id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
40,499 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689741.172 | 138.401 | 45.730 | 42.672 | -84 | -81 | -83 | -81 | -77 | -80 | -76 | -83 |
| B | 1723690059.138 | 176.610 | 82.077 | 42.672 | -100 | -83 | -81 | -79 | -74 | -83 | -70 | -78 |
| C | 1723690120.169 | 164.723 | 97.975 | 42.672 | -86 | -89 | -86 | -73 | -77 | -78 | -91 | -86 |
| D | 1723690328.135 | 9.340 | 70.240 | 42.672 | -89 | -92 | -100 | -97 | -102 | -99 | -92 | -93 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689958.141
- **Target RSSI fingerprint:** [-86, -83, -82, -85, -79, -80, -75, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
172.36443727445481,
66.68365001678467,
42.672000000000004
] | 4 |
40,838 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129940.120 | 46.700 | 26.395 | 60.960 | -71 | -78 | -78 | -76 | -71 | -73 | -74 | -71 |
| B | 1724130275.137 | 101.041 | 90.252 | 60.960 | -79 | -100 | -75 | -71 | -76 | -66 | -78 | -60 |
| C | 1724129931.131 | 37.360 | 43.686 | 60.960 | -75 | -76 | -76 | -75 | -79 | -73 | -74 | -71 |
| D | 1724129916.122 | 67.927 | 69.669 | 60.960 | -77 | -75 | -84 | -80 | -80 | -73 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130023.130
- **Target RSSI fingerprint:** [-77, -78, -79, -100, -67, -73, -66, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90704173128398,
58.72142314910889,
60.96
] | 4 |
16,794 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828426.155 | 65.378 | 10.218 | 42.672 | -95 | -88 | -83 | -88 | -103 | -89 | -97 | -83 |
| B | 1722828663.162 | 0.849 | 51.980 | 42.672 | -88 | -77 | -88 | -100 | -87 | -87 | -84 | -77 |
| C | 1722829030.152 | 71.321 | 9.475 | 42.672 | -85 | -100 | -79 | -86 | -89 | -75 | -85 | -84 |
| D | 1722828633.146 | 72.170 | 10.762 | 42.672 | -88 | -100 | -79 | -81 | -90 | -88 | -87 | -85 |
| E | 1722828696.148 | 94.246 | 39.771 | 42.672 | -81 | -100 | -88 | -82 | -80 | -87 | -80 | -82 |
| F | 1722828559.160 | 3.396 | 56.864 | 42.672 | -91 | -100 | -100 | -100 | -77 | -100 | -73 | -80 |
| G | 1722828898.153 | 95.944 | 42.903 | 42.672 | -92 | -79 | -82 | -85 | -94 | -88 | -92 | -85 |
| H | 1722828670.141 | 21.227 | 78.255 | 42.672 | -81 | -89 | -89 | -88 | -83 | -79 | -80 | -77 |
| I | 1722828852.150 | 6.793 | 50.361 | 42.672 | -86 | -74 | -82 | -84 | -82 | -86 | -77 | -75 |
| J | 1722828977.151 | 22.076 | 46.911 | 42.672 | -88 | -89 | -85 | -86 | -89 | -82 | -79 | -79 |
| K | 1722828456.145 | 12.736 | 47.123 | 42.672 | -86 | -84 | -87 | -79 | -81 | -87 | -75 | -71 |
| L | 1722828608.150 | 109.529 | 84.479 | 42.672 | -76 | -100 | -100 | -100 | -83 | -100 | -76 | -83 |
| M | 1722828858.147 | 0.849 | 55.364 | 42.672 | -90 | -70 | -100 | -100 | -84 | -84 | -81 | -77 |
| N | 1722828523.147 | 106.133 | 75.747 | 42.672 | -93 | -100 | -82 | -74 | -88 | -83 | -76 | -87 |
| O | 1722829093.161 | 64.529 | 8.029 | 42.672 | -89 | -77 | -100 | -86 | -99 | -80 | -97 | -82 |
| P | 1722829110.162 | 67.076 | 4.738 | 42.672 | -94 | -84 | -83 | -73 | -90 | -86 | -87 | -93 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828730.147
- **Target RSSI fingerprint:** [-98, -87, -90, -89, -78, -84, -80, -96]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96281826146343,
113.35556983947754,
42.672000000000004
] | 16 |
5,291 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008624.152 | 190.190 | 24.139 | 51.816 | -86 | -77 | -89 | -86 | -71 | -88 | -78 | -84 |
| B | 1723008449.149 | 38.208 | 84.161 | 51.816 | -74 | -83 | -83 | -81 | -88 | -76 | -78 | -69 |
| C | 1723007925.163 | 140.944 | 80.113 | 51.816 | -83 | -82 | -66 | -72 | -76 | -76 | -80 | -71 |
| D | 1723008388.157 | 145.190 | 57.010 | 51.816 | -83 | -76 | -76 | -82 | -71 | -80 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008261.143
- **Target RSSI fingerprint:** [-74, -80, -80, -74, -84, -73, -79, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.09467039788969,
5.81242561340332,
51.816
] | 4 |
4,430 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994716.218 | 109.529 | 57.673 | 51.816 | -86 | -78 | -83 | -70 | -83 | -74 | -80 | -74 |
| B | 1731994507.217 | 77.265 | 41.669 | 51.816 | -86 | -84 | -82 | -82 | -82 | -79 | -78 | -70 |
| C | 1731994462.209 | 35.661 | 33.839 | 51.816 | -84 | -76 | -83 | -82 | -88 | -84 | -75 | -80 |
| D | 1731994719.215 | 118.020 | 66.432 | 51.816 | -92 | -95 | -86 | -95 | -86 | -80 | -86 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994681.228
- **Target RSSI fingerprint:** [-100, -92, -81, -95, -86, -83, -88, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924690001133353,
89.44234848022461,
51.816
] | 4 |
13,970 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009925.138 | 143.492 | 43.062 | 60.960 | -83 | -83 | -87 | -81 | -77 | -76 | -81 | -70 |
| B | 1723010173.141 | 63.680 | 42.545 | 60.960 | -80 | -86 | -83 | -82 | -78 | -76 | -70 | -69 |
| C | 1723010164.145 | 107.831 | 43.129 | 60.960 | -77 | -88 | -85 | -71 | -77 | -85 | -70 | -69 |
| D | 1723010251.156 | 158.775 | 7.339 | 60.960 | -73 | -70 | -72 | -74 | -80 | -80 | -77 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009966.147
- **Target RSSI fingerprint:** [-83, -75, -76, -73, -73, -66, -71, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.735933224765065,
65.58220863342285,
60.96
] | 4 |
15,583 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999700.223 | 51.793 | 103.456 | 42.672 | -85 | -89 | -88 | -85 | -82 | -78 | -83 | -78 |
| B | 1731999714.247 | 96.793 | 140.613 | 42.672 | -82 | -89 | -90 | -92 | -81 | -70 | -82 | -80 |
| C | 1731999764.216 | 67.076 | 83.285 | 42.672 | -83 | -77 | -82 | -86 | -86 | -83 | -73 | -71 |
| D | 1731999801.236 | 61.982 | 155.675 | 42.672 | -89 | -83 | -90 | -92 | -78 | -82 | -92 | -79 |
| E | 1731999668.221 | 56.887 | 166.570 | 42.672 | -74 | -92 | -87 | -86 | -90 | -75 | -67 | -89 |
| F | 1731999695.233 | 49.246 | 102.845 | 42.672 | -87 | -88 | -85 | -90 | -89 | -82 | -84 | -79 |
| G | 1732000183.227 | 38.208 | 32.327 | 42.672 | -88 | -90 | -77 | -77 | -81 | -89 | -80 | -75 |
| H | 1731999567.218 | 36.510 | 116.461 | 42.672 | -78 | -87 | -87 | -82 | -79 | -85 | -84 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999650.234
- **Target RSSI fingerprint:** [-100, -86, -89, -86, -90, -70, -71, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32125730336395,
185.1615858078003,
42.672000000000004
] | 8 |
29,110 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126843.127 | 71.323 | 77.088 | 42.672 | -69 | -81 | -78 | -79 | -77 | -81 | -76 | -65 |
| B | 1724126706.149 | 121.419 | 78.919 | 42.672 | -100 | -84 | -81 | -72 | -70 | -84 | -81 | -84 |
| C | 1724127066.160 | 139.250 | 48.317 | 42.672 | -100 | -83 | -77 | -67 | -70 | -82 | -80 | -89 |
| D | 1724126359.122 | 4.245 | 118.425 | 42.672 | -99 | -100 | -103 | -98 | -89 | -99 | -100 | -73 |
| E | 1724126868.149 | 103.588 | 25.187 | 42.672 | -100 | -85 | -85 | -100 | -91 | -84 | -80 | -92 |
| F | 1724127167.130 | 101.041 | 21.365 | 42.672 | -100 | -91 | -85 | -92 | -92 | -79 | -84 | -79 |
| G | 1724126771.156 | 123.117 | 69.019 | 42.672 | -88 | -83 | -84 | -77 | -84 | -80 | -82 | -89 |
| H | 1724126917.130 | 37.360 | 57.355 | 42.672 | -80 | -82 | -86 | -88 | -83 | -85 | -85 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126355.125
- **Target RSSI fingerprint:** [-96, -100, -101, -95, -96, -98, -100, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547258022860566,
121.41068935394287,
42.672000000000004
] | 8 |
36,271 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697804.134 | 9.340 | 60.632 | 51.816 | -100 | -94 | -93 | -94 | -82 | -88 | -95 | -92 |
| B | 1723698566.146 | 5.095 | 59.040 | 51.816 | -100 | -100 | -100 | -94 | -104 | -100 | -90 | -79 |
| C | 1723698432.141 | 55.191 | 66.432 | 51.816 | -78 | -81 | -77 | -75 | -76 | -77 | -81 | -65 |
| D | 1723698317.143 | 117.174 | 59.677 | 51.816 | -100 | -80 | -71 | -75 | -68 | -76 | -82 | -71 |
| E | 1723698104.156 | 35.662 | 12.142 | 51.816 | -76 | -79 | -79 | -74 | -79 | -78 | -71 | -74 |
| F | 1723698211.136 | 106.136 | 81.467 | 51.816 | -80 | -77 | -85 | -74 | -78 | -73 | -79 | -74 |
| G | 1723698132.156 | 123.967 | 46.207 | 51.816 | -77 | -67 | -73 | -79 | -73 | -70 | -74 | -79 |
| H | 1723698126.158 | 101.041 | 33.760 | 51.816 | -81 | -70 | -72 | -78 | -73 | -72 | -70 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698204.167
- **Target RSSI fingerprint:** [-74, -76, -75, -79, -75, -71, -83, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.04121546660564,
91.10114574432373,
51.816
] | 8 |
2,537 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828474.161 | 27.170 | 83.749 | 42.672 | -85 | -82 | -79 | -81 | -78 | -77 | -77 | -78 |
| B | 1722828879.192 | 42.453 | 81.799 | 42.672 | -88 | -80 | -84 | -85 | -79 | -86 | -73 | -77 |
| C | 1722829018.170 | 118.020 | 46.898 | 42.672 | -94 | -92 | -81 | -79 | -89 | -79 | -67 | -79 |
| D | 1722828713.146 | 127.359 | 64.388 | 42.672 | -91 | -84 | -83 | -79 | -80 | -71 | -84 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828899.141
- **Target RSSI fingerprint:** [-92, -86, -81, -86, -76, -79, -84, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.18938231024391,
45.54393768310547,
42.672000000000004
] | 4 |
8,012 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999562.221 | 54.340 | 98.002 | 42.672 | -86 | -100 | -81 | -81 | -87 | -74 | -72 | -68 |
| B | 1731999383.242 | 8.491 | 8.798 | 42.672 | -83 | -91 | -98 | -102 | -87 | -92 | -94 | -84 |
| C | 1732000017.242 | 104.435 | 110.715 | 42.672 | -89 | -86 | -83 | -83 | -91 | -82 | -76 | -81 |
| D | 1731999860.210 | 101.038 | 201.391 | 42.672 | -90 | -87 | -91 | -93 | -92 | -88 | -88 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999377.215
- **Target RSSI fingerprint:** [-89, -96, -92, -89, -90, -98, -85, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.094375521668853,
1.8578529357910156,
42.672000000000004
] | 4 |
24,647 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939643.152 | 54.340 | 11.864 | 42.672 | -82 | -100 | -78 | -76 | -76 | -75 | -72 | -83 |
| B | 1725939325.167 | 4.245 | 38.192 | 42.672 | -73 | -76 | -76 | -69 | -69 | -72 | -73 | -74 |
| C | 1725939880.145 | 61.133 | 12.620 | 42.672 | -82 | -82 | -74 | -74 | -75 | -65 | -66 | -85 |
| D | 1725939661.240 | 102.737 | 15.871 | 42.672 | -79 | -75 | -76 | -75 | -68 | -75 | -67 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939602.155
- **Target RSSI fingerprint:** [-76, -71, -76, -77, -73, -72, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84967312433437,
50.05586624145508,
42.672000000000004
] | 4 |
39,572 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696906.160 | 37.360 | 9.674 | 42.672 | -70 | -74 | -100 | -68 | -100 | -75 | -76 | -71 |
| B | 1723696878.134 | 28.869 | 50.706 | 42.672 | -81 | -72 | -78 | -76 | -79 | -89 | -80 | -64 |
| C | 1723696640.161 | 92.550 | 85.992 | 42.672 | -85 | -84 | -73 | -100 | -76 | -70 | -67 | -82 |
| D | 1723696734.156 | 67.078 | 14.000 | 42.672 | -100 | -76 | -68 | -74 | -70 | -69 | -71 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696554.140
- **Target RSSI fingerprint:** [-73, -74, -100, -75, -72, -73, -74, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
48.39789292168254,
4.73752498626709,
42.672000000000004
] | 4 |
20,900 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010190.138 | 16.981 | 55.324 | 60.960 | -88 | -78 | -73 | -78 | -84 | -73 | -77 | -69 |
| B | 1723010243.155 | 144.341 | 45.053 | 60.960 | -76 | -69 | -76 | -73 | -69 | -79 | -77 | -72 |
| C | 1723009907.146 | 130.756 | 7.339 | 60.960 | -76 | -71 | -76 | -71 | -74 | -76 | -62 | -73 |
| D | 1723009838.152 | 72.170 | 73.266 | 60.960 | -84 | -81 | -76 | -79 | -67 | -78 | -75 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010016.166
- **Target RSSI fingerprint:** [-76, -72, -80, -78, -76, -78, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79338990238438,
55.56307315826416,
60.96
] | 4 |
42,945 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693355.157 | 218.215 | 101.094 | 60.960 | -81 | -78 | -82 | -64 | -80 | -74 | -81 | -71 |
| B | 1723693707.167 | 13.585 | 63.923 | 60.960 | -100 | -74 | -75 | -77 | -100 | -73 | -76 | -69 |
| C | 1723693200.149 | 127.363 | 44.907 | 60.960 | -80 | -75 | -82 | -100 | -81 | -77 | -74 | -75 |
| D | 1723693043.140 | 28.869 | 62.835 | 60.960 | -100 | -100 | -79 | -90 | -76 | -73 | -84 | -76 |
| E | 1723693051.139 | 65.380 | 44.708 | 60.960 | -79 | -100 | -81 | -100 | -73 | -73 | -79 | -77 |
| F | 1723693040.131 | 16.982 | 68.488 | 60.960 | -100 | -100 | -72 | -83 | -74 | -100 | -84 | -73 |
| G | 1723693225.129 | 195.290 | 88.367 | 60.960 | -75 | -75 | -82 | -64 | -72 | -75 | -76 | -66 |
| H | 1723693137.142 | 202.932 | 55.099 | 60.960 | -73 | -74 | -77 | -63 | -72 | -72 | -75 | -64 |
| I | 1723693595.140 | 117.174 | 60.526 | 60.960 | -77 | -77 | -80 | -75 | -100 | -76 | -71 | -65 |
| J | 1723693453.133 | 214.819 | 64.348 | 60.960 | -79 | -85 | -83 | -87 | -84 | -75 | -77 | -78 |
| K | 1723693571.172 | 194.441 | 124.622 | 60.960 | -75 | -78 | -76 | -100 | -67 | -79 | -75 | -100 |
| L | 1723693655.177 | 202.932 | 55.590 | 60.960 | -78 | -82 | -81 | -76 | -82 | -73 | -75 | -78 |
| M | 1723693520.143 | 174.912 | 66.073 | 60.960 | -75 | -69 | -100 | -100 | -72 | -100 | -72 | -100 |
| N | 1723693212.169 | 146.892 | 46.340 | 60.960 | -74 | -73 | -79 | -69 | -77 | -100 | -71 | -62 |
| O | 1723692892.161 | 8.491 | 67.719 | 60.960 | -100 | -95 | -95 | -82 | -100 | -91 | -100 | -68 |
| P | 1723693374.147 | 181.704 | 115.081 | 60.960 | -79 | -80 | -82 | -78 | -69 | -76 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693287.157
- **Target RSSI fingerprint:** [-100, -77, -77, -75, -81, -68, -80, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96653923975899,
46.44632339477539,
60.96
] | 16 |
34,225 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691540.145 | 224.159 | 88.208 | 51.816 | -79 | -74 | -80 | -76 | -77 | -78 | -75 | -80 |
| B | 1723691295.136 | 123.117 | 71.726 | 51.816 | -83 | -84 | -82 | -76 | -73 | -79 | -84 | -78 |
| C | 1723691502.142 | 150.288 | 99.461 | 51.816 | -100 | -78 | -86 | -77 | -73 | -78 | -80 | -77 |
| D | 1723691488.160 | 120.570 | 60.433 | 51.816 | -76 | -79 | -84 | -81 | -74 | -69 | -71 | -82 |
| E | 1723691494.145 | 120.570 | 65.025 | 51.816 | -84 | -84 | -79 | -76 | -73 | -80 | -86 | -76 |
| F | 1723691722.141 | 189.346 | 56.943 | 51.816 | -77 | -87 | -83 | -74 | -100 | -82 | -83 | -70 |
| G | 1723691782.146 | 140.948 | 83.510 | 51.816 | -78 | -85 | -85 | -86 | -82 | -77 | -79 | -70 |
| H | 1723691811.159 | 152.835 | 57.447 | 51.816 | -100 | -85 | -85 | -78 | -76 | -77 | -78 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691747.133
- **Target RSSI fingerprint:** [-79, -73, -84, -78, -74, -76, -74, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
228.40410998460035,
94.89647388458252,
51.816
] | 8 |
7,521 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833502.150 | 112.076 | 81.109 | 60.960 | -80 | -86 | -82 | -81 | -86 | -75 | -83 | -68 |
| B | 1722833505.155 | 101.888 | 90.570 | 60.960 | -91 | -87 | -86 | -82 | -90 | -75 | -86 | -78 |
| C | 1722833834.149 | 2.547 | 57.567 | 60.960 | -94 | -85 | -78 | -85 | -85 | -79 | -82 | -84 |
| D | 1722833604.184 | 105.284 | 38.564 | 60.960 | -75 | -80 | -100 | -81 | -78 | -80 | -70 | -81 |
| E | 1722833562.154 | 44.151 | 41.470 | 60.960 | -100 | -93 | -87 | -78 | -80 | -77 | -82 | -88 |
| F | 1722833113.144 | 67.076 | 1.672 | 60.960 | -100 | -96 | -87 | -97 | -100 | -97 | -81 | -81 |
| G | 1722833608.151 | 89.152 | 24.869 | 60.960 | -82 | -81 | -100 | -81 | -80 | -78 | -72 | -81 |
| H | 1722833914.149 | 71.321 | 116.540 | 60.960 | -100 | -82 | -90 | -81 | -91 | -84 | -91 | -86 |
| I | 1722834006.161 | 70.472 | 8.798 | 60.960 | -85 | -90 | -90 | -91 | -81 | -87 | -85 | -81 |
| J | 1722833992.158 | 126.510 | 57.567 | 60.960 | -78 | -80 | -77 | -87 | -83 | -78 | -72 | -81 |
| K | 1722833423.152 | 61.982 | 13.801 | 60.960 | -79 | -83 | -86 | -80 | -88 | -80 | -84 | -78 |
| L | 1722833487.140 | 118.020 | 53.878 | 60.960 | -87 | -78 | -61 | -78 | -81 | -75 | -75 | -75 |
| M | 1722833863.137 | 72.170 | 61.084 | 60.960 | -100 | -90 | -88 | -81 | -75 | -79 | -87 | -84 |
| N | 1722833814.163 | 67.925 | 5.613 | 60.960 | -82 | -94 | -83 | -91 | -81 | -95 | -78 | -79 |
| O | 1722833788.146 | 130.756 | 66.073 | 60.960 | -74 | -82 | -73 | -100 | -81 | -80 | -83 | -81 |
| P | 1722833554.154 | 35.661 | 35.551 | 60.960 | -100 | -89 | -86 | -78 | -77 | -79 | -88 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833729.138
- **Target RSSI fingerprint:** [-100, -85, -83, -79, -84, -84, -78, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.01906435105255,
81.57301425933838,
60.96
] | 16 |
29,236 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126796.126 | 118.872 | 30.708 | 42.672 | -100 | -75 | -91 | -100 | -82 | -87 | -88 | -100 |
| B | 1724127147.145 | 129.910 | 66.564 | 42.672 | -83 | -100 | -84 | -100 | -84 | -86 | -81 | -88 |
| C | 1724127069.142 | 132.457 | 59.279 | 42.672 | -82 | -90 | -83 | -100 | -78 | -69 | -70 | -88 |
| D | 1724127120.144 | 45.002 | 29.221 | 42.672 | -100 | -100 | -85 | -82 | -100 | -100 | -64 | -83 |
| E | 1724127077.140 | 115.476 | 93.331 | 42.672 | -86 | -87 | -84 | -100 | -81 | -70 | -83 | -85 |
| F | 1724127197.141 | 28.020 | 61.482 | 42.672 | -86 | -84 | -81 | -70 | -100 | -100 | -85 | -65 |
| G | 1724126950.153 | 100.192 | 57.421 | 42.672 | -87 | -100 | -87 | -87 | -83 | -76 | -81 | -86 |
| H | 1724126673.159 | 90.852 | 39.307 | 42.672 | -83 | -73 | -75 | -85 | -74 | -83 | -81 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126794.145
- **Target RSSI fingerprint:** [-100, -68, -84, -100, -74, -75, -75, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.2119871506485,
35.378828048706055,
42.672000000000004
] | 8 |
22,582 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937805.153 | 56.888 | 12.328 | 30.480 | -68 | -82 | -82 | -78 | -81 | -81 | -80 | -72 |
| B | 1725937662.138 | 0.849 | 19.521 | 30.480 | -78 | -75 | -69 | -69 | -66 | -80 | -79 | -62 |
| C | 1725937656.154 | 25.472 | 14.292 | 30.480 | -73 | -86 | -83 | -70 | -83 | -81 | -71 | -69 |
| D | 1725937254.144 | 46.699 | 6.635 | 30.480 | -92 | -94 | -94 | -85 | -94 | -93 | -91 | -86 |
| E | 1725937984.153 | 39.906 | 48.994 | 30.480 | -75 | -74 | -70 | -75 | -67 | -81 | -79 | -63 |
| F | 1725938004.165 | 2.547 | 30.389 | 30.480 | -79 | -67 | -69 | -70 | -67 | -65 | -69 | -56 |
| G | 1725938257.137 | 67.925 | 9.157 | 30.480 | -67 | -84 | -83 | -76 | -81 | -81 | -83 | -69 |
| H | 1725937658.154 | 16.132 | 16.269 | 30.480 | -74 | -87 | -82 | -69 | -80 | -74 | -79 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937790.158
- **Target RSSI fingerprint:** [-100, -73, -73, -75, -73, -65, -60, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.585088105114172,
21.444931030273438,
30.48
] | 8 |
15,927 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008147.167 | 116.322 | 89.787 | 51.816 | -87 | -100 | -84 | -75 | -69 | -87 | -85 | -60 |
| B | 1723008454.161 | 12.736 | 82.993 | 51.816 | -81 | -78 | -80 | -84 | -84 | -75 | -78 | -65 |
| C | 1723007828.162 | 204.624 | 2.216 | 51.816 | -98 | -90 | -100 | -86 | -82 | -104 | -100 | -96 |
| D | 1723008523.147 | 144.341 | 45.119 | 51.816 | -76 | -71 | -92 | -84 | -81 | -82 | -84 | -73 |
| E | 1723008452.137 | 22.925 | 83.484 | 51.816 | -82 | -77 | -80 | -82 | -86 | -75 | -77 | -74 |
| F | 1723007903.159 | 212.266 | 7.100 | 51.816 | -84 | -73 | -77 | -86 | -85 | -85 | -82 | -72 |
| G | 1723007982.146 | 78.114 | 56.452 | 51.816 | -81 | -100 | -82 | -81 | -80 | -76 | -73 | -100 |
| H | 1723008116.151 | 7.642 | 73.863 | 51.816 | -80 | -100 | -76 | -76 | -74 | -74 | -67 | -100 |
| I | 1723008535.167 | 112.076 | 43.301 | 51.816 | -83 | -77 | -78 | -85 | -100 | -80 | -88 | -84 |
| J | 1723008254.145 | 41.604 | 16.734 | 51.816 | -76 | -100 | -82 | -71 | -75 | -69 | -77 | -68 |
| K | 1723008620.158 | 176.605 | 38.856 | 51.816 | -84 | -75 | -83 | -77 | -70 | -87 | -83 | -81 |
| L | 1723008000.251 | 39.057 | 82.913 | 51.816 | -81 | -79 | -80 | -100 | -88 | -76 | -72 | -70 |
| M | 1723007830.156 | 207.171 | 1.805 | 51.816 | -97 | -83 | -96 | -91 | -88 | -88 | -100 | -97 |
| N | 1723008568.156 | 4.245 | 82.223 | 51.816 | -81 | -80 | -78 | -81 | -81 | -78 | -66 | -80 |
| O | 1723008619.148 | 173.209 | 42.770 | 51.816 | -85 | -77 | -85 | -76 | -70 | -86 | -86 | -83 |
| P | 1723008434.238 | 73.868 | 68.475 | 51.816 | -86 | -79 | -83 | -86 | -82 | -85 | -78 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007966.146
- **Target RSSI fingerprint:** [-75, -78, -75, -85, -88, -74, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88746521604683,
0,
51.816
] | 16 |
17,235 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999994.218 | 47.548 | 157.533 | 42.672 | -83 | -88 | -88 | -85 | -81 | -92 | -79 | -85 |
| B | 1731999791.244 | 45.849 | 157.652 | 42.672 | -83 | -87 | -87 | -87 | -82 | -88 | -77 | -85 |
| C | 1731999740.238 | 131.605 | 111.484 | 42.672 | -83 | -82 | -77 | -83 | -78 | -75 | -75 | -61 |
| D | 1731999667.227 | 61.133 | 170.485 | 42.672 | -93 | -91 | -73 | -87 | -92 | -74 | -91 | -66 |
| E | 1731999911.238 | 87.453 | 130.634 | 42.672 | -91 | -90 | -82 | -91 | -82 | -78 | -78 | -83 |
| F | 1732000187.216 | 22.925 | 19.401 | 42.672 | -84 | -78 | -77 | -74 | -77 | -85 | -72 | -74 |
| G | 1731999936.219 | 147.737 | 125.007 | 42.672 | -87 | -84 | -100 | -86 | -79 | -72 | -83 | -56 |
| H | 1732000137.240 | 140.095 | 136.765 | 42.672 | -85 | -84 | -100 | -82 | -82 | -75 | -81 | -58 |
| I | 1732000146.243 | 147.737 | 124.569 | 42.672 | -88 | -90 | -80 | -86 | -83 | -81 | -88 | -68 |
| J | 1732000164.237 | 82.359 | 70.771 | 42.672 | -86 | -89 | -85 | -71 | -77 | -88 | -75 | -89 |
| K | 1731999678.218 | 24.623 | 135.079 | 42.672 | -90 | -85 | -81 | -77 | -87 | -80 | -85 | -84 |
| L | 1731999603.217 | 60.283 | 118.770 | 42.672 | -87 | -84 | -82 | -78 | -78 | -82 | -72 | -85 |
| M | 1731999810.215 | 95.095 | 117.921 | 42.672 | -82 | -82 | -82 | -82 | -90 | -85 | -74 | -75 |
| N | 1731999765.218 | 63.680 | 87.385 | 42.672 | -80 | -79 | -85 | -82 | -90 | -85 | -70 | -72 |
| O | 1732000014.214 | 94.246 | 123.388 | 42.672 | -88 | -87 | -83 | -88 | -83 | -83 | -73 | -80 |
| P | 1731999809.239 | 91.699 | 121.968 | 42.672 | -87 | -82 | -84 | -86 | -79 | -85 | -73 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999907.251
- **Target RSSI fingerprint:** [-86, -89, -74, -82, -77, -75, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32125730336395,
115.63807487487793,
42.672000000000004
] | 16 |
16,176 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006826.137 | 67.925 | 8.997 | 42.672 | -88 | -83 | -85 | -82 | -78 | -77 | -77 | -79 |
| B | 1723006853.148 | 154.529 | 13.204 | 42.672 | -90 | -87 | -86 | -86 | -77 | -87 | -70 | -75 |
| C | 1723006948.163 | 147.737 | 73.929 | 42.672 | -80 | -86 | -83 | -72 | -77 | -78 | -79 | -80 |
| D | 1723006324.149 | 66.227 | 82.303 | 42.672 | -88 | -88 | -92 | -91 | -82 | -88 | -78 | -71 |
| E | 1723006873.146 | 99.340 | 39.877 | 42.672 | -82 | -83 | -84 | -88 | -100 | -86 | -76 | -80 |
| F | 1723006350.158 | 0.849 | 77.260 | 42.672 | -84 | -84 | -74 | -78 | -75 | -79 | -82 | -73 |
| G | 1723006381.137 | 90.001 | 10.085 | 42.672 | -80 | -78 | -85 | -80 | -72 | -73 | -78 | -67 |
| H | 1723006436.194 | 33.113 | 38.696 | 42.672 | -71 | -81 | -80 | -86 | -100 | -82 | -75 | -70 |
| I | 1723006672.147 | 16.981 | 50.454 | 42.672 | -80 | -76 | -75 | -89 | -77 | -86 | -77 | -75 |
| J | 1723006454.150 | 0.849 | 77.672 | 42.672 | -82 | -81 | -76 | -85 | -77 | -83 | -82 | -80 |
| K | 1723006816.171 | 46.698 | 9.886 | 42.672 | -81 | -74 | -72 | -78 | -73 | -72 | -100 | -58 |
| L | 1723006388.143 | 125.661 | 8.453 | 42.672 | -84 | -80 | -83 | -71 | -86 | -71 | -79 | -84 |
| M | 1723006657.136 | 54.340 | 38.869 | 42.672 | -83 | -84 | -80 | -88 | -79 | -85 | -77 | -66 |
| N | 1723006844.147 | 154.529 | 8.188 | 42.672 | -81 | -82 | -83 | -70 | -80 | -72 | -78 | -84 |
| O | 1723006557.161 | 50.944 | 79.941 | 42.672 | -75 | -85 | -90 | -84 | -76 | -84 | -74 | -82 |
| P | 1723006732.156 | 155.378 | 12.620 | 42.672 | -89 | -89 | -88 | -75 | -100 | -78 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006789.167
- **Target RSSI fingerprint:** [-87, -81, -78, -87, -79, -84, -79, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886870991474998,
79.75497245788574,
42.672000000000004
] | 16 |
19,576 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004946.154 | 84.057 | 46.075 | 60.960 | -78 | -81 | -85 | -80 | -76 | -75 | -80 | -69 |
| B | 1723004776.151 | 76.416 | 91.167 | 60.960 | -84 | -87 | -85 | -85 | -81 | -86 | -70 | -77 |
| C | 1723004777.151 | 81.510 | 91.353 | 60.960 | -82 | -85 | -85 | -84 | -76 | -77 | -69 | -73 |
| D | 1723004517.144 | 42.453 | 44.469 | 60.960 | -75 | -81 | -67 | -74 | -80 | -70 | -83 | -64 |
| E | 1723004599.150 | 121.416 | 11.811 | 60.960 | -81 | -82 | -74 | -69 | -74 | -66 | -85 | -71 |
| F | 1723004665.135 | 11.887 | 38.842 | 60.960 | -78 | -76 | -77 | -77 | -75 | -73 | -69 | -71 |
| G | 1723004785.135 | 121.416 | 92.495 | 60.960 | -100 | -83 | -83 | -84 | -78 | -85 | -68 | -61 |
| H | 1723004536.137 | 2.547 | 77.804 | 60.960 | -77 | -74 | -84 | -87 | -75 | -87 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004518.130
- **Target RSSI fingerprint:** [-81, -86, -68, -73, -87, -77, -86, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.35873746673437,
44.24344062805176,
60.96
] | 8 |
38,724 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696672.130 | 91.701 | 23.462 | 42.672 | -84 | -78 | -80 | -77 | -81 | -80 | -73 | -61 |
| B | 1723696696.163 | 57.738 | 66.193 | 42.672 | -76 | -72 | -82 | -80 | -69 | -80 | -68 | -62 |
| C | 1723696461.151 | 71.323 | 75.429 | 42.672 | -85 | -86 | -77 | -100 | -78 | -70 | -75 | -70 |
| D | 1723696364.136 | 25.473 | 31.982 | 42.672 | -79 | -78 | -84 | -70 | -78 | -73 | -72 | -73 |
| E | 1723696698.152 | 50.096 | 62.981 | 42.672 | -83 | -75 | -86 | -79 | -81 | -78 | -78 | -65 |
| F | 1723696891.163 | 27.171 | 26.501 | 42.672 | -80 | -76 | -82 | -71 | -79 | -73 | -73 | -74 |
| G | 1723696865.151 | 61.134 | 63.764 | 42.672 | -78 | -75 | -75 | -76 | -71 | -69 | -69 | -63 |
| H | 1723696716.167 | 29.718 | 26.620 | 42.672 | -78 | -80 | -74 | -70 | -84 | -72 | -77 | -74 |
| I | 1723696540.138 | 30.567 | 25.200 | 42.672 | -68 | -77 | -77 | -70 | -83 | -71 | -76 | -71 |
| J | 1723696379.145 | 49.247 | 3.039 | 42.672 | -81 | -77 | -72 | -76 | -75 | -75 | -76 | -72 |
| K | 1723696877.137 | 33.114 | 52.803 | 42.672 | -80 | -70 | -86 | -75 | -79 | -77 | -74 | -63 |
| L | 1723696887.162 | 19.529 | 44.880 | 42.672 | -77 | -75 | -76 | -72 | -79 | -71 | -74 | -72 |
| M | 1723696657.157 | 127.363 | 47.840 | 42.672 | -76 | -100 | -68 | -73 | -79 | -71 | -78 | -100 |
| N | 1723696682.148 | 77.267 | 30.721 | 42.672 | -78 | -77 | -81 | -78 | -67 | -86 | -66 | -65 |
| O | 1723696561.175 | 78.116 | 21.777 | 42.672 | -75 | -84 | -69 | -79 | -72 | -71 | -71 | -67 |
| P | 1723696863.153 | 64.531 | 56.054 | 42.672 | -85 | -82 | -82 | -79 | -72 | -73 | -69 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696638.137
- **Target RSSI fingerprint:** [-85, -85, -76, -83, -74, -70, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90858407312727,
81.93131446838379,
42.672000000000004
] | 16 |
98 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004388.143 | 84.057 | 8.334 | 60.960 | -78 | -76 | -74 | -83 | -85 | -75 | -69 | -65 |
| B | 1723004420.142 | 56.038 | 90.331 | 60.960 | -82 | -80 | -81 | -80 | -82 | -83 | -82 | -70 |
| C | 1723004695.156 | 109.529 | 13.337 | 60.960 | -83 | -100 | -84 | -72 | -72 | -80 | -68 | -63 |
| D | 1723004733.154 | 54.340 | 46.380 | 60.960 | -69 | -80 | -77 | -77 | -87 | -80 | -70 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004590.146
- **Target RSSI fingerprint:** [-87, -80, -74, -77, -73, -67, -76, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.00089220933555,
14.743390083312988,
60.96
] | 4 |
16,414 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994938.235 | 73.868 | 0.265 | 51.816 | -100 | -86 | -87 | -97 | -91 | -97 | -97 | -84 |
| B | 1731994654.213 | 49.246 | 24.537 | 51.816 | -77 | -81 | -85 | -79 | -86 | -76 | -74 | -80 |
| C | 1731994819.207 | 118.869 | 78.003 | 51.816 | -85 | -87 | -91 | -90 | -82 | -83 | -81 | -68 |
| D | 1731994159.233 | 69.623 | 3.968 | 51.816 | -92 | -82 | -83 | -96 | -92 | -100 | -97 | -80 |
| E | 1731994287.223 | 25.472 | 84.015 | 51.816 | -87 | -100 | -82 | -83 | -83 | -75 | -72 | -71 |
| F | 1731994238.213 | 59.434 | 7.750 | 51.816 | -85 | -85 | -80 | -90 | -81 | -81 | -79 | -78 |
| G | 1731994892.233 | 59.434 | 5.520 | 51.816 | -92 | -84 | -82 | -91 | -86 | -78 | -74 | -77 |
| H | 1731994506.221 | 73.019 | 44.827 | 51.816 | -88 | -93 | -79 | -78 | -80 | -79 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994707.220
- **Target RSSI fingerprint:** [-81, -70, -79, -78, -80, -80, -74, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39688518980255,
42.624454498291016,
51.816
] | 8 |
14,515 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839049.177 | 55.189 | 159.974 | 51.816 | -69 | -72 | -80 | -80 | -80 | -77 | -71 | -72 |
| B | 1722839048.156 | 58.585 | 163.332 | 51.816 | -71 | -75 | -84 | -81 | -83 | -81 | -72 | -72 |
| C | 1722839028.188 | 104.435 | 174.890 | 51.816 | -100 | -78 | -100 | -100 | -81 | -72 | -77 | -72 |
| D | 1722838914.169 | 137.548 | 117.907 | 51.816 | -88 | -81 | -81 | -87 | -73 | -91 | -78 | -85 |
| E | 1722839203.181 | 105.284 | 91.327 | 51.816 | -82 | -67 | -76 | -75 | -77 | -70 | -71 | -71 |
| F | 1722838940.159 | 63.680 | 70.054 | 51.816 | -86 | -83 | -88 | -83 | -83 | -75 | -82 | -72 |
| G | 1722838543.169 | 2.547 | 2.216 | 51.816 | -100 | -100 | -100 | -100 | -78 | -83 | -87 | -81 |
| H | 1722838931.165 | 75.567 | 67.122 | 51.816 | -81 | -81 | -70 | -72 | -87 | -86 | -75 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839144.162
- **Target RSSI fingerprint:** [-83, -87, -84, -82, -82, -74, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07594189135006,
65.76799392700195,
51.816
] | 8 |
26,247 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940902.159 | 105.284 | 42.624 | 51.816 | -84 | -81 | -75 | -81 | -79 | -79 | -80 | -60 |
| B | 1725941235.146 | 32.265 | 26.143 | 51.816 | -86 | -77 | -82 | -76 | -76 | -78 | -74 | -74 |
| C | 1725941058.153 | 13.585 | 93.742 | 51.816 | -54 | -72 | -71 | -72 | -70 | -65 | -68 | -68 |
| D | 1725940802.163 | 71.322 | 77.764 | 51.816 | -75 | -100 | -70 | -80 | -76 | -72 | -71 | -68 |
| E | 1725940963.139 | 50.944 | 22.520 | 51.816 | -84 | -79 | -83 | -76 | -72 | -68 | -70 | -72 |
| F | 1725940782.142 | 107.832 | 7.975 | 51.816 | -100 | -73 | -77 | -72 | -74 | -78 | -75 | -63 |
| G | 1725941252.127 | 4.245 | 52.086 | 51.816 | -76 | -72 | -80 | -72 | -76 | -73 | -68 | -71 |
| H | 1725941211.151 | 66.227 | 87.054 | 51.816 | -84 | -83 | -79 | -76 | -76 | -75 | -64 | -71 |
| I | 1725940852.150 | 7.642 | 66.631 | 51.816 | -74 | -71 | -77 | -70 | -75 | -75 | -75 | -72 |
| J | 1725941130.145 | 18.679 | 68.555 | 51.816 | -69 | -74 | -74 | -79 | -72 | -75 | -75 | -70 |
| K | 1725940980.162 | 101.039 | 18.433 | 51.816 | -83 | -72 | -76 | -72 | -73 | -77 | -74 | -64 |
| L | 1725940779.158 | 108.681 | 0.929 | 51.816 | -100 | -70 | -77 | -71 | -76 | -64 | -66 | -65 |
| M | 1725941385.171 | 74.718 | 19.109 | 51.816 | -81 | -74 | -73 | -72 | -71 | -63 | -59 | -67 |
| N | 1725941164.144 | 48.397 | 23.714 | 51.816 | -86 | -78 | -76 | -75 | -66 | -69 | -66 | -72 |
| O | 1725941487.160 | 32.265 | 22.679 | 51.816 | -89 | -100 | -100 | -100 | -85 | -81 | -100 | -100 |
| P | 1725941272.166 | 20.378 | 128.869 | 51.816 | -57 | -80 | -78 | -73 | -78 | -78 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940803.146
- **Target RSSI fingerprint:** [-78, -81, -77, -80, -76, -78, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92544338578095,
80.55119514465332,
51.816
] | 16 |
35,810 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129914.130 | 77.267 | 74.447 | 60.960 | -83 | -77 | -81 | -78 | -75 | -77 | -71 | -63 |
| B | 1724130247.143 | 140.099 | 42.346 | 60.960 | -78 | -79 | -84 | -77 | -76 | -72 | -69 | -71 |
| C | 1724129841.134 | 56.889 | 67.015 | 60.960 | -100 | -73 | -69 | -78 | -75 | -68 | -75 | -69 |
| D | 1724130154.123 | 141.797 | 56.837 | 60.960 | -73 | -79 | -80 | -74 | -81 | -79 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130338.143
- **Target RSSI fingerprint:** [-77, -80, -79, -78, -77, -77, -70, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79736104520052,
51.31655216217041,
60.96
] | 4 |
40,288 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690259.136 | 11.038 | 69.351 | 42.672 | -82 | -85 | -100 | -100 | -77 | -76 | -72 | -78 |
| B | 1723690159.140 | 177.459 | 70.983 | 42.672 | -84 | -81 | -84 | -79 | -86 | -75 | -78 | -75 |
| C | 1723689796.172 | 210.573 | 56.771 | 42.672 | -90 | -100 | -84 | -78 | -100 | -87 | -75 | -73 |
| D | 1723689660.131 | 180.006 | 77.287 | 42.672 | -86 | -72 | -84 | -83 | -76 | -76 | -81 | -78 |
| E | 1723690248.150 | 21.227 | 64.069 | 42.672 | -81 | -85 | -79 | -100 | -76 | -100 | -74 | -73 |
| F | 1723689962.153 | 185.950 | 81.069 | 42.672 | -82 | -79 | -100 | -83 | -82 | -81 | -84 | -81 |
| G | 1723689641.142 | 139.250 | 80.923 | 42.672 | -85 | -85 | -86 | -85 | -80 | -77 | -81 | -80 |
| H | 1723689172.109 | 0.000 | 73.743 | 42.672 | -100 | -92 | -100 | -100 | -84 | -100 | -95 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689727.173
- **Target RSSI fingerprint:** [-88, -79, -100, -78, -76, -90, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.09917315411352,
77.12743759155273,
42.672000000000004
] | 8 |
44,846 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696365.126 | 28.020 | 27.297 | 42.672 | -76 | -77 | -70 | -76 | -80 | -74 | -72 | -72 |
| B | 1723696268.136 | 9.340 | 57.527 | 42.672 | -100 | -98 | -100 | -106 | -100 | -105 | -98 | -82 |
| C | 1723696806.155 | 46.700 | 63.034 | 42.672 | -85 | -83 | -86 | -76 | -75 | -80 | -70 | -69 |
| D | 1723696738.155 | 84.059 | 22.944 | 42.672 | -83 | -78 | -78 | -71 | -74 | -68 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696684.163
- **Target RSSI fingerprint:** [-85, -77, -80, -66, -70, -76, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.02138230288945,
39.665160179138184,
42.672000000000004
] | 4 |
27,670 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943479.155 | 44.152 | 46.911 | 60.960 | -86 | -75 | -75 | -74 | -71 | -76 | -69 | -72 |
| B | 1725943430.147 | 31.416 | 105.659 | 60.960 | -62 | -75 | -72 | -79 | -70 | -75 | -80 | -72 |
| C | 1725942952.173 | 84.907 | 57.023 | 60.960 | -75 | -77 | -83 | -72 | -82 | -78 | -79 | -85 |
| D | 1725943481.168 | 35.661 | 50.122 | 60.960 | -80 | -76 | -75 | -75 | -71 | -77 | -78 | -72 |
| E | 1725942975.156 | 58.586 | 20.795 | 60.960 | -80 | -77 | -73 | -78 | -75 | -77 | -77 | -66 |
| F | 1725943137.169 | 103.586 | 24.192 | 60.960 | -80 | -78 | -72 | -76 | -74 | -74 | -66 | -67 |
| G | 1725943446.150 | 92.548 | 55.563 | 60.960 | -81 | -79 | -75 | -78 | -66 | -76 | -76 | -64 |
| H | 1725943210.157 | 11.038 | 75.349 | 60.960 | -67 | -76 | -73 | -78 | -71 | -77 | -78 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943048.144
- **Target RSSI fingerprint:** [-83, -74, -72, -76, -68, -77, -75, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58629504752368,
45.63683032989502,
60.96
] | 8 |
27,884 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937708.145 | 54.340 | 93.132 | 30.480 | -75 | -77 | -74 | -75 | -70 | -70 | -65 | -69 |
| B | 1725937865.156 | 58.586 | 42.571 | 30.480 | -86 | -76 | -86 | -84 | -63 | -84 | -76 | -66 |
| C | 1725937698.145 | 20.378 | 122.034 | 30.480 | -79 | -68 | -80 | -81 | -83 | -76 | -65 | -57 |
| D | 1725937927.152 | 27.170 | 114.829 | 30.480 | -81 | -100 | -83 | -83 | -70 | -80 | -55 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938133.151
- **Target RSSI fingerprint:** [-76, -100, -71, -77, -65, -62, -46, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490680065696358,
74.26103591918945,
30.48
] | 4 |
40,363 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126722.135 | 86.607 | 83.205 | 42.672 | -100 | -86 | -78 | -84 | -84 | -81 | -69 | -79 |
| B | 1724127048.164 | 97.645 | 22.467 | 42.672 | -70 | -100 | -76 | -74 | -100 | -100 | -76 | -66 |
| C | 1724127007.162 | 34.813 | 40.899 | 42.672 | -100 | -71 | -79 | -100 | -84 | -87 | -67 | -56 |
| D | 1724127078.156 | 113.778 | 95.507 | 42.672 | -84 | -86 | -86 | -80 | -70 | -69 | -85 | -83 |
| E | 1724127151.148 | 138.401 | 49.074 | 42.672 | -76 | -85 | -74 | -78 | -87 | -87 | -100 | -83 |
| F | 1724127197.141 | 28.020 | 61.482 | 42.672 | -81 | -86 | -84 | -100 | -100 | -89 | -65 | -85 |
| G | 1724127069.142 | 132.457 | 59.279 | 42.672 | -83 | -82 | -90 | -78 | -69 | -64 | -88 | -70 |
| H | 1724126968.147 | 141.797 | 45.557 | 42.672 | -76 | -100 | -72 | -79 | -85 | -89 | -100 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126913.141
- **Target RSSI fingerprint:** [-86, -83, -81, -74, -75, -77, -63, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.190590495312264,
66.07321262359619,
42.672000000000004
] | 8 |
21,846 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938353.150 | 33.114 | 6.396 | 30.480 | -88 | -82 | -85 | -85 | -100 | -79 | -77 | -88 |
| B | 1725937810.160 | 80.661 | 6.449 | 30.480 | -85 | -71 | -82 | -70 | -100 | -82 | -78 | -69 |
| C | 1725937955.157 | 106.134 | 44.947 | 30.480 | -81 | -100 | -80 | -77 | -64 | -75 | -70 | -79 |
| D | 1725937914.182 | 12.736 | 98.970 | 30.480 | -73 | -100 | -75 | -100 | -67 | -74 | -49 | -60 |
| E | 1725937819.153 | 97.643 | 2.097 | 30.480 | -87 | -77 | -81 | -81 | -86 | -85 | -85 | -74 |
| F | 1725937760.147 | 36.510 | 49.817 | 30.480 | -73 | -76 | -69 | -74 | -62 | -82 | -83 | -70 |
| G | 1725937660.144 | 6.793 | 18.433 | 30.480 | -82 | -62 | -80 | -70 | -83 | -78 | -76 | -53 |
| H | 1725937962.149 | 104.435 | 33.866 | 30.480 | -88 | -79 | -84 | -76 | -62 | -87 | -82 | -75 |
| I | 1725938249.108 | 50.095 | 13.284 | 30.480 | -82 | -73 | -81 | -69 | -100 | -80 | -75 | -73 |
| J | 1725937793.147 | 28.868 | 18.778 | 30.480 | -66 | -70 | -70 | -70 | -100 | -63 | -58 | -56 |
| K | 1725937250.138 | 41.604 | 5.003 | 30.480 | -94 | -87 | -95 | -95 | -100 | -90 | -90 | -85 |
| L | 1725937765.154 | 14.434 | 61.760 | 30.480 | -64 | -72 | -70 | -73 | -60 | -58 | -50 | -60 |
| M | 1725937848.164 | 75.567 | 64.733 | 30.480 | -85 | -76 | -78 | -75 | -72 | -81 | -75 | -68 |
| N | 1725937992.152 | 8.491 | 65.264 | 30.480 | -68 | -73 | -83 | -75 | -62 | -61 | -48 | -69 |
| O | 1725937961.146 | 105.284 | 38.245 | 30.480 | -84 | -75 | -81 | -71 | -62 | -84 | -82 | -72 |
| P | 1725937936.153 | 62.831 | 84.094 | 30.480 | -77 | -100 | -75 | -100 | -63 | -82 | -79 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938352.141
- **Target RSSI fingerprint:** [-84, -87, -91, -93, -100, -81, -78, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.96272026278543,
6.913866996765137,
30.48
] | 16 |
27,627 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939553.159 | 29.717 | 117.947 | 42.672 | -80 | -75 | -73 | -70 | -77 | -77 | -73 | -70 |
| B | 1725939242.150 | 65.378 | 15.394 | 42.672 | -81 | -82 | -74 | -75 | -75 | -77 | -74 | -85 |
| C | 1725939416.153 | 8.491 | 59.000 | 42.672 | -75 | -77 | -75 | -76 | -77 | -77 | -77 | -62 |
| D | 1725939112.143 | 40.755 | 11.532 | 42.672 | -100 | -100 | -100 | -100 | -81 | -83 | -76 | -100 |
| E | 1725939291.149 | 59.435 | 56.850 | 42.672 | -74 | -78 | -76 | -77 | -79 | -77 | -75 | -60 |
| F | 1725939107.135 | 33.114 | 10.948 | 42.672 | -100 | -100 | -100 | -100 | -90 | -87 | -86 | -100 |
| G | 1725939425.182 | 1.698 | 24.152 | 42.672 | -81 | -74 | -75 | -80 | -77 | -71 | -70 | -77 |
| H | 1725939292.139 | 57.737 | 51.861 | 42.672 | -73 | -74 | -79 | -76 | -78 | -74 | -76 | -60 |
| I | 1725939672.156 | 107.832 | 45.597 | 42.672 | -75 | -78 | -74 | -76 | -71 | -70 | -72 | -63 |
| J | 1725939699.156 | 56.888 | 37.449 | 42.672 | -77 | -70 | -77 | -76 | -76 | -79 | -75 | -63 |
| K | 1725939825.129 | 5.094 | 61.110 | 42.672 | -75 | -73 | -74 | -79 | -77 | -77 | -68 | -61 |
| L | 1725939831.143 | 0.849 | 32.566 | 42.672 | -82 | -74 | -76 | -77 | -77 | -77 | -72 | -73 |
| M | 1725939745.153 | 13.585 | 90.716 | 42.672 | -72 | -76 | -78 | -71 | -78 | -80 | -78 | -66 |
| N | 1725939394.147 | 73.020 | 38.325 | 42.672 | -77 | -72 | -76 | -74 | -77 | -78 | -76 | -64 |
| O | 1725939359.154 | 60.284 | 88.487 | 42.672 | -81 | -77 | -79 | -75 | -74 | -80 | -76 | -66 |
| P | 1725939727.151 | 0.849 | 27.018 | 42.672 | -77 | -76 | -74 | -70 | -74 | -71 | -74 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939864.146
- **Target RSSI fingerprint:** [-83, -100, -74, -77, -74, -75, -73, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94468635277377,
6.038022041320801,
42.672000000000004
] | 16 |
36,166 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128981.183 | 25.473 | 67.891 | 51.816 | -76 | -100 | -82 | -83 | -79 | -79 | -64 | -85 |
| B | 1724128921.119 | 118.872 | 69.391 | 51.816 | -100 | -77 | -78 | -81 | -80 | -78 | -83 | -68 |
| C | 1724128426.153 | 29.718 | 47.389 | 51.816 | -72 | -100 | -72 | -69 | -80 | -70 | -63 | -63 |
| D | 1724128930.143 | 130.759 | 68.608 | 51.816 | -100 | -65 | -100 | -81 | -73 | -71 | -100 | -69 |
| E | 1724128527.136 | 37.360 | 47.043 | 51.816 | -71 | -75 | -85 | -80 | -79 | -73 | -81 | -70 |
| F | 1724128575.134 | 135.005 | 40.687 | 51.816 | -100 | -78 | -83 | -80 | -67 | -76 | -79 | -70 |
| G | 1724128726.125 | 64.531 | 39.121 | 51.816 | -81 | -100 | -75 | -79 | -78 | -73 | -66 | -69 |
| H | 1724128799.134 | 31.416 | 56.439 | 51.816 | -85 | -76 | -83 | -100 | -85 | -81 | -73 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128886.132
- **Target RSSI fingerprint:** [-75, -81, -82, -82, -83, -81, -65, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.416182142645205,
54.76685047149658,
51.816
] | 8 |
26,841 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941385.171 | 74.718 | 19.109 | 51.816 | -74 | -73 | -72 | -59 | -81 | -63 | -71 | -67 |
| B | 1725941296.152 | 103.586 | 57.036 | 51.816 | -82 | -75 | -84 | -81 | -77 | -80 | -74 | -61 |
| C | 1725940632.157 | 33.114 | 17.835 | 51.816 | -100 | -100 | -100 | -100 | -95 | -93 | -85 | -100 |
| D | 1725941088.174 | 79.812 | 77.340 | 51.816 | -80 | -78 | -76 | -78 | -82 | -80 | -78 | -64 |
| E | 1725940800.141 | 78.114 | 70.227 | 51.816 | -82 | -80 | -78 | -79 | -75 | -76 | -78 | -71 |
| F | 1725940862.156 | 19.529 | 117.934 | 51.816 | -75 | -73 | -69 | -75 | -55 | -77 | -64 | -72 |
| G | 1725941185.151 | 103.586 | 35.724 | 51.816 | -70 | -76 | -71 | -70 | -85 | -73 | -75 | -63 |
| H | 1725940855.147 | 11.038 | 82.051 | 51.816 | -71 | -70 | -70 | -77 | -55 | -68 | -71 | -71 |
| I | 1725940823.167 | 53.491 | 21.817 | 51.816 | -78 | -79 | -76 | -71 | -82 | -75 | -75 | -65 |
| J | 1725940914.146 | 84.907 | 40.249 | 51.816 | -75 | -77 | -75 | -67 | -83 | -71 | -74 | -64 |
| K | 1725941249.169 | 0.849 | 37.767 | 51.816 | -78 | -81 | -84 | -75 | -84 | -75 | -67 | -82 |
| L | 1725941103.151 | 104.435 | 42.558 | 51.816 | -81 | -73 | -79 | -76 | -82 | -77 | -80 | -59 |
| M | 1725940861.170 | 18.679 | 113.103 | 51.816 | -79 | -79 | -71 | -79 | -55 | -75 | -73 | -70 |
| N | 1725940895.151 | 106.134 | 53.997 | 51.816 | -78 | -75 | -82 | -80 | -83 | -81 | -78 | -61 |
| O | 1725941446.240 | 35.661 | 28.160 | 51.816 | -100 | -100 | -100 | -100 | -71 | -70 | -65 | -100 |
| P | 1725941365.146 | 59.435 | 24.099 | 51.816 | -78 | -83 | -78 | -75 | -83 | -74 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940852.150
- **Target RSSI fingerprint:** [-71, -77, -70, -75, -74, -75, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641612380900357,
66.6305685043335,
51.816
] | 16 |
3,888 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999767.220 | 56.038 | 95.135 | 42.672 | -85 | -85 | -88 | -83 | -83 | -81 | -71 | -77 |
| B | 1731999544.246 | 51.793 | 59.956 | 42.672 | -86 | -88 | -89 | -80 | -86 | -79 | -80 | -79 |
| C | 1732000264.236 | 8.491 | 6.224 | 42.672 | -103 | -98 | -98 | -96 | -98 | -96 | -91 | -93 |
| D | 1731999559.221 | 64.529 | 86.417 | 42.672 | -80 | -100 | -91 | -83 | -75 | -88 | -74 | -69 |
| E | 1731999672.211 | 40.755 | 150.911 | 42.672 | -92 | -74 | -80 | -90 | -81 | -89 | -90 | -78 |
| F | 1732000199.246 | 7.642 | 8.214 | 42.672 | -87 | -79 | -79 | -80 | -85 | -76 | -73 | -89 |
| G | 1731999893.234 | 49.246 | 109.773 | 42.672 | -86 | -92 | -86 | -90 | -92 | -79 | -74 | -92 |
| H | 1731999827.223 | 129.058 | 112.466 | 42.672 | -92 | -86 | -91 | -84 | -81 | -83 | -86 | -85 |
| I | 1732000059.230 | 102.737 | 197.835 | 42.672 | -88 | -100 | -91 | -88 | -67 | -86 | -83 | -74 |
| J | 1732000193.218 | 9.340 | 7.392 | 42.672 | -93 | -78 | -88 | -87 | -80 | -89 | -89 | -77 |
| K | 1731999977.213 | 36.510 | 115.466 | 42.672 | -85 | -77 | -90 | -88 | -80 | -77 | -75 | -81 |
| L | 1731999712.228 | 87.453 | 133.885 | 42.672 | -90 | -82 | -83 | -86 | -78 | -83 | -81 | -83 |
| M | 1731999800.234 | 56.887 | 160.120 | 42.672 | -84 | -89 | -90 | -88 | -86 | -78 | -81 | -91 |
| N | 1731999632.214 | 96.793 | 107.331 | 42.672 | -85 | -78 | -83 | -71 | -81 | -75 | -75 | -69 |
| O | 1732000074.225 | 78.963 | 176.921 | 42.672 | -92 | -76 | -85 | -91 | -75 | -92 | -93 | -68 |
| P | 1731999832.213 | 140.095 | 121.570 | 42.672 | -88 | -84 | -87 | -80 | -80 | -81 | -86 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999951.229
- **Target RSSI fingerprint:** [-80, -100, -64, -78, -100, -73, -72, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52907371588036,
92.53434658050537,
42.672000000000004
] | 16 |
8,481 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994735.226 | 95.095 | 101.200 | 51.816 | -87 | -92 | -89 | -75 | -86 | -75 | -70 | -85 |
| B | 1731994847.226 | 72.170 | 16.429 | 51.816 | -94 | -94 | -79 | -77 | -73 | -74 | -71 | -75 |
| C | 1731994502.228 | 56.038 | 58.642 | 51.816 | -92 | -93 | -78 | -82 | -79 | -78 | -73 | -66 |
| D | 1731994798.246 | 73.868 | 76.636 | 51.816 | -83 | -76 | -89 | -85 | -83 | -79 | -74 | -77 |
| E | 1731994776.224 | 11.887 | 60.619 | 51.816 | -77 | -85 | -75 | -85 | -82 | -75 | -75 | -70 |
| F | 1731994452.211 | 64.529 | 15.606 | 51.816 | -85 | -83 | -83 | -80 | -79 | -74 | -72 | -83 |
| G | 1731994365.220 | 45.000 | 91.433 | 51.816 | -81 | -81 | -83 | -84 | -74 | -71 | -79 | -71 |
| H | 1731994259.214 | 66.227 | 14.266 | 51.816 | -89 | -77 | -84 | -82 | -86 | -81 | -80 | -78 |
| I | 1731994797.224 | 69.623 | 73.412 | 51.816 | -82 | -74 | -92 | -86 | -85 | -85 | -73 | -76 |
| J | 1731994510.205 | 81.510 | 38.431 | 51.816 | -86 | -78 | -78 | -78 | -77 | -76 | -75 | -68 |
| K | 1731994777.223 | 15.283 | 59.159 | 51.816 | -90 | -92 | -77 | -85 | -83 | -74 | -75 | -70 |
| L | 1731994864.226 | 61.133 | 7.843 | 51.816 | -95 | -99 | -79 | -80 | -78 | -88 | -77 | -75 |
| M | 1731994274.221 | 5.943 | 52.179 | 51.816 | -74 | -75 | -84 | -88 | -81 | -84 | -83 | -80 |
| N | 1731994843.222 | 72.170 | 16.986 | 51.816 | -78 | -80 | -80 | -78 | -72 | -74 | -73 | -75 |
| O | 1731994714.221 | 101.038 | 49.353 | 51.816 | -96 | -89 | -100 | -82 | -82 | -77 | -82 | -79 |
| P | 1731994681.228 | 22.925 | 89.442 | 51.816 | -92 | -95 | -88 | -86 | -81 | -83 | -88 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994468.224
- **Target RSSI fingerprint:** [-77, -77, -82, -87, -82, -86, -83, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.88687629688396,
50.215110778808594,
51.816
] | 16 |
3,036 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008626.147 | 196.982 | 16.933 | 51.816 | -79 | -82 | -71 | -87 | -75 | -82 | -70 | -79 |
| B | 1723008520.147 | 146.888 | 35.618 | 51.816 | -86 | -80 | -74 | -85 | -89 | -85 | -86 | -74 |
| C | 1723008540.136 | 87.453 | 41.842 | 51.816 | -88 | -85 | -76 | -79 | -87 | -84 | -100 | -78 |
| D | 1723008110.154 | 22.925 | 47.269 | 51.816 | -81 | -88 | -81 | -79 | -82 | -78 | -83 | -84 |
| E | 1723008478.139 | 44.151 | 15.327 | 51.816 | -80 | -75 | -100 | -68 | -72 | -76 | -76 | -63 |
| F | 1723007906.156 | 204.624 | 15.035 | 51.816 | -82 | -84 | -76 | -82 | -81 | -78 | -77 | -81 |
| G | 1723008477.168 | 40.755 | 19.746 | 51.816 | -88 | -75 | -100 | -67 | -74 | -78 | -77 | -65 |
| H | 1723007942.167 | 151.133 | 33.879 | 51.816 | -78 | -75 | -73 | -78 | -75 | -84 | -70 | -80 |
| I | 1723008375.152 | 129.057 | 90.000 | 51.816 | -89 | -84 | -100 | -84 | -78 | -83 | -71 | -67 |
| J | 1723008019.167 | 16.132 | 58.735 | 51.816 | -73 | -81 | -79 | -69 | -74 | -71 | -74 | -78 |
| K | 1723007835.160 | 213.115 | 1.937 | 51.816 | -87 | -77 | -89 | -85 | -89 | -100 | -84 | -86 |
| L | 1723008199.152 | 94.246 | 13.098 | 51.816 | -90 | -90 | -78 | -89 | -79 | -69 | -82 | -83 |
| M | 1723008433.142 | 75.567 | 63.777 | 51.816 | -88 | -86 | -79 | -82 | -85 | -78 | -82 | -69 |
| N | 1723008623.166 | 186.794 | 27.855 | 51.816 | -85 | -84 | -71 | -86 | -75 | -79 | -70 | -80 |
| O | 1723008272.140 | 91.699 | 8.453 | 51.816 | -85 | -86 | -71 | -84 | -74 | -74 | -77 | -83 |
| P | 1723008715.152 | 201.228 | 1.354 | 51.816 | -100 | -95 | -96 | -100 | -102 | -100 | -96 | -102 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008225.139
- **Target RSSI fingerprint:** [-81, -83, -77, -76, -82, -73, -88, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90592387628501,
84.65174198150635,
51.816
] | 16 |
34,217 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123703.120 | 0.849 | 63.273 | 60.960 | -100 | -100 | -100 | -87 | -86 | -76 | -100 | -73 |
| B | 1724123167.151 | 96.796 | 76.411 | 60.960 | -75 | -80 | -73 | -78 | -77 | -81 | -75 | -71 |
| C | 1724123604.149 | 16.133 | 35.153 | 60.960 | -75 | -77 | -74 | -77 | -78 | -75 | -84 | -77 |
| D | 1724123073.147 | 50.945 | 13.854 | 60.960 | -100 | -83 | -83 | -78 | -79 | -78 | -82 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123359.127
- **Target RSSI fingerprint:** [-79, -85, -78, -77, -82, -81, -70, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23024489435002,
41.85477256774902,
60.96
] | 4 |
42,798 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693253.181 | 210.573 | 62.185 | 60.960 | -82 | -77 | -80 | -78 | -77 | -76 | -75 | -80 |
| B | 1723693301.157 | 138.401 | 78.428 | 60.960 | -79 | -76 | -77 | -72 | -100 | -78 | -73 | -65 |
| C | 1723693543.158 | 224.159 | 78.441 | 60.960 | -72 | -77 | -79 | -62 | -78 | -78 | -74 | -68 |
| D | 1723693196.160 | 118.872 | 60.858 | 60.960 | -100 | -84 | -100 | -86 | -75 | -69 | -75 | -77 |
| E | 1723693139.142 | 209.724 | 62.105 | 60.960 | -77 | -83 | -77 | -62 | -77 | -76 | -75 | -66 |
| F | 1723693177.138 | 168.119 | 102.169 | 60.960 | -77 | -79 | -82 | -77 | -76 | -82 | -76 | -73 |
| G | 1723693134.149 | 191.893 | 43.819 | 60.960 | -84 | -75 | -80 | -63 | -75 | -76 | -76 | -63 |
| H | 1723693290.149 | 118.023 | 57.819 | 60.960 | -83 | -100 | -75 | -76 | -81 | -72 | -71 | -63 |
| I | 1723693387.150 | 130.759 | 73.385 | 60.960 | -84 | -78 | -81 | -77 | -70 | -80 | -77 | -66 |
| J | 1723693122.164 | 178.308 | 61.920 | 60.960 | -77 | -78 | -69 | -100 | -73 | -100 | -77 | -100 |
| K | 1723693260.135 | 184.252 | 36.958 | 60.960 | -82 | -78 | -83 | -82 | -74 | -77 | -73 | -82 |
| L | 1723693481.152 | 136.703 | 17.251 | 60.960 | -100 | -100 | -75 | -71 | -75 | -68 | -67 | -64 |
| M | 1723693497.131 | 119.721 | 62.172 | 60.960 | -81 | -80 | -82 | -85 | -78 | -78 | -80 | -70 |
| N | 1723693171.159 | 191.893 | 122.273 | 60.960 | -74 | -77 | -82 | -78 | -77 | -84 | -78 | -77 |
| O | 1723693067.139 | 137.552 | 10.364 | 60.960 | -80 | -73 | -83 | -100 | -100 | -81 | -72 | -78 |
| P | 1723693466.155 | 164.723 | 16.495 | 60.960 | -81 | -77 | -75 | -83 | -70 | -79 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693516.154
- **Target RSSI fingerprint:** [-75, -78, -71, -83, -78, -79, -78, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
166.42083349995042,
83.88206005096436,
60.96
] | 16 |
13,418 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994705.237 | 90.001 | 44.562 | 51.816 | -98 | -80 | -86 | -83 | -83 | -80 | -68 | -75 |
| B | 1731994655.234 | 45.849 | 26.912 | 51.816 | -71 | -81 | -80 | -74 | -78 | -77 | -78 | -73 |
| C | 1731994527.212 | 97.642 | 60.022 | 51.816 | -94 | -85 | -90 | -85 | -86 | -88 | -80 | -83 |
| D | 1731994364.214 | 48.397 | 94.777 | 51.816 | -84 | -85 | -82 | -88 | -76 | -74 | -72 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994390.225
- **Target RSSI fingerprint:** [-90, -74, -86, -86, -83, -66, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.075627408498786,
49.47196960449219,
51.816
] | 4 |
18,277 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004939.162 | 120.567 | 47.389 | 60.960 | -84 | -77 | -74 | -84 | -78 | -78 | -79 | -63 |
| B | 1723004598.176 | 126.510 | 12.103 | 60.960 | -80 | -80 | -76 | -85 | -72 | -66 | -68 | -72 |
| C | 1723004681.181 | 38.208 | 11.041 | 60.960 | -86 | -100 | -85 | -72 | -78 | -82 | -84 | -61 |
| D | 1723004777.151 | 81.510 | 91.353 | 60.960 | -100 | -82 | -85 | -69 | -76 | -84 | -77 | -73 |
| E | 1723004887.174 | 18.679 | 20.237 | 60.960 | -73 | -77 | -77 | -73 | -81 | -82 | -79 | -73 |
| F | 1723004644.144 | 22.925 | 86.257 | 60.960 | -75 | -75 | -79 | -100 | -87 | -80 | -74 | -69 |
| G | 1723004636.163 | 62.831 | 89.827 | 60.960 | -81 | -70 | -79 | -100 | -82 | -75 | -72 | -62 |
| H | 1723004704.146 | 129.057 | 14.903 | 60.960 | -77 | -83 | -83 | -79 | -74 | -82 | -71 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004873.153
- **Target RSSI fingerprint:** [-77, -80, -78, -79, -82, -86, -86, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5471866454591616,
84.545578956604,
60.96
] | 8 |
34,981 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698352.143 | 22.076 | 34.875 | 51.816 | -100 | -79 | -76 | -78 | -73 | -75 | -71 | -65 |
| B | 1723698262.155 | 35.662 | 56.293 | 51.816 | -75 | -100 | -100 | -75 | -79 | -75 | -74 | -64 |
| C | 1723698284.142 | 39.907 | 1.500 | 51.816 | -80 | -76 | -78 | -78 | -77 | -76 | -73 | -76 |
| D | 1723698004.129 | 16.982 | 50.613 | 51.816 | -77 | -86 | -72 | -77 | -75 | -71 | -76 | -64 |
| E | 1723698220.152 | 125.665 | 42.478 | 51.816 | -72 | -71 | -74 | -73 | -73 | -72 | -75 | -100 |
| F | 1723698014.146 | 39.907 | 61.747 | 51.816 | -77 | -86 | -77 | -81 | -76 | -73 | -75 | -73 |
| G | 1723697927.156 | 32.265 | 19.361 | 51.816 | -83 | -79 | -76 | -77 | -76 | -100 | -70 | -74 |
| H | 1723698296.153 | 71.323 | 19.043 | 51.816 | -79 | -70 | -76 | -83 | -73 | -75 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698376.152
- **Target RSSI fingerprint:** [-74, -80, -74, -83, -76, -77, -81, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75767026997622,
84.70482349395752,
51.816
] | 8 |
5,287 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002945.139 | 133.303 | 12.554 | 51.816 | -76 | -100 | -81 | -77 | -83 | -79 | -72 | -79 |
| B | 1723002793.195 | 76.416 | 6.542 | 51.816 | -77 | -73 | -81 | -77 | -75 | -66 | -74 | -77 |
| C | 1723003432.157 | 11.887 | 51.516 | 51.816 | -89 | -84 | -88 | -85 | -76 | -91 | -81 | -78 |
| D | 1723002998.146 | 5.094 | 67.440 | 51.816 | -88 | -81 | -89 | -86 | -77 | -84 | -80 | -78 |
| E | 1723003130.136 | 16.981 | 37.993 | 51.816 | -80 | -76 | -91 | -75 | -76 | -84 | -70 | -76 |
| F | 1723002875.154 | 67.925 | 91.858 | 51.816 | -76 | -89 | -75 | -87 | -80 | -86 | -73 | -71 |
| G | 1723003288.145 | 86.604 | 6.157 | 51.816 | -80 | -74 | -73 | -88 | -85 | -79 | -86 | -74 |
| H | 1723003450.142 | 27.170 | 92.866 | 51.816 | -86 | -82 | -80 | -80 | -79 | -81 | -69 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003032.177
- **Target RSSI fingerprint:** [-87, -87, -87, -85, -77, -72, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11402138067132,
94.81685161590576,
51.816
] | 8 |
44,815 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691415.285 | 170.666 | 69.338 | 51.816 | -81 | -79 | -75 | -83 | -76 | -78 | -77 | -78 |
| B | 1723691366.145 | 200.384 | 135.345 | 51.816 | -85 | -78 | -82 | -84 | -82 | -83 | -85 | -80 |
| C | 1723691697.142 | 129.910 | 77.950 | 51.816 | -81 | -80 | -74 | -80 | -75 | -82 | -79 | -76 |
| D | 1723691416.151 | 174.063 | 72.257 | 51.816 | -82 | -81 | -75 | -84 | -80 | -79 | -78 | -78 |
| E | 1723691252.125 | 78.116 | 49.353 | 51.816 | -75 | -100 | -77 | -78 | -100 | -75 | -74 | -79 |
| F | 1723691273.152 | 149.439 | 17.119 | 51.816 | -88 | -100 | -100 | -79 | -100 | -86 | -83 | -82 |
| G | 1723691380.168 | 149.439 | 90.292 | 51.816 | -85 | -78 | -76 | -87 | -87 | -79 | -80 | -71 |
| H | 1723691878.146 | 141.797 | 8.798 | 51.816 | -87 | -80 | -81 | -80 | -80 | -76 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691561.154
- **Target RSSI fingerprint:** [-100, -78, -68, -85, -81, -76, -78, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.78061857362115,
138.7019920349121,
51.816
] | 8 |
11,696 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833819.148 | 56.887 | 14.372 | 60.960 | -100 | -85 | -84 | -84 | -83 | -77 | -90 | -75 |
| B | 1722833801.165 | 103.586 | 37.104 | 60.960 | -81 | -81 | -100 | -68 | -80 | -83 | -78 | -77 |
| C | 1722833653.171 | 39.057 | 91.911 | 60.960 | -82 | -83 | -75 | -84 | -84 | -76 | -79 | -80 |
| D | 1722833118.146 | 66.227 | 6.927 | 60.960 | -86 | -102 | -83 | -89 | -102 | -102 | -100 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833658.158
- **Target RSSI fingerprint:** [-87, -86, -88, -90, -86, -93, -85, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.302190360717574,
87.69065856933594,
60.96
] | 4 |
8,101 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000134.153 | 25.472 | 91.831 | 42.672 | -81 | -78 | -80 | -82 | -75 | -79 | -78 | -67 |
| B | 1722999584.143 | 19.528 | 14.876 | 42.672 | -87 | -100 | -79 | -77 | -74 | -82 | -77 | -72 |
| C | 1723000084.148 | 132.454 | 51.250 | 42.672 | -82 | -81 | -78 | -72 | -90 | -82 | -80 | -89 |
| D | 1723000176.125 | 106.133 | 51.104 | 42.672 | -83 | -74 | -82 | -80 | -81 | -80 | -62 | -71 |
| E | 1722999686.125 | 35.661 | 91.858 | 42.672 | -80 | -87 | -85 | -82 | -78 | -76 | -80 | -68 |
| F | 1722999825.151 | 68.774 | 13.443 | 42.672 | -87 | -80 | -87 | -85 | -75 | -87 | -72 | -70 |
| G | 1722999794.160 | 0.849 | 85.461 | 42.672 | -83 | -90 | -85 | -89 | -90 | -82 | -82 | -82 |
| H | 1722999604.145 | 91.699 | 12.222 | 42.672 | -84 | -76 | -83 | -80 | -75 | -80 | -71 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000119.151
- **Target RSSI fingerprint:** [-92, -91, -91, -88, -88, -89, -79, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.79249782245277,
67.02867984771729,
42.672000000000004
] | 8 |
27,826 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938231.139 | 0.000 | 24.935 | 30.480 | -66 | -100 | -64 | -65 | -68 | -74 | -75 | -63 |
| B | 1725937871.159 | 52.642 | 15.142 | 30.480 | -77 | -75 | -85 | -83 | -86 | -84 | -82 | -67 |
| C | 1725937812.124 | 90.001 | 3.503 | 30.480 | -70 | -100 | -82 | -82 | -85 | -84 | -81 | -67 |
| D | 1725938168.158 | 72.171 | 79.529 | 30.480 | -100 | -68 | -79 | -81 | -82 | -83 | -82 | -74 |
| E | 1725937799.152 | 50.095 | 14.279 | 30.480 | -76 | -100 | -80 | -79 | -79 | -76 | -73 | -67 |
| F | 1725938063.161 | 101.039 | 42.160 | 30.480 | -75 | -65 | -81 | -84 | -85 | -80 | -77 | -75 |
| G | 1725938179.135 | 107.832 | 46.128 | 30.480 | -100 | -63 | -81 | -79 | -82 | -76 | -72 | -79 |
| H | 1725938159.158 | 58.586 | 90.225 | 30.480 | -100 | -71 | -75 | -75 | -74 | -73 | -69 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937824.152
- **Target RSSI fingerprint:** [-75, -62, -85, -86, -87, -85, -84, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49188876207775,
17.941551208496094,
30.48
] | 8 |
23,315 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943275.157 | 51.793 | 39.015 | 60.960 | -72 | -72 | -76 | -74 | -78 | -76 | -71 | -74 |
| B | 1725942900.152 | 33.963 | 20.290 | 60.960 | -100 | -100 | -78 | -78 | -69 | -74 | -100 | -69 |
| C | 1725943163.167 | 65.378 | 69.046 | 60.960 | -84 | -82 | -76 | -81 | -75 | -79 | -71 | -75 |
| D | 1725943321.170 | 75.567 | 6.237 | 60.960 | -76 | -80 | -71 | -79 | -73 | -69 | -71 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943043.150
- **Target RSSI fingerprint:** [-69, -65, -77, -73, -80, -76, -65, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60493520366734,
60.84468364715576,
60.96
] | 4 |
21,355 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008579.168 | 31.415 | 85.236 | 51.816 | -80 | -73 | -71 | -83 | -82 | -79 | -70 | -100 |
| B | 1723008249.157 | 28.019 | 38.298 | 51.816 | -83 | -75 | -75 | -80 | -70 | -66 | -73 | -66 |
| C | 1723007993.158 | 67.076 | 84.360 | 51.816 | -82 | -100 | -85 | -81 | -71 | -75 | -80 | -77 |
| D | 1723008230.172 | 14.434 | 83.165 | 51.816 | -82 | -82 | -87 | -81 | -87 | -77 | -78 | -74 |
| E | 1723008375.152 | 129.057 | 90.000 | 51.816 | -84 | -78 | -71 | -81 | -89 | -84 | -83 | -67 |
| F | 1723008363.167 | 69.623 | 87.319 | 51.816 | -89 | -74 | -69 | -100 | -87 | -86 | -84 | -72 |
| G | 1723008456.168 | 4.245 | 82.555 | 51.816 | -83 | -83 | -90 | -79 | -86 | -80 | -72 | -73 |
| H | 1723008408.136 | 139.246 | 3.901 | 51.816 | -76 | -85 | -88 | -77 | -75 | -72 | -85 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008024.157
- **Target RSSI fingerprint:** [-83, -74, -77, -80, -71, -67, -72, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.01905293441288,
37.10397720336914,
51.816
] | 8 |
2,192 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004658.144 | 2.547 | 73.677 | 60.960 | -70 | -86 | -73 | -77 | -76 | -71 | -72 | -73 |
| B | 1723005128.158 | 69.623 | 1.340 | 60.960 | -101 | -91 | -97 | -100 | -95 | -93 | -95 | -89 |
| C | 1723004730.142 | 70.472 | 47.322 | 60.960 | -77 | -76 | -81 | -80 | -73 | -74 | -85 | -77 |
| D | 1723004776.151 | 76.416 | 91.167 | 60.960 | -100 | -80 | -85 | -81 | -85 | -86 | -70 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004661.150
- **Target RSSI fingerprint:** [-70, -86, -76, -79, -78, -76, -71, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.79249772122443,
58.56217861175537,
60.96
] | 4 |
19,570 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841108.183 | 113.774 | 152.477 | 60.960 | -100 | -78 | -76 | -74 | -80 | -69 | -73 | -72 |
| B | 1722840929.172 | 49.246 | 156.922 | 60.960 | -77 | -75 | -100 | -79 | -74 | -75 | -73 | -71 |
| C | 1722841341.167 | 45.000 | 152.808 | 60.960 | -79 | -79 | -86 | -79 | -77 | -78 | -72 | -73 |
| D | 1722840973.169 | 88.303 | 131.961 | 60.960 | -78 | -79 | -81 | -74 | -77 | -70 | -73 | -69 |
| E | 1722841260.143 | 45.849 | 156.697 | 60.960 | -82 | -82 | -87 | -85 | -78 | -78 | -77 | -75 |
| F | 1722840802.176 | 32.264 | 36.188 | 60.960 | -81 | -100 | -72 | -78 | -68 | -75 | -80 | -76 |
| G | 1722840978.143 | 106.982 | 147.766 | 60.960 | -80 | -85 | -82 | -76 | -87 | -73 | -86 | -72 |
| H | 1722840909.163 | 95.944 | 181.857 | 60.960 | -78 | -75 | -84 | -82 | -88 | -74 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841253.191
- **Target RSSI fingerprint:** [-86, -81, -86, -81, -71, -83, -72, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528438677672614,
133.4469223022461,
60.96
] | 8 |
39,021 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696561.175 | 78.116 | 21.777 | 42.672 | -83 | -79 | -75 | -67 | -71 | -72 | -69 | -71 |
| B | 1723696813.134 | 77.267 | 78.839 | 42.672 | -89 | -78 | -85 | -73 | -78 | -74 | -73 | -70 |
| C | 1723696872.151 | 54.341 | 63.233 | 42.672 | -85 | -78 | -85 | -64 | -78 | -79 | -85 | -77 |
| D | 1723696466.135 | 92.550 | 86.403 | 42.672 | -88 | -81 | -87 | -78 | -77 | -74 | -74 | -71 |
| E | 1723696614.151 | 26.322 | 34.423 | 42.672 | -67 | -79 | -80 | -65 | -66 | -71 | -78 | -69 |
| F | 1723696489.137 | 128.212 | 46.101 | 42.672 | -100 | -82 | -85 | -100 | -82 | -80 | -82 | -82 |
| G | 1723696388.141 | 87.456 | 22.626 | 42.672 | -79 | -77 | -78 | -67 | -72 | -73 | -68 | -70 |
| H | 1723696800.268 | 22.076 | 49.698 | 42.672 | -74 | -100 | -77 | -69 | -74 | -77 | -85 | -73 |
| I | 1723696468.157 | 96.796 | 88.686 | 42.672 | -89 | -100 | -84 | -85 | -74 | -72 | -68 | -65 |
| J | 1723696665.136 | 125.665 | 40.886 | 42.672 | -84 | -77 | -79 | -82 | -78 | -78 | -85 | -89 |
| K | 1723696827.141 | 106.985 | 75.535 | 42.672 | -100 | -100 | -74 | -100 | -77 | -76 | -71 | -70 |
| L | 1723696539.166 | 28.020 | 30.097 | 42.672 | -69 | -71 | -70 | -73 | -76 | -79 | -80 | -72 |
| M | 1723696655.154 | 122.268 | 57.275 | 42.672 | -100 | -78 | -75 | -100 | -85 | -77 | -78 | -74 |
| N | 1723696611.145 | 30.567 | 25.678 | 42.672 | -80 | -74 | -80 | -75 | -74 | -78 | -80 | -76 |
| O | 1723696576.143 | 122.268 | 45.783 | 42.672 | -83 | -72 | -85 | -80 | -77 | -75 | -69 | -72 |
| P | 1723696730.151 | 49.247 | 3.994 | 42.672 | -79 | -78 | -81 | -69 | -80 | -73 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696545.135
- **Target RSSI fingerprint:** [-76, -74, -79, -80, -100, -100, -81, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75612035510109,
4.193439483642578,
42.672000000000004
] | 16 |
4,219 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006777.153 | 64.529 | 81.931 | 42.672 | -78 | -80 | -81 | -83 | -78 | -73 | -85 | -68 |
| B | 1723006873.146 | 99.340 | 39.877 | 42.672 | -82 | -100 | -76 | -86 | -84 | -84 | -88 | -80 |
| C | 1723006467.135 | 40.755 | 83.179 | 42.672 | -85 | -72 | -81 | -73 | -85 | -91 | -70 | -78 |
| D | 1723006319.161 | 75.567 | 58.775 | 42.672 | -89 | -79 | -80 | -85 | -88 | -82 | -81 | -81 |
| E | 1723006329.160 | 65.378 | 83.365 | 42.672 | -74 | -74 | -74 | -100 | -82 | -83 | -77 | -71 |
| F | 1723006407.160 | 146.888 | 34.768 | 42.672 | -91 | -80 | -78 | -87 | -91 | -83 | -81 | -83 |
| G | 1723006935.160 | 129.057 | 89.270 | 42.672 | -89 | -74 | -100 | -80 | -83 | -88 | -75 | -65 |
| H | 1723006332.150 | 56.038 | 83.219 | 42.672 | -86 | -78 | -74 | -100 | -88 | -82 | -85 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006532.150
- **Target RSSI fingerprint:** [-77, -100, -74, -75, -76, -75, -80, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94403014547677,
7.073111534118652,
42.672000000000004
] | 8 |
24,516 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938083.158 | 62.831 | 75.654 | 30.480 | -76 | -81 | -71 | -81 | -83 | -83 | -63 | -72 |
| B | 1725938276.141 | 69.624 | 4.990 | 30.480 | -63 | -80 | -79 | -78 | -80 | -76 | -79 | -61 |
| C | 1725938084.149 | 63.680 | 72.058 | 30.480 | -78 | -81 | -69 | -81 | -85 | -84 | -63 | -71 |
| D | 1725937753.161 | 68.775 | 33.534 | 30.480 | -74 | -81 | -79 | -82 | -79 | -76 | -60 | -75 |
| E | 1725937598.164 | 96.794 | 18.525 | 30.480 | -100 | -79 | -75 | -80 | -83 | -78 | -60 | -100 |
| F | 1725938168.158 | 72.171 | 79.529 | 30.480 | -75 | -79 | -71 | -81 | -83 | -82 | -68 | -74 |
| G | 1725937989.151 | 16.981 | 60.659 | 30.480 | -66 | -65 | -68 | -65 | -61 | -55 | -64 | -59 |
| H | 1725937625.152 | 62.831 | 75.190 | 30.480 | -61 | -71 | -71 | -75 | -82 | -78 | -66 | -65 |
| I | 1725937919.188 | 16.981 | 119.938 | 30.480 | -100 | -69 | -65 | -67 | -61 | -48 | -66 | -58 |
| J | 1725938263.141 | 95.945 | 2.375 | 30.480 | -78 | -84 | -86 | -84 | -87 | -83 | -100 | -67 |
| K | 1725937705.155 | 43.302 | 102.580 | 30.480 | -77 | -82 | -73 | -80 | -73 | -63 | -72 | -68 |
| L | 1725937583.169 | 77.265 | 8.705 | 30.480 | -71 | -84 | -88 | -84 | -82 | -81 | -100 | -72 |
| M | 1725937676.146 | 8.491 | 64.494 | 30.480 | -100 | -80 | -100 | -74 | -60 | -47 | -66 | -58 |
| N | 1725938201.158 | 77.265 | 30.655 | 30.480 | -76 | -85 | -83 | -81 | -84 | -78 | -61 | -76 |
| O | 1725938121.141 | 3.396 | 40.541 | 30.480 | -100 | -67 | -100 | -67 | -62 | -56 | -100 | -57 |
| P | 1725938186.138 | 107.832 | 38.046 | 30.480 | -72 | -85 | -70 | -88 | -87 | -83 | -63 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938202.148
- **Target RSSI fingerprint:** [-73, -85, -83, -79, -78, -74, -61, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17078055841904,
33.016700744628906,
30.48
] | 16 |
6,392 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003279.171 | 135.001 | 9.847 | 51.816 | -83 | -75 | -82 | -71 | -80 | -81 | -79 | -82 |
| B | 1723003236.142 | 52.642 | 91.539 | 51.816 | -69 | -84 | -83 | -79 | -85 | -82 | -69 | -77 |
| C | 1723003466.200 | 109.529 | 95.149 | 51.816 | -85 | -88 | -85 | -76 | -87 | -75 | -68 | -63 |
| D | 1723002822.155 | 125.661 | 78.401 | 51.816 | -89 | -87 | -85 | -81 | -87 | -81 | -75 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003579.140
- **Target RSSI fingerprint:** [-100, -100, -99, -100, -98, -106, -99, -95]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71747504482121,
3.370676040649414,
51.816
] | 4 |
16,056 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000268.242 | 6.793 | 2.017 | 42.672 | -103 | -98 | -93 | -91 | -101 | -90 | -100 | -87 |
| B | 1731999755.213 | 78.963 | 68.847 | 42.672 | -72 | -83 | -78 | -85 | -75 | -64 | -72 | -85 |
| C | 1732000153.215 | 122.265 | 102.381 | 42.672 | -78 | -84 | -86 | -76 | -80 | -74 | -74 | -63 |
| D | 1731999582.219 | 21.227 | 137.985 | 42.672 | -93 | -84 | -91 | -81 | -76 | -89 | -76 | -86 |
| E | 1732000163.229 | 84.057 | 72.058 | 42.672 | -75 | -86 | -80 | -76 | -74 | -69 | -72 | -64 |
| F | 1731999952.235 | 105.284 | 89.429 | 42.672 | -67 | -82 | -77 | -100 | -74 | -64 | -72 | -63 |
| G | 1731999788.228 | 32.264 | 145.948 | 42.672 | -93 | -87 | -89 | -79 | -81 | -87 | -77 | -78 |
| H | 1731999561.231 | 57.736 | 94.193 | 42.672 | -92 | -81 | -87 | -77 | -83 | -85 | -73 | -68 |
| I | 1732000111.221 | 58.585 | 103.987 | 42.672 | -89 | -89 | -90 | -75 | -85 | -89 | -78 | -80 |
| J | 1731999841.203 | 131.605 | 144.780 | 42.672 | -81 | -83 | -87 | -72 | -80 | -81 | -77 | -83 |
| K | 1731999614.210 | 89.152 | 89.442 | 42.672 | -74 | -80 | -81 | -79 | -74 | -70 | -74 | -64 |
| L | 1731999624.227 | 91.699 | 96.383 | 42.672 | -93 | -84 | -83 | -77 | -80 | -90 | -82 | -86 |
| M | 1731999554.225 | 72.170 | 76.199 | 42.672 | -88 | -89 | -77 | -88 | -87 | -76 | -87 | -88 |
| N | 1731999544.246 | 51.793 | 59.956 | 42.672 | -93 | -93 | -80 | -86 | -79 | -89 | -80 | -79 |
| O | 1731999767.220 | 56.038 | 95.135 | 42.672 | -92 | -82 | -83 | -83 | -81 | -88 | -71 | -77 |
| P | 1732000070.233 | 96.793 | 194.265 | 42.672 | -83 | -83 | -87 | -72 | -88 | -81 | -86 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000019.215
- **Target RSSI fingerprint:** [-83, -81, -83, -81, -77, -85, -72, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.52907371588036,
103.2435417175293,
42.672000000000004
] | 16 |
27,739 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943336.141 | 101.888 | 13.668 | 60.960 | -73 | -74 | -73 | -79 | -76 | -67 | -77 | -78 |
| B | 1725943117.155 | 55.189 | 9.727 | 60.960 | -82 | -84 | -76 | -68 | -74 | -71 | -70 | -69 |
| C | 1725943226.158 | 26.321 | 109.242 | 60.960 | -82 | -73 | -73 | -79 | -79 | -71 | -76 | -78 |
| D | 1725943265.151 | 96.794 | 19.441 | 60.960 | -76 | -79 | -77 | -78 | -76 | -77 | -76 | -73 |
| E | 1725943209.148 | 10.189 | 70.439 | 60.960 | -75 | -72 | -73 | -77 | -80 | -74 | -77 | -82 |
| F | 1725943386.174 | 41.604 | 10.099 | 60.960 | -74 | -75 | -74 | -72 | -76 | -72 | -76 | -69 |
| G | 1725943161.161 | 65.378 | 71.766 | 60.960 | -84 | -84 | -84 | -72 | -76 | -79 | -73 | -78 |
| H | 1725942902.180 | 33.963 | 22.546 | 60.960 | -100 | -100 | -77 | -70 | -73 | -100 | -66 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943056.131
- **Target RSSI fingerprint:** [-73, -74, -73, -77, -77, -59, -75, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536303971649,
29.42042827606201,
60.96
] | 8 |
10,061 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833400.152 | 64.529 | 7.790 | 60.960 | -86 | -91 | -100 | -97 | -88 | -83 | -86 | -84 |
| B | 1722833426.137 | 50.095 | 22.679 | 60.960 | -90 | -84 | -86 | -93 | -80 | -80 | -80 | -80 |
| C | 1722833467.166 | 63.680 | 68.396 | 60.960 | -82 | -82 | -78 | -70 | -78 | -83 | -78 | -81 |
| D | 1722833981.161 | 117.171 | 77.167 | 60.960 | -83 | -83 | -85 | -80 | -81 | -78 | -77 | -92 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833422.147
- **Target RSSI fingerprint:** [-89, -84, -87, -86, -83, -83, -81, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52875426303011,
11.26655101776123,
60.96
] | 4 |
37,111 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698572.142 | 0.000 | 58.974 | 51.816 | -103 | -100 | -100 | -97 | -100 | -96 | -92 | -92 |
| B | 1723698327.139 | 102.739 | 61.840 | 51.816 | -80 | -100 | -77 | -74 | -71 | -78 | -83 | -69 |
| C | 1723697951.139 | 98.494 | 34.224 | 51.816 | -72 | -79 | -70 | -77 | -74 | -73 | -69 | -74 |
| D | 1723698303.149 | 103.588 | 35.883 | 51.816 | -71 | -78 | -75 | -79 | -73 | -73 | -70 | -77 |
| E | 1723697997.142 | 28.869 | 27.271 | 51.816 | -85 | -77 | -79 | -80 | -78 | -77 | -73 | -75 |
| F | 1723698565.137 | 6.793 | 59.080 | 51.816 | -106 | -100 | -100 | -96 | -100 | -99 | -90 | -86 |
| G | 1723698050.143 | 120.570 | 43.275 | 51.816 | -100 | -73 | -73 | -73 | -70 | -75 | -78 | -71 |
| H | 1723698129.150 | 114.627 | 40.873 | 51.816 | -72 | -77 | -73 | -77 | -75 | -74 | -66 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698059.141
- **Target RSSI fingerprint:** [-81, -70, -78, -82, -74, -76, -75, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.36132689294746,
24.205169677734375,
51.816
] | 8 |
34,556 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130220.140 | 78.965 | 76.729 | 60.960 | -77 | -76 | -75 | -73 | -72 | -75 | -73 | -70 |
| B | 1724129993.127 | 74.720 | 8.971 | 60.960 | -83 | -80 | -83 | -80 | -83 | -72 | -72 | -64 |
| C | 1724130059.142 | 120.570 | 30.270 | 60.960 | -85 | -71 | -71 | -78 | -80 | -67 | -68 | -72 |
| D | 1724130083.117 | 118.023 | 96.688 | 60.960 | -100 | -72 | -84 | -100 | -77 | -74 | -80 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129947.128
- **Target RSSI fingerprint:** [-84, -73, -76, -82, -77, -67, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71956749687213,
39.77132320404053,
60.96
] | 4 |
22,437 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941132.162 | 10.189 | 72.576 | 51.816 | -78 | -58 | -75 | -81 | -68 | -73 | -76 | -65 |
| B | 1725940779.158 | 108.681 | 0.929 | 51.816 | -75 | -100 | -77 | -71 | -76 | -64 | -66 | -65 |
| C | 1725940939.147 | 8.491 | 65.357 | 51.816 | -80 | -74 | -78 | -77 | -72 | -73 | -66 | -63 |
| D | 1725940880.152 | 56.888 | 98.426 | 51.816 | -66 | -82 | -79 | -73 | -78 | -82 | -78 | -68 |
| E | 1725941015.165 | 61.982 | 65.556 | 51.816 | -80 | -79 | -76 | -79 | -78 | -77 | -78 | -63 |
| F | 1725941012.140 | 65.378 | 83.378 | 51.816 | -78 | -80 | -74 | -78 | -72 | -71 | -69 | -62 |
| G | 1725941017.150 | 59.435 | 54.090 | 51.816 | -75 | -81 | -74 | -79 | -76 | -76 | -76 | -61 |
| H | 1725941140.155 | 7.642 | 71.434 | 51.816 | -80 | -76 | -77 | -78 | -74 | -76 | -72 | -64 |
| I | 1725941341.165 | 5.094 | 55.430 | 51.816 | -77 | -76 | -78 | -77 | -75 | -69 | -74 | -64 |
| J | 1725941323.162 | 44.152 | 56.890 | 51.816 | -80 | -78 | -73 | -78 | -77 | -74 | -74 | -68 |
| K | 1725940886.163 | 78.963 | 77.539 | 51.816 | -68 | -83 | -78 | -75 | -75 | -78 | -75 | -66 |
| L | 1725941106.155 | 102.737 | 31.092 | 51.816 | -82 | -82 | -73 | -77 | -77 | -71 | -72 | -58 |
| M | 1725940973.165 | 96.794 | 14.305 | 51.816 | -100 | -82 | -81 | -76 | -73 | -67 | -64 | -69 |
| N | 1725941384.163 | 78.963 | 18.632 | 51.816 | -83 | -79 | -79 | -76 | -73 | -73 | -63 | -68 |
| O | 1725941393.148 | 44.152 | 28.478 | 51.816 | -79 | -85 | -78 | -76 | -68 | -65 | -64 | -75 |
| P | 1725940928.148 | 22.076 | 69.975 | 51.816 | -80 | -62 | -77 | -78 | -71 | -75 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941278.137
- **Target RSSI fingerprint:** [-66, -60, -78, -70, -100, -100, -100, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.358993862179524,
115.57172298431396,
51.816
] | 16 |
1,477 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999881.215 | 33.113 | 134.827 | 42.672 | -83 | -87 | -90 | -80 | -87 | -75 | -87 | -87 |
| B | 1731999775.239 | 28.868 | 125.525 | 42.672 | -90 | -86 | -78 | -75 | -76 | -83 | -83 | -76 |
| C | 1731999595.216 | 31.415 | 147.354 | 42.672 | -92 | -88 | -90 | -87 | -90 | -91 | -89 | -91 |
| D | 1731999604.209 | 64.529 | 115.227 | 42.672 | -82 | -87 | -84 | -81 | -78 | -75 | -84 | -70 |
| E | 1731999572.233 | 22.076 | 132.571 | 42.672 | -95 | -87 | -82 | -74 | -79 | -90 | -83 | -78 |
| F | 1731999871.217 | 71.321 | 170.657 | 42.672 | -93 | -89 | -77 | -73 | -91 | -84 | -70 | -90 |
| G | 1731999743.217 | 120.567 | 102.129 | 42.672 | -83 | -87 | -79 | -76 | -81 | -79 | -65 | -75 |
| H | 1731999756.239 | 79.812 | 68.727 | 42.672 | -70 | -75 | -77 | -87 | -74 | -62 | -78 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999972.256
- **Target RSSI fingerprint:** [-94, -83, -87, -100, -82, -86, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34000556446777,
93.87465476989746,
42.672000000000004
] | 8 |
21,662 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940972.162 | 95.096 | 14.650 | 51.816 | -78 | -75 | -84 | -76 | -71 | -71 | -66 | -69 |
| B | 1725941321.161 | 53.491 | 52.644 | 51.816 | -79 | -75 | -80 | -77 | -76 | -72 | -74 | -69 |
| C | 1725941304.152 | 110.379 | 52.232 | 51.816 | -76 | -78 | -80 | -77 | -74 | -80 | -79 | -62 |
| D | 1725940981.158 | 101.888 | 22.891 | 51.816 | -77 | -71 | -83 | -72 | -75 | -77 | -73 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941242.143
- **Target RSSI fingerprint:** [-82, -78, -84, -75, -75, -69, -71, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0,
31.981611251831055,
51.816
] | 4 |
36,872 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128747.151 | 130.759 | 63.777 | 51.816 | -100 | -100 | -79 | -64 | -70 | -73 | -100 | -64 |
| B | 1724128914.146 | 86.607 | 53.347 | 51.816 | -80 | -77 | -89 | -71 | -79 | -85 | -69 | -72 |
| C | 1724128816.130 | 78.116 | 75.217 | 51.816 | -80 | -84 | -83 | -66 | -79 | -84 | -79 | -71 |
| D | 1724128782.158 | 53.492 | 4.631 | 51.816 | -78 | -74 | -70 | -100 | -74 | -65 | -64 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128808.160
- **Target RSSI fingerprint:** [-83, -80, -87, -78, -81, -82, -67, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77596631227733,
76.01272583007812,
51.816
] | 4 |
27,245 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937841.148 | 98.492 | 42.001 | 30.480 | -75 | -80 | -80 | -73 | -71 | -73 | -77 | -70 |
| B | 1725938134.148 | 9.340 | 78.600 | 30.480 | -69 | -78 | -73 | -76 | -64 | -64 | -59 | -46 |
| C | 1725937754.148 | 63.680 | 35.857 | 30.480 | -100 | -85 | -100 | -83 | -60 | -81 | -74 | -76 |
| D | 1725938213.142 | 22.925 | 57.620 | 30.480 | -63 | -63 | -64 | -64 | -62 | -62 | -58 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938172.143
- **Target RSSI fingerprint:** [-80, -82, -88, -84, -70, -81, -75, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.7558686635332,
66.41824245452881,
30.48
] | 4 |
35,510 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128620.110 | 42.454 | 63.645 | 51.816 | -85 | -87 | -80 | -81 | -68 | -87 | -81 | -80 |
| B | 1724128933.151 | 138.401 | 53.745 | 51.816 | -88 | -82 | -80 | -84 | -100 | -74 | -78 | -71 |
| C | 1724128934.130 | 140.099 | 50.348 | 51.816 | -86 | -83 | -81 | -84 | -100 | -79 | -80 | -72 |
| D | 1724128529.127 | 41.605 | 37.821 | 51.816 | -81 | -80 | -79 | -85 | -82 | -84 | -75 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128762.138
- **Target RSSI fingerprint:** [-100, -76, -83, -72, -80, -63, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72112654359388,
33.12286376953125,
51.816
] | 4 |
22,574 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941300.163 | 107.832 | 54.289 | 51.816 | -78 | -100 | -75 | -73 | -73 | -100 | -100 | -61 |
| B | 1725941312.162 | 97.643 | 33.017 | 51.816 | -81 | -78 | -80 | -83 | -87 | -77 | -75 | -74 |
| C | 1725941167.152 | 64.529 | 21.909 | 51.816 | -78 | -75 | -82 | -78 | -84 | -75 | -73 | -74 |
| D | 1725941073.155 | 26.321 | 127.236 | 51.816 | -79 | -100 | -76 | -77 | -59 | -78 | -81 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940974.138
- **Target RSSI fingerprint:** [-77, -64, -81, -76, -82, -74, -66, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49189290938237,
14.106411933898926,
51.816
] | 4 |
12,613 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828871.151 | 32.264 | 86.443 | 42.672 | -88 | -79 | -88 | -86 | -88 | -75 | -81 | -80 |
| B | 1722828679.139 | 33.113 | 87.823 | 42.672 | -82 | -83 | -80 | -81 | -84 | -89 | -76 | -73 |
| C | 1722828462.176 | 2.547 | 54.289 | 42.672 | -89 | -87 | -83 | -84 | -100 | -73 | -80 | -76 |
| D | 1722828457.162 | 8.491 | 50.069 | 42.672 | -88 | -86 | -84 | -84 | -85 | -72 | -81 | -76 |
| E | 1722828632.162 | 75.567 | 13.775 | 42.672 | -97 | -96 | -78 | -83 | -72 | -89 | -86 | -83 |
| F | 1722828496.154 | 94.246 | 37.422 | 42.672 | -88 | -81 | -80 | -85 | -83 | -78 | -78 | -76 |
| G | 1722828640.151 | 66.227 | 7.670 | 42.672 | -96 | -90 | -78 | -88 | -88 | -78 | -85 | -82 |
| H | 1722828892.164 | 90.850 | 41.616 | 42.672 | -94 | -81 | -91 | -88 | -78 | -83 | -82 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828730.147
- **Target RSSI fingerprint:** [-85, -98, -90, -84, -89, -96, -78, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96281826146343,
113.35556983947754,
42.672000000000004
] | 8 |
42,232 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698418.168 | 78.116 | 23.621 | 51.816 | -79 | -69 | -80 | -76 | -76 | -79 | -74 | -68 |
| B | 1723698568.165 | 3.396 | 58.934 | 51.816 | -100 | -88 | -95 | -98 | -100 | -100 | -98 | -78 |
| C | 1723698037.133 | 108.683 | 75.124 | 51.816 | -76 | -100 | -73 | -73 | -78 | -71 | -75 | -100 |
| D | 1723698213.146 | 111.230 | 72.085 | 51.816 | -76 | -80 | -71 | -75 | -77 | -70 | -77 | -74 |
| E | 1723698259.151 | 48.398 | 61.681 | 51.816 | -79 | -80 | -76 | -83 | -77 | -73 | -74 | -66 |
| F | 1723698088.148 | 23.774 | 53.586 | 51.816 | -76 | -76 | -82 | -80 | -77 | -80 | -74 | -66 |
| G | 1723698074.142 | 59.436 | 66.033 | 51.816 | -79 | -81 | -75 | -75 | -74 | -80 | -70 | -62 |
| H | 1723698370.164 | 59.436 | 71.501 | 51.816 | -100 | -80 | -83 | -74 | -77 | -69 | -71 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698150.135
- **Target RSSI fingerprint:** [-82, -100, -75, -79, -78, -74, -78, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.2866446878916,
63.25989246368408,
51.816
] | 8 |
30,621 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691576.123 | 169.817 | 106.216 | 51.816 | -81 | -75 | -80 | -78 | -83 | -77 | -74 | -79 |
| B | 1723691552.147 | 218.215 | 109.096 | 51.816 | -71 | -100 | -100 | -74 | -78 | -71 | -81 | -73 |
| C | 1723691820.142 | 185.950 | 87.770 | 51.816 | -80 | -84 | -81 | -80 | -74 | -74 | -80 | -78 |
| D | 1723691512.404 | 162.175 | 100.523 | 51.816 | -100 | -72 | -73 | -100 | -100 | -77 | -76 | -79 |
| E | 1723691991.157 | 3.396 | 75.601 | 51.816 | -100 | -104 | -100 | -100 | -83 | -89 | -100 | -97 |
| F | 1723691296.151 | 127.363 | 75.960 | 51.816 | -81 | -83 | -83 | -77 | -76 | -72 | -77 | -79 |
| G | 1723691535.150 | 208.026 | 69.457 | 51.816 | -82 | -100 | -100 | -78 | -78 | -76 | -82 | -79 |
| H | 1723691319.154 | 181.704 | 72.416 | 51.816 | -100 | -84 | -79 | -80 | -74 | -100 | -75 | -83 |
| I | 1723691841.132 | 230.951 | 92.946 | 51.816 | -84 | -87 | -86 | -100 | -74 | -81 | -78 | -77 |
| J | 1723691586.141 | 130.759 | 72.085 | 51.816 | -79 | -76 | -77 | -75 | -83 | -100 | -71 | -74 |
| K | 1723691578.140 | 162.175 | 99.355 | 51.816 | -85 | -78 | -82 | -79 | -84 | -78 | -72 | -78 |
| L | 1723691322.138 | 188.497 | 58.376 | 51.816 | -100 | -88 | -87 | -83 | -74 | -100 | -73 | -82 |
| M | 1723691099.140 | 3.396 | 75.893 | 51.816 | -100 | -84 | -90 | -100 | -94 | -76 | -100 | -88 |
| N | 1723691752.152 | 218.215 | 114.470 | 51.816 | -70 | -77 | -72 | -73 | -82 | -72 | -81 | -76 |
| O | 1723691883.137 | 119.721 | 18.393 | 51.816 | -80 | -100 | -100 | -76 | -80 | -79 | -69 | -76 |
| P | 1723691754.129 | 213.970 | 122.592 | 51.816 | -70 | -72 | -70 | -74 | -82 | -73 | -82 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691689.145
- **Target RSSI fingerprint:** [-76, -74, -74, -69, -83, -75, -81, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17385567983216,
63.857059478759766,
51.816
] | 16 |
16,937 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006453.205 | 2.547 | 74.964 | 42.672 | -87 | -87 | -86 | -91 | -78 | -83 | -77 | -76 |
| B | 1723007045.150 | 206.322 | 4.658 | 42.672 | -103 | -94 | -95 | -91 | -92 | -93 | -100 | -105 |
| C | 1723006660.147 | 39.906 | 38.617 | 42.672 | -88 | -84 | -85 | -89 | -79 | -77 | -77 | -66 |
| D | 1723006901.143 | 6.792 | 69.882 | 42.672 | -81 | -83 | -86 | -83 | -77 | -84 | -73 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006335.137
- **Target RSSI fingerprint:** [-79, -87, -100, -82, -83, -78, -81, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75498625648571,
82.8602409362793,
42.672000000000004
] | 4 |
43,011 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123597.155 | 29.718 | 3.981 | 60.960 | -80 | -81 | -83 | -79 | -82 | -76 | -77 | -82 |
| B | 1724123122.147 | 24.623 | 22.958 | 60.960 | -81 | -79 | -71 | -78 | -70 | -77 | -74 | -63 |
| C | 1724123058.143 | 23.774 | 25.227 | 60.960 | -82 | -68 | -67 | -75 | -61 | -75 | -81 | -100 |
| D | 1724123438.140 | 101.890 | 39.201 | 60.960 | -74 | -82 | -83 | -76 | -81 | -78 | -73 | -68 |
| E | 1724123524.120 | 106.985 | 60.500 | 60.960 | -79 | -82 | -74 | -77 | -82 | -77 | -73 | -71 |
| F | 1724123606.131 | 11.887 | 44.137 | 60.960 | -82 | -69 | -75 | -74 | -70 | -81 | -86 | -78 |
| G | 1724123166.140 | 94.249 | 80.193 | 60.960 | -89 | -78 | -72 | -75 | -80 | -79 | -75 | -73 |
| H | 1724123361.126 | 101.890 | 35.896 | 60.960 | -76 | -81 | -77 | -78 | -82 | -77 | -67 | -62 |
| I | 1724123318.144 | 13.585 | 45.955 | 60.960 | -90 | -77 | -76 | -80 | -72 | -77 | -76 | -70 |
| J | 1724123390.149 | 45.002 | 59.717 | 60.960 | -88 | -100 | -100 | -80 | -100 | -78 | -69 | -63 |
| K | 1724123442.143 | 112.079 | 45.106 | 60.960 | -69 | -82 | -84 | -72 | -79 | -80 | -73 | -66 |
| L | 1724123071.135 | 43.303 | 10.431 | 60.960 | -78 | -79 | -80 | -77 | -78 | -76 | -79 | -68 |
| M | 1724123472.142 | 40.756 | 28.943 | 60.960 | -79 | -84 | -81 | -82 | -77 | -79 | -70 | -65 |
| N | 1724123425.127 | 46.700 | 10.590 | 60.960 | -100 | -79 | -75 | -100 | -69 | -73 | -100 | -66 |
| O | 1724123368.133 | 72.172 | 19.335 | 60.960 | -77 | -82 | -82 | -80 | -79 | -77 | -65 | -62 |
| P | 1724123462.143 | 84.059 | 51.250 | 60.960 | -77 | -83 | -79 | -80 | -83 | -78 | -72 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123511.132
- **Target RSSI fingerprint:** [-82, -69, -80, -74, -79, -71, -73, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
87.45584140548132,
86.17783546447754,
60.96
] | 16 |
20,658 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004737.162 | 34.812 | 45.531 | 60.960 | -84 | -80 | -100 | -70 | -80 | -77 | -88 | -77 |
| B | 1723005130.175 | 67.925 | 0.000 | 60.960 | -100 | -100 | -89 | -95 | -88 | -90 | -89 | -89 |
| C | 1723004186.145 | 67.076 | 0.199 | 60.960 | -100 | -100 | -100 | -83 | -85 | -90 | -91 | -72 |
| D | 1723004844.138 | 69.623 | 73.319 | 60.960 | -74 | -80 | -79 | -88 | -86 | -82 | -75 | -69 |
| E | 1723004857.139 | 50.944 | 89.243 | 60.960 | -84 | -78 | -81 | -83 | -80 | -82 | -86 | -71 |
| F | 1723004925.142 | 130.756 | 18.326 | 60.960 | -71 | -81 | -77 | -81 | -74 | -74 | -75 | -70 |
| G | 1723004966.155 | 11.038 | 45.610 | 60.960 | -83 | -85 | -80 | -88 | -89 | -89 | -81 | -79 |
| H | 1723004771.169 | 50.095 | 89.734 | 60.960 | -74 | -79 | -66 | -83 | -79 | -84 | -69 | -72 |
| I | 1723004954.149 | 45.000 | 44.602 | 60.960 | -83 | -73 | -100 | -68 | -73 | -69 | -86 | -74 |
| J | 1723004670.156 | 18.679 | 14.213 | 60.960 | -83 | -80 | -78 | -78 | -83 | -80 | -71 | -69 |
| K | 1723004840.145 | 72.170 | 53.427 | 60.960 | -75 | -81 | -81 | -83 | -84 | -85 | -75 | -72 |
| L | 1723004875.148 | 4.245 | 79.145 | 60.960 | -77 | -81 | -74 | -73 | -81 | -82 | -72 | -75 |
| M | 1723004626.176 | 69.623 | 72.947 | 60.960 | -78 | -81 | -81 | -83 | -82 | -79 | -76 | -69 |
| N | 1723004551.169 | 39.906 | 90.889 | 60.960 | -80 | -75 | -67 | -84 | -79 | -78 | -69 | -70 |
| O | 1723004454.160 | 22.925 | 11.121 | 60.960 | -83 | -78 | -71 | -75 | -73 | -76 | -73 | -67 |
| P | 1723004405.148 | 70.472 | 53.772 | 60.960 | -76 | -80 | -83 | -82 | -85 | -78 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004859.152
- **Target RSSI fingerprint:** [-86, -77, -79, -82, -77, -77, -87, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90592411219353,
88.35417747497559,
60.96
] | 16 |
42,476 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128603.134 | 45.002 | 21.246 | 51.816 | -100 | -83 | -67 | -72 | -74 | -83 | -66 | -77 |
| B | 1724128513.149 | 60.285 | 70.532 | 51.816 | -100 | -82 | -85 | -80 | -79 | -79 | -65 | -73 |
| C | 1724128638.143 | 82.361 | 53.174 | 51.816 | -63 | -100 | -100 | -85 | -84 | -77 | -78 | -67 |
| D | 1724128473.136 | 124.816 | 34.039 | 51.816 | -74 | -79 | -79 | -75 | -77 | -78 | -100 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128927.145
- **Target RSSI fingerprint:** [-81, -80, -81, -81, -84, -80, -80, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66472857058082,
72.96053886413574,
51.816
] | 4 |
16,905 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003177.148 | 128.208 | 49.591 | 51.816 | -72 | -73 | -73 | -82 | -100 | -83 | -75 | -76 |
| B | 1723003026.157 | 97.642 | 94.127 | 51.816 | -89 | -88 | -91 | -87 | -82 | -81 | -70 | -71 |
| C | 1723002893.148 | 6.792 | 85.727 | 51.816 | -84 | -85 | -83 | -90 | -62 | -86 | -87 | -74 |
| D | 1723003362.159 | 39.906 | 9.541 | 51.816 | -90 | -85 | -87 | -86 | -83 | -100 | -76 | -70 |
| E | 1723003081.142 | 75.567 | 27.629 | 51.816 | -80 | -87 | -82 | -74 | -81 | -75 | -77 | -70 |
| F | 1723003404.149 | 112.076 | 48.623 | 51.816 | -78 | -85 | -83 | -84 | -100 | -79 | -83 | -62 |
| G | 1723003013.146 | 31.415 | 91.605 | 51.816 | -88 | -83 | -87 | -79 | -78 | -81 | -68 | -81 |
| H | 1723002883.145 | 56.038 | 90.398 | 51.816 | -82 | -79 | -82 | -75 | -77 | -90 | -85 | -63 |
| I | 1723002807.148 | 109.529 | 67.268 | 51.816 | -87 | -85 | -87 | -88 | -86 | -73 | -72 | -83 |
| J | 1723003082.159 | 75.567 | 32.592 | 51.816 | -84 | -88 | -78 | -74 | -78 | -75 | -77 | -66 |
| K | 1723002820.145 | 124.812 | 88.275 | 51.816 | -70 | -68 | -72 | -77 | -72 | -67 | -77 | -71 |
| L | 1723003102.145 | 56.038 | 90.809 | 51.816 | -87 | -78 | -84 | -77 | -77 | -90 | -88 | -63 |
| M | 1723002888.139 | 29.717 | 87.332 | 51.816 | -72 | -76 | -68 | -74 | -72 | -87 | -83 | -66 |
| N | 1723003265.159 | 129.057 | 48.503 | 51.816 | -87 | -89 | -90 | -87 | -79 | -66 | -71 | -68 |
| O | 1723003269.184 | 131.605 | 28.146 | 51.816 | -84 | -84 | -82 | -78 | -73 | -72 | -73 | -75 |
| P | 1723002935.136 | 89.152 | 11.240 | 51.816 | -83 | -81 | -78 | -75 | -79 | -79 | -70 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003044.134
- **Target RSSI fingerprint:** [-86, -87, -87, -100, -81, -65, -75, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.20839467918185,
63.68454456329346,
51.816
] | 16 |
3,899 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999945.187 | 137.548 | 60.314 | 42.672 | -82 | -100 | -74 | -78 | -80 | -77 | -71 | -61 |
| B | 1722999610.155 | 122.265 | 13.244 | 42.672 | -82 | -87 | -74 | -77 | -77 | -73 | -68 | -75 |
| C | 1722999537.143 | 71.321 | 61.986 | 42.672 | -84 | -81 | -90 | -86 | -81 | -84 | -70 | -70 |
| D | 1722999807.156 | 16.132 | 27.961 | 42.672 | -83 | -75 | -81 | -83 | -73 | -77 | -70 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000020.122
- **Target RSSI fingerprint:** [-84, -71, -88, -79, -79, -80, -72, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981244556131925,
82.19672203063965,
42.672000000000004
] | 4 |
30,415 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698129.150 | 114.627 | 40.873 | 51.816 | -84 | -77 | -77 | -75 | -73 | -66 | -74 | -76 |
| B | 1723698055.142 | 97.645 | 31.491 | 51.816 | -76 | -72 | -80 | -68 | -76 | -74 | -74 | -63 |
| C | 1723697921.150 | 16.133 | 50.746 | 51.816 | -73 | -71 | -77 | -76 | -74 | -79 | -75 | -72 |
| D | 1723698094.159 | 17.831 | 50.534 | 51.816 | -73 | -69 | -79 | -75 | -78 | -75 | -74 | -65 |
| E | 1723698154.153 | 88.305 | 54.807 | 51.816 | -76 | -100 | -77 | -73 | -78 | -77 | -71 | -62 |
| F | 1723698407.139 | 95.098 | 28.956 | 51.816 | -75 | -73 | -76 | -67 | -79 | -71 | -75 | -63 |
| G | 1723697940.119 | 43.303 | 2.402 | 51.816 | -79 | -76 | -81 | -79 | -75 | -70 | -73 | -71 |
| H | 1723698300.155 | 90.003 | 28.837 | 51.816 | -78 | -79 | -78 | -67 | -74 | -69 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698280.158
- **Target RSSI fingerprint:** [-78, -66, -76, -81, -78, -74, -79, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.8125196145448,
13.137674331665039,
51.816
] | 8 |
41,056 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129819.127 | 60.285 | 3.689 | 60.960 | -78 | -71 | -73 | -81 | -73 | -68 | -70 | -71 |
| B | 1724130149.126 | 135.854 | 68.754 | 60.960 | -74 | -73 | -80 | -74 | -80 | -72 | -75 | -66 |
| C | 1724130222.133 | 82.361 | 70.638 | 60.960 | -76 | -75 | -83 | -79 | -79 | -70 | -81 | -68 |
| D | 1724130193.129 | 43.303 | 26.209 | 60.960 | -83 | -84 | -83 | -79 | -83 | -81 | -72 | -70 |
| E | 1724129953.133 | 101.890 | 54.090 | 60.960 | -78 | -73 | -82 | -73 | -76 | -68 | -72 | -67 |
| F | 1724129863.116 | 101.890 | 22.254 | 60.960 | -81 | -84 | -79 | -100 | -79 | -83 | -75 | -67 |
| G | 1724130314.127 | 69.625 | 40.488 | 60.960 | -79 | -80 | -82 | -77 | -80 | -79 | -69 | -69 |
| H | 1724130380.130 | 39.058 | 39.599 | 60.960 | -79 | -81 | -83 | -79 | -76 | -73 | -73 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129998.127
- **Target RSSI fingerprint:** [-87, -88, -73, -78, -79, -69, -72, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58693360550201,
1.1545228958129883,
60.96
] | 8 |
33,216 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690062.147 | 184.252 | 68.250 | 42.672 | -100 | -89 | -76 | -86 | -81 | -72 | -79 | -78 |
| B | 1723690085.280 | 233.499 | 87.996 | 42.672 | -86 | -100 | -100 | -100 | -100 | -79 | -100 | -100 |
| C | 1723689932.123 | 126.514 | 64.507 | 42.672 | -84 | -71 | -75 | -71 | -83 | -89 | -80 | -74 |
| D | 1723689709.168 | 206.328 | 135.756 | 42.672 | -85 | -83 | -88 | -81 | -76 | -83 | -87 | -80 |
| E | 1723690028.152 | 129.061 | 49.870 | 42.672 | -80 | -72 | -76 | -68 | -76 | -85 | -69 | -66 |
| F | 1723689708.141 | 208.026 | 137.839 | 42.672 | -88 | -83 | -84 | -85 | -78 | -84 | -84 | -83 |
| G | 1723689325.146 | 4.245 | 69.723 | 42.672 | -100 | -89 | -100 | -95 | -100 | -100 | -98 | -100 |
| H | 1723690153.151 | 157.081 | 50.573 | 42.672 | -88 | -83 | -82 | -80 | -86 | -76 | -80 | -75 |
| I | 1723689803.152 | 185.950 | 30.270 | 42.672 | -83 | -100 | -86 | -100 | -86 | -86 | -75 | -75 |
| J | 1723689767.161 | 207.177 | 98.984 | 42.672 | -87 | -78 | -100 | -76 | -100 | -87 | -100 | -100 |
| K | 1723689659.134 | 178.308 | 81.931 | 42.672 | -100 | -68 | -76 | -65 | -100 | -75 | -80 | -100 |
| L | 1723689997.132 | 208.026 | 53.639 | 42.672 | -82 | -100 | -82 | -100 | -78 | -86 | -73 | -73 |
| M | 1723689999.140 | 199.535 | 45.570 | 42.672 | -83 | -100 | -85 | -100 | -79 | -89 | -75 | -74 |
| N | 1723689699.141 | 217.366 | 121.358 | 42.672 | -80 | -74 | -79 | -73 | -66 | -77 | -83 | -72 |
| O | 1723689732.143 | 128.212 | 65.728 | 42.672 | -83 | -73 | -74 | -71 | -83 | -89 | -78 | -75 |
| P | 1723689702.130 | 211.422 | 134.495 | 42.672 | -83 | -71 | -82 | -71 | -68 | -78 | -84 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689677.144
- **Target RSSI fingerprint:** [-83, -100, -85, -100, -82, -76, -78, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
209.7242167822184,
60.43330192565918,
42.672000000000004
] | 16 |
44,989 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129719.136 | 7.642 | 118.133 | 60.960 | -100 | -100 | -100 | -96 | -97 | -100 | -95 | -96 |
| B | 1724130082.122 | 119.721 | 93.331 | 60.960 | -100 | -100 | -78 | -76 | -81 | -79 | -72 | -63 |
| C | 1724129971.133 | 142.646 | 48.583 | 60.960 | -77 | -75 | -80 | -79 | -75 | -74 | -78 | -82 |
| D | 1724130267.118 | 117.174 | 95.016 | 60.960 | -81 | -81 | -82 | -73 | -77 | -82 | -69 | -63 |
| E | 1724130312.133 | 60.285 | 36.547 | 60.960 | -78 | -100 | -100 | -73 | -100 | -72 | -66 | -69 |
| F | 1724129869.136 | 102.739 | 21.631 | 60.960 | -82 | -77 | -80 | -100 | -66 | -74 | -71 | -66 |
| G | 1724130291.125 | 29.718 | 53.400 | 60.960 | -76 | -75 | -76 | -78 | -77 | -76 | -74 | -63 |
| H | 1724130015.125 | 32.265 | 52.790 | 60.960 | -100 | -81 | -81 | -74 | -79 | -79 | -69 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129997.124
- **Target RSSI fingerprint:** [-79, -82, -83, -79, -84, -70, -72, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.43601959978465,
1.5791749954223633,
60.96
] | 8 |
854 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994639.222 | 83.208 | 31.703 | 51.816 | -100 | -87 | -77 | -84 | -73 | -75 | -72 | -81 |
| B | 1731994608.232 | 83.208 | 96.502 | 51.816 | -83 | -98 | -90 | -89 | -84 | -77 | -83 | -78 |
| C | 1731994389.233 | 21.227 | 50.693 | 51.816 | -78 | -84 | -87 | -76 | -86 | -68 | -80 | -72 |
| D | 1731994166.226 | 64.529 | 10.046 | 51.816 | -100 | -93 | -102 | -91 | -96 | -97 | -100 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994563.209
- **Target RSSI fingerprint:** [-83, -92, -81, -82, -83, -73, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11344111274818,
87.08022117614746,
51.816
] | 4 |
7,039 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999960.138 | 135.850 | 15.858 | 42.672 | -85 | -86 | -83 | -84 | -86 | -89 | -86 | -83 |
| B | 1722999714.148 | 138.397 | 90.876 | 42.672 | -86 | -100 | -79 | -88 | -89 | -89 | -77 | -63 |
| C | 1722999460.128 | 79.812 | 9.050 | 42.672 | -82 | -75 | -84 | -79 | -85 | -71 | -70 | -74 |
| D | 1723000135.158 | 30.566 | 92.335 | 42.672 | -84 | -79 | -77 | -79 | -83 | -76 | -67 | -75 |
| E | 1722999980.162 | 76.416 | 23.993 | 42.672 | -88 | -81 | -84 | -78 | -79 | -76 | -71 | -70 |
| F | 1722999835.138 | 119.718 | 15.380 | 42.672 | -88 | -82 | -75 | -79 | -74 | -75 | -68 | -76 |
| G | 1722999386.134 | 72.170 | 2.720 | 42.672 | -88 | -100 | -102 | -91 | -84 | -92 | -88 | -83 |
| H | 1722999499.143 | 140.944 | 33.548 | 42.672 | -68 | -72 | -78 | -70 | -68 | -84 | -75 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999978.144
- **Target RSSI fingerprint:** [-94, -85, -89, -85, -84, -76, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11372495820686,
14.623956680297852,
42.672000000000004
] | 8 |
28,028 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941131.157 | 14.434 | 70.585 | 51.816 | -74 | -73 | -74 | -59 | -79 | -77 | -70 | -64 |
| B | 1725940931.175 | 11.887 | 74.633 | 51.816 | -70 | -72 | -100 | -58 | -74 | -100 | -100 | -67 |
| C | 1725941002.146 | 74.718 | 78.826 | 51.816 | -81 | -81 | -75 | -79 | -79 | -78 | -77 | -73 |
| D | 1725941316.156 | 77.265 | 41.563 | 51.816 | -72 | -75 | -74 | -83 | -75 | -76 | -74 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941076.153
- **Target RSSI fingerprint:** [-100, -77, -100, -56, -72, -77, -73, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.660857777535,
118.62390995025635,
51.816
] | 4 |
5,496 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841032.151 | 40.755 | 92.972 | 60.960 | -87 | -78 | -75 | -68 | -76 | -81 | -82 | -67 |
| B | 1722840926.167 | 60.283 | 166.782 | 60.960 | -81 | -79 | -82 | -79 | -85 | -75 | -74 | -78 |
| C | 1722841454.177 | 5.943 | 6.702 | 60.960 | -79 | -74 | -89 | -83 | -71 | -84 | -72 | -85 |
| D | 1722841258.164 | 38.208 | 150.260 | 60.960 | -83 | -74 | -83 | -82 | -82 | -74 | -71 | -78 |
| E | 1722841339.171 | 52.642 | 159.444 | 60.960 | -79 | -77 | -83 | -77 | -83 | -73 | -71 | -75 |
| F | 1722840947.182 | 17.830 | 118.425 | 60.960 | -90 | -74 | -72 | -85 | -77 | -78 | -83 | -73 |
| G | 1722841331.154 | 82.359 | 185.918 | 60.960 | -72 | -88 | -79 | -76 | -79 | -74 | -75 | -77 |
| H | 1722841129.170 | 68.774 | 174.930 | 60.960 | -80 | -84 | -82 | -75 | -83 | -75 | -73 | -76 |
| I | 1722841296.152 | 123.963 | 108.180 | 60.960 | -83 | -85 | -77 | -83 | -80 | -73 | -75 | -76 |
| J | 1722840802.176 | 32.264 | 36.188 | 60.960 | -81 | -68 | -78 | -100 | -72 | -76 | -80 | -75 |
| K | 1722840882.140 | 112.925 | 99.103 | 60.960 | -89 | -87 | -76 | -84 | -81 | -76 | -75 | -75 |
| L | 1722841417.173 | 110.378 | 94.565 | 60.960 | -91 | -91 | -80 | -80 | -70 | -77 | -74 | -80 |
| M | 1722841112.157 | 104.435 | 170.113 | 60.960 | -78 | -86 | -74 | -76 | -78 | -73 | -78 | -73 |
| N | 1722840827.175 | 32.264 | 100.523 | 60.960 | -85 | -75 | -73 | -75 | -79 | -79 | -84 | -67 |
| O | 1722841062.174 | 50.095 | 155.250 | 60.960 | -81 | -88 | -86 | -74 | -100 | -82 | -83 | -86 |
| P | 1722840618.176 | 2.547 | 3.596 | 60.960 | -100 | -95 | -88 | -80 | -82 | -100 | -90 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841428.191
- **Target RSSI fingerprint:** [-76, -75, -82, -81, -69, -74, -74, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77406664745574,
59.98210906982422,
60.96
] | 16 |
1,053 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841349.191 | 15.283 | 126.692 | 60.960 | -80 | -71 | -76 | -76 | -83 | -75 | -74 | -77 |
| B | 1722840827.175 | 32.264 | 100.523 | 60.960 | -80 | -75 | -75 | -73 | -79 | -84 | -79 | -67 |
| C | 1722840621.165 | 2.547 | 6.423 | 60.960 | -97 | -97 | -74 | -100 | -83 | -90 | -100 | -99 |
| D | 1722841039.162 | 15.283 | 119.911 | 60.960 | -77 | -75 | -81 | -71 | -81 | -82 | -81 | -71 |
| E | 1722841102.162 | 131.605 | 124.848 | 60.960 | -83 | -93 | -75 | -82 | -82 | -85 | -82 | -80 |
| F | 1722841005.171 | 118.869 | 101.280 | 60.960 | -85 | -90 | -82 | -79 | -73 | -73 | -80 | -78 |
| G | 1722840865.175 | 76.416 | 121.238 | 60.960 | -77 | -76 | -74 | -74 | -76 | -76 | -71 | -66 |
| H | 1722841014.170 | 84.057 | 72.350 | 60.960 | -83 | -77 | -82 | -78 | -72 | -73 | -75 | -76 |
| I | 1722840864.163 | 73.019 | 125.179 | 60.960 | -80 | -74 | -81 | -71 | -76 | -76 | -71 | -67 |
| J | 1722841235.146 | 45.849 | 86.934 | 60.960 | -76 | -74 | -72 | -82 | -75 | -76 | -76 | -67 |
| K | 1722840969.179 | 73.019 | 119.128 | 60.960 | -82 | -77 | -82 | -79 | -85 | -71 | -73 | -71 |
| L | 1722841171.153 | 61.133 | 106.840 | 60.960 | -83 | -79 | -84 | -77 | -83 | -71 | -75 | -75 |
| M | 1722840919.216 | 85.755 | 189.766 | 60.960 | -88 | -91 | -86 | -80 | -78 | -77 | -75 | -76 |
| N | 1722841443.171 | 41.604 | 35.472 | 60.960 | -89 | -71 | -82 | -85 | -70 | -73 | -77 | -82 |
| O | 1722841281.176 | 92.548 | 102.288 | 60.960 | -75 | -75 | -80 | -77 | -74 | -74 | -69 | -66 |
| P | 1722841179.169 | 91.699 | 133.818 | 60.960 | -83 | -80 | -78 | -75 | -83 | -83 | -71 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841195.170
- **Target RSSI fingerprint:** [-81, -85, -78, -79, -79, -70, -80, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66125757806726,
134.1635227203369,
60.96
] | 16 |
34,558 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698161.155 | 56.040 | 39.280 | 51.816 | -79 | -77 | -70 | -78 | -79 | -75 | -73 | -65 |
| B | 1723697990.151 | 35.662 | 29.221 | 51.816 | -79 | -79 | -76 | -83 | -80 | -76 | -82 | -66 |
| C | 1723698308.175 | 123.967 | 45.823 | 51.816 | -85 | -75 | -83 | -71 | -85 | -74 | -78 | -76 |
| D | 1723698002.152 | 19.529 | 46.207 | 51.816 | -76 | -76 | -74 | -75 | -77 | -74 | -65 | -64 |
| E | 1723698327.139 | 102.739 | 61.840 | 51.816 | -83 | -77 | -100 | -80 | -74 | -78 | -83 | -69 |
| F | 1723698115.136 | 50.945 | 5.229 | 51.816 | -80 | -76 | -77 | -75 | -84 | -73 | -80 | -69 |
| G | 1723698305.142 | 112.928 | 40.249 | 51.816 | -80 | -74 | -79 | -72 | -79 | -73 | -69 | -77 |
| H | 1723698102.134 | 32.265 | 21.180 | 51.816 | -73 | -83 | -67 | -78 | -75 | -77 | -79 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698353.140
- **Target RSSI fingerprint:** [-75, -74, -75, -72, -69, -75, -63, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.378060262172568,
40.0101900100708,
51.816
] | 8 |
5,712 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010427.152 | 11.038 | 84.400 | 60.960 | -74 | -85 | -71 | -88 | -82 | -82 | -83 | -72 |
| B | 1723009958.146 | 25.472 | 42.187 | 60.960 | -82 | -85 | -87 | -75 | -66 | -72 | -66 | -71 |
| C | 1723010243.155 | 144.341 | 45.053 | 60.960 | -73 | -76 | -69 | -76 | -69 | -79 | -77 | -72 |
| D | 1723009855.157 | 26.321 | 83.577 | 60.960 | -100 | -81 | -100 | -81 | -74 | -75 | -82 | -71 |
| E | 1723010291.150 | 67.925 | 84.851 | 60.960 | -100 | -85 | -85 | -76 | -73 | -78 | -78 | -67 |
| F | 1723010032.146 | 156.227 | 8.413 | 60.960 | -84 | -75 | -86 | -70 | -100 | -74 | -60 | -87 |
| G | 1723010562.367 | 206.322 | 4.963 | 60.960 | -86 | -86 | -80 | -92 | -101 | -91 | -92 | -100 |
| H | 1723010266.152 | 110.378 | 4.976 | 60.960 | -84 | -74 | -88 | -74 | -100 | -69 | -75 | -79 |
| I | 1723010070.173 | 66.227 | 86.921 | 60.960 | -100 | -75 | -78 | -71 | -76 | -75 | -82 | -80 |
| J | 1723009988.154 | 55.189 | 85.886 | 60.960 | -74 | -86 | -68 | -83 | -69 | -83 | -100 | -74 |
| K | 1723010209.138 | 34.812 | 84.347 | 60.960 | -75 | -84 | -72 | -88 | -66 | -82 | -77 | -73 |
| L | 1723009976.144 | 2.547 | 84.997 | 60.960 | -80 | -88 | -92 | -89 | -76 | -87 | -82 | -81 |
| M | 1723010180.160 | 29.717 | 41.589 | 60.960 | -81 | -89 | -90 | -83 | -65 | -77 | -70 | -72 |
| N | 1723010192.160 | 11.038 | 64.162 | 60.960 | -76 | -87 | -78 | -74 | -84 | -74 | -76 | -69 |
| O | 1723010360.163 | 148.586 | 10.961 | 60.960 | -76 | -85 | -76 | -83 | -100 | -83 | -61 | -81 |
| P | 1723009790.157 | 141.793 | 60.393 | 60.960 | -77 | -75 | -70 | -77 | -77 | -74 | -74 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009922.168
- **Target RSSI fingerprint:** [-86, -78, -87, -82, -73, -79, -65, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.5858876222591,
28.83653163909912,
60.96
] | 16 |
25,235 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939668.161 | 103.586 | 29.009 | 42.672 | -75 | -75 | -77 | -79 | -69 | -77 | -78 | -62 |
| B | 1725939270.134 | 101.039 | 49.087 | 42.672 | -74 | -73 | -77 | -74 | -77 | -71 | -75 | -64 |
| C | 1725939432.150 | 14.434 | 23.502 | 42.672 | -74 | -80 | -74 | -78 | -74 | -69 | -74 | -80 |
| D | 1725939672.156 | 107.832 | 45.597 | 42.672 | -75 | -78 | -70 | -71 | -76 | -72 | -74 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939410.170
- **Target RSSI fingerprint:** [-63, -71, -70, -71, -73, -67, -73, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339748229031075,
68.39552879333496,
42.672000000000004
] | 4 |
11,916 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839038.153 | 92.548 | 193.774 | 51.816 | -86 | -82 | -86 | -100 | -89 | -82 | -82 | -85 |
| B | 1722839337.177 | 90.001 | 78.428 | 51.816 | -78 | -80 | -78 | -69 | -89 | -79 | -85 | -77 |
| C | 1722838714.196 | 20.378 | 20.304 | 51.816 | -81 | -77 | -80 | -75 | -76 | -77 | -100 | -70 |
| D | 1722839336.179 | 93.397 | 81.626 | 51.816 | -82 | -78 | -80 | -71 | -92 | -80 | -89 | -84 |
| E | 1722839235.158 | 98.491 | 184.724 | 51.816 | -86 | -88 | -86 | -86 | -90 | -74 | -85 | -75 |
| F | 1722838765.184 | 49.246 | 159.709 | 51.816 | -92 | -86 | -78 | -86 | -71 | -87 | -67 | -82 |
| G | 1722838728.164 | 66.227 | 63.976 | 51.816 | -92 | -100 | -67 | -68 | -72 | -90 | -71 | -76 |
| H | 1722838766.175 | 50.095 | 160.492 | 51.816 | -90 | -86 | -78 | -86 | -70 | -87 | -66 | -80 |
| I | 1722839170.167 | 28.019 | 140.255 | 51.816 | -85 | -88 | -88 | -88 | -69 | -82 | -71 | -80 |
| J | 1722839254.163 | 50.095 | 155.887 | 51.816 | -79 | -82 | -88 | -88 | -84 | -73 | -77 | -76 |
| K | 1722838874.171 | 44.151 | 94.485 | 51.816 | -85 | -76 | -75 | -77 | -70 | -77 | -71 | -71 |
| L | 1722838825.176 | 96.793 | 184.445 | 51.816 | -84 | -82 | -78 | -81 | -80 | -72 | -78 | -76 |
| M | 1722838922.184 | 109.529 | 95.441 | 51.816 | -87 | -82 | -83 | -75 | -92 | -83 | -83 | -73 |
| N | 1722839261.180 | 24.623 | 134.018 | 51.816 | -74 | -82 | -86 | -83 | -74 | -72 | -75 | -85 |
| O | 1722838864.161 | 28.019 | 111.033 | 51.816 | -71 | -82 | -83 | -74 | -72 | -67 | -75 | -85 |
| P | 1722839284.153 | 45.849 | 93.662 | 51.816 | -92 | -77 | -83 | -81 | -80 | -89 | -84 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838754.168
- **Target RSSI fingerprint:** [-80, -88, -86, -85, -84, -82, -88, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886875778213934,
127.64776706695557,
51.816
] | 16 |
33,700 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696891.163 | 27.171 | 26.501 | 42.672 | -72 | -80 | -73 | -71 | -79 | -74 | -82 | -73 |
| B | 1723696365.126 | 28.020 | 27.297 | 42.672 | -73 | -76 | -76 | -70 | -80 | -72 | -74 | -72 |
| C | 1723696897.160 | 39.907 | 1.155 | 42.672 | -80 | -85 | -100 | -69 | -82 | -78 | -74 | -77 |
| D | 1723696831.144 | 118.872 | 58.974 | 42.672 | -78 | -70 | -100 | -76 | -73 | -87 | -71 | -70 |
| E | 1723696474.151 | 100.192 | 85.647 | 42.672 | -100 | -85 | -85 | -85 | -84 | -100 | -75 | -71 |
| F | 1723696559.160 | 69.625 | 17.411 | 42.672 | -75 | -85 | -69 | -80 | -74 | -69 | -69 | -71 |
| G | 1723696596.164 | 72.172 | 44.190 | 42.672 | -86 | -81 | -76 | -76 | -77 | -63 | -86 | -80 |
| H | 1723696687.157 | 66.229 | 53.665 | 42.672 | -88 | -84 | -70 | -100 | -72 | -71 | -76 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696908.152
- **Target RSSI fingerprint:** [-80, -80, -100, -71, -100, -81, -80, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11434778851964,
19.507455825805664,
42.672000000000004
] | 8 |
39,399 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693535.153 | 196.988 | 50.626 | 60.960 | -79 | -74 | -71 | -74 | -74 | -72 | -61 | -62 |
| B | 1723693155.142 | 217.366 | 101.479 | 60.960 | -78 | -82 | -73 | -75 | -82 | -74 | -65 | -68 |
| C | 1723693534.141 | 193.592 | 47.322 | 60.960 | -82 | -73 | -72 | -79 | -72 | -73 | -60 | -61 |
| D | 1723693462.150 | 179.157 | 30.801 | 60.960 | -82 | -79 | -80 | -83 | -74 | -75 | -84 | -80 |
| E | 1723693423.151 | 186.799 | 79.954 | 60.960 | -78 | -77 | -82 | -78 | -78 | -77 | -67 | -66 |
| F | 1723693421.154 | 179.157 | 73.359 | 60.960 | -73 | -75 | -74 | -76 | -75 | -73 | -66 | -63 |
| G | 1723693650.164 | 221.611 | 74.128 | 60.960 | -84 | -78 | -81 | -84 | -77 | -75 | -77 | -78 |
| H | 1723693637.145 | 218.215 | 104.531 | 60.960 | -79 | -79 | -82 | -80 | -78 | -77 | -78 | -80 |
| I | 1723693232.159 | 215.668 | 106.030 | 60.960 | -75 | -79 | -82 | -76 | -78 | -78 | -66 | -69 |
| J | 1723693282.144 | 134.156 | 23.847 | 60.960 | -100 | -100 | -70 | -80 | -77 | -69 | -74 | -64 |
| K | 1723693302.149 | 142.646 | 81.931 | 60.960 | -82 | -77 | -77 | -79 | -75 | -76 | -74 | -65 |
| L | 1723693171.159 | 191.893 | 122.273 | 60.960 | -74 | -77 | -84 | -82 | -77 | -78 | -78 | -77 |
| M | 1723693707.167 | 13.585 | 63.923 | 60.960 | -100 | -100 | -100 | -74 | -76 | -73 | -77 | -69 |
| N | 1723693157.157 | 213.121 | 110.051 | 60.960 | -80 | -81 | -74 | -73 | -82 | -76 | -65 | -69 |
| O | 1723693327.166 | 188.497 | 42.651 | 60.960 | -76 | -79 | -100 | -76 | -70 | -79 | -100 | -100 |
| P | 1723693618.158 | 167.270 | 64.998 | 60.960 | -84 | -75 | -79 | -80 | -76 | -75 | -67 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693370.154
- **Target RSSI fingerprint:** [-79, -83, -83, -82, -85, -80, -81, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
198.6860971376959,
128.58996391296387,
60.96
] | 16 |
7,009 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008278.154 | 122.265 | 8.440 | 51.816 | -83 | -83 | -71 | -78 | -70 | -80 | -79 | -77 |
| B | 1723008485.151 | 50.095 | 6.078 | 51.816 | -81 | -73 | -84 | -71 | -78 | -80 | -85 | -79 |
| C | 1723008211.151 | 70.472 | 75.800 | 51.816 | -82 | -82 | -83 | -88 | -84 | -79 | -71 | -77 |
| D | 1723008119.156 | 2.547 | 82.754 | 51.816 | -79 | -83 | -79 | -77 | -76 | -64 | -84 | -80 |
| E | 1723007975.147 | 90.850 | 19.043 | 51.816 | -77 | -82 | -79 | -81 | -77 | -68 | -76 | -72 |
| F | 1723008110.154 | 22.925 | 47.269 | 51.816 | -84 | -81 | -83 | -79 | -82 | -78 | -84 | -81 |
| G | 1723008212.152 | 68.774 | 80.405 | 51.816 | -76 | -79 | -86 | -80 | -83 | -76 | -78 | -76 |
| H | 1723008353.162 | 20.377 | 84.678 | 51.816 | -82 | -89 | -70 | -83 | -72 | -81 | -74 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007835.160
- **Target RSSI fingerprint:** [-98, -87, -84, -85, -89, -100, -86, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
213.11461474356463,
1.9374752044677734,
51.816
] | 8 |
36,169 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123408.125 | 16.133 | 30.761 | 60.960 | -74 | -74 | -82 | -85 | -80 | -75 | -69 | -77 |
| B | 1724123063.356 | 33.114 | 5.428 | 60.960 | -78 | -82 | -83 | -78 | -77 | -79 | -74 | -78 |
| C | 1724123496.134 | 21.227 | 49.445 | 60.960 | -69 | -75 | -74 | -78 | -75 | -77 | -71 | -67 |
| D | 1724123499.402 | 33.963 | 56.572 | 60.960 | -73 | -81 | -76 | -73 | -77 | -79 | -82 | -67 |
| E | 1724123286.142 | 76.418 | 48.636 | 60.960 | -84 | -79 | -100 | -70 | -78 | -80 | -83 | -63 |
| F | 1724123234.131 | 24.623 | 14.120 | 60.960 | -100 | -100 | -80 | -78 | -76 | -75 | -100 | -79 |
| G | 1724123229.118 | 14.434 | 34.675 | 60.960 | -72 | -78 | -81 | -81 | -78 | -74 | -71 | -76 |
| H | 1724123608.114 | 8.491 | 52.856 | 60.960 | -79 | -76 | -82 | -86 | -77 | -74 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123247.149
- **Target RSSI fingerprint:** [-80, -82, -76, -82, -76, -77, -79, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15246362218474,
10.05894660949707,
60.96
] | 8 |
33,893 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123435.143 | 89.154 | 32.446 | 60.960 | -75 | -82 | -84 | -72 | -78 | -78 | -78 | -67 |
| B | 1724123318.144 | 13.585 | 45.955 | 60.960 | -90 | -78 | -74 | -76 | -77 | -72 | -80 | -70 |
| C | 1724123373.134 | 69.625 | 20.118 | 60.960 | -78 | -79 | -84 | -75 | -81 | -81 | -80 | -87 |
| D | 1724123448.136 | 107.834 | 50.281 | 60.960 | -77 | -77 | -100 | -81 | -78 | -83 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123085.134
- **Target RSSI fingerprint:** [-73, -79, -83, -70, -75, -80, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73938650546835,
40.434842109680176,
60.96
] | 4 |
16,593 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839244.173 | 87.453 | 188.585 | 51.816 | -71 | -85 | -84 | -84 | -91 | -83 | -73 | -82 |
| B | 1722838986.178 | 78.114 | 124.012 | 51.816 | -77 | -77 | -74 | -73 | -69 | -68 | -67 | -64 |
| C | 1722838950.160 | 28.019 | 107.397 | 51.816 | -86 | -83 | -82 | -74 | -79 | -86 | -71 | -81 |
| D | 1722838741.155 | 37.359 | 97.245 | 51.816 | -83 | -75 | -78 | -78 | -77 | -84 | -70 | -79 |
| E | 1722839359.136 | 35.661 | 33.110 | 51.816 | -80 | -81 | -77 | -92 | -74 | -75 | -84 | -80 |
| F | 1722838828.171 | 93.397 | 192.447 | 51.816 | -83 | -85 | -86 | -81 | -83 | -76 | -76 | -83 |
| G | 1722838891.156 | 105.284 | 144.992 | 51.816 | -86 | -87 | -86 | -81 | -84 | -77 | -79 | -69 |
| H | 1722839446.171 | 0.849 | 0.305 | 51.816 | -80 | -71 | -83 | -98 | -99 | -96 | -95 | -100 |
| I | 1722839269.182 | 15.283 | 124.688 | 51.816 | -87 | -86 | -82 | -79 | -82 | -86 | -77 | -83 |
| J | 1722839305.165 | 113.774 | 153.485 | 51.816 | -88 | -83 | -90 | -91 | -86 | -85 | -90 | -72 |
| K | 1722839174.199 | 44.151 | 153.711 | 51.816 | -88 | -82 | -85 | -90 | -72 | -76 | -90 | -69 |
| L | 1722838953.173 | 17.830 | 118.757 | 51.816 | -88 | -88 | -86 | -77 | -77 | -89 | -77 | -82 |
| M | 1722838821.172 | 106.133 | 167.884 | 51.816 | -86 | -83 | -83 | -73 | -88 | -77 | -74 | -82 |
| N | 1722839093.163 | 92.548 | 133.115 | 51.816 | -89 | -88 | -85 | -79 | -76 | -77 | -78 | -66 |
| O | 1722839230.177 | 110.378 | 163.119 | 51.816 | -87 | -87 | -83 | -71 | -87 | -81 | -72 | -81 |
| P | 1722839280.164 | 45.000 | 92.441 | 51.816 | -100 | -100 | -100 | -77 | -68 | -80 | -68 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838916.167
- **Target RSSI fingerprint:** [-76, -76, -72, -86, -91, -70, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
132.45375867152669,
113.74041080474854,
51.816
] | 16 |
6,358 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838888.157 | 93.397 | 135.398 | 51.816 | -80 | -82 | -77 | -77 | -77 | -76 | -67 | -72 |
| B | 1722839090.150 | 81.510 | 123.348 | 51.816 | -87 | -81 | -85 | -78 | -74 | -74 | -69 | -74 |
| C | 1722838850.166 | 28.868 | 138.583 | 51.816 | -79 | -81 | -85 | -74 | -84 | -71 | -74 | -72 |
| D | 1722838980.147 | 58.585 | 147.646 | 51.816 | -79 | -78 | -75 | -72 | -74 | -67 | -62 | -71 |
| E | 1722838953.173 | 17.830 | 118.757 | 51.816 | -88 | -86 | -88 | -77 | -89 | -77 | -82 | -77 |
| F | 1722838941.171 | 60.283 | 73.505 | 51.816 | -85 | -83 | -78 | -75 | -84 | -91 | -87 | -72 |
| G | 1722838544.167 | 2.547 | 1.898 | 51.816 | -82 | -76 | -68 | -82 | -86 | -94 | -100 | -78 |
| H | 1722838879.155 | 59.434 | 106.959 | 51.816 | -85 | -81 | -79 | -84 | -78 | -73 | -71 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839076.167
- **Target RSSI fingerprint:** [-78, -74, -78, -77, -80, -69, -71, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84937800168231,
92.8528356552124,
51.816
] | 8 |
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