagerly waiting to see your first post.
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contrib plz
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HAPPY NEW YEAR! Everyone!
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Hey all, I updated my theme. How is it?>
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Leave your comment as a shout. Also I wish to hear your suggestions on improving this.
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Hurray.
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Hey all . Leave a shout . Feel this blog yours own.
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Please feel free to express your opinions and solutions to problems.
by boywholived, Sep 16, 2012, 2:00 PM
@mathpassion.. I will send a private message with a breif solution.
by boywholived, Sep 16, 2012, 12:30 PM
Complex number Summation is a tough question, Please post solution too.
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@gh6r Thanks for your shout.. Hoping more shouts and your opinion to the posts in future
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Please leave your comments about the problems
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Hello shouting is fun. like being the fifth. But who is sixth ??
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hello I am the fourth one to shout...well Who is the fifth?
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why am i the third one to shout?
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6573 | https://projecteuclid.org/journals/rocky-mountain-journal-of-mathematics/volume-38/issue-4/Integer-Solutions-to-the-Equation-y2xx2pm-pk/10.1216/RMJ-2008-38-4-1285.pdf |