id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
34,951 | **[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 | 1724129877.129 | 137.552 | 37.741 | 60.960 | -85 | -75 | -84 | -83 | -75 | -73 | -77 | -78 |
| B | 1724129982.142 | 126.514 | 33.627 | 60.960 | -83 | -75 | -77 | -83 | -81 | -72 | -77 | -71 |
| C | 1724129990.124 | 88.305 | 15.540 | 60.960 | -86 | -100 | -81 | -84 | -79 | -80 | -73 | -64 |
| D | 1724129840.140 | 52.643 | 64.547 | 60.960 | -79 | -74 | -81 | -73 | -75 | -76 | -69 | -69 |
| E | 1724130143.132 | 127.363 | 65.688 | 60.960 | -83 | -76 | -82 | -74 | -72 | -72 | -72 | -71 |
| F | 1724130020.122 | 32.265 | 54.143 | 60.960 | -77 | -79 | -83 | -81 | -84 | -80 | -73 | -78 |
| G | 1724130063.130 | 138.401 | 39.174 | 60.960 | -81 | -76 | -85 | -78 | -76 | -72 | -73 | -77 |
| H | 1724130298.115 | 31.416 | 47.614 | 60.960 | -75 | -100 | -77 | -72 | -100 | -72 | -73 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130243.115
- **Target RSSI fingerprint:** [-81, -77, -80, -84, -74, -74, -69, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72112519385193,
32.26028919219971,
60.96
] | 8 |
37,588 | **[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 | 1724129810.161 | 57.738 | 11.572 | 60.960 | -75 | -75 | -77 | -74 | -100 | -74 | -75 | -71 |
| B | 1724130143.132 | 127.363 | 65.688 | 60.960 | -82 | -82 | -79 | -74 | -72 | -72 | -72 | -71 |
| C | 1724129831.128 | 33.114 | 52.299 | 60.960 | -81 | -100 | -100 | -74 | -78 | -80 | -68 | -65 |
| D | 1724129917.128 | 62.832 | 67.082 | 60.960 | -80 | -83 | -76 | -80 | -77 | -73 | -75 | -63 |
| E | 1724130277.122 | 90.852 | 85.249 | 60.960 | -83 | -76 | -76 | -83 | -78 | -73 | -79 | -63 |
| F | 1724129892.163 | 132.457 | 67.068 | 60.960 | -80 | -83 | -84 | -75 | -74 | -83 | -71 | -63 |
| G | 1724130161.128 | 146.043 | 43.766 | 60.960 | -80 | -78 | -79 | -100 | -78 | -79 | -79 | -76 |
| H | 1724130265.141 | 120.570 | 88.500 | 60.960 | -100 | -77 | -78 | -80 | -73 | -79 | -71 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129802.129
- **Target RSSI fingerprint:** [-74, -76, -75, -74, -100, -74, -76, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60521371984925,
47.95914649963379,
60.96
] | 8 |
28,715 | **[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 | 1725937579.142 | 57.737 | 11.014 | 30.480 | -72 | -78 | -67 | -78 | -75 | -100 | -74 | -69 |
| B | 1725938116.160 | 0.000 | 19.242 | 30.480 | -75 | -78 | -75 | -83 | -66 | -80 | -81 | -58 |
| C | 1725937983.153 | 44.152 | 46.911 | 30.480 | -76 | -80 | -75 | -80 | -73 | -63 | -68 | -62 |
| D | 1725937750.147 | 82.360 | 28.093 | 30.480 | -68 | -82 | -70 | -83 | -76 | -59 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937930.146
- **Target RSSI fingerprint:** [-100, -78, -100, -68, -76, -68, -60, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.906196308772884,
104.38479423522949,
30.48
] | 4 |
38,452 | **[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 | 1723693641.146 | 226.706 | 87.691 | 60.960 | -81 | -84 | -85 | -84 | -74 | -78 | -78 | -83 |
| B | 1723693157.157 | 213.121 | 110.051 | 60.960 | -80 | -74 | -65 | -81 | -73 | -76 | -82 | -69 |
| C | 1723693180.152 | 156.232 | 92.415 | 60.960 | -76 | -82 | -78 | -78 | -82 | -75 | -72 | -71 |
| D | 1723693385.128 | 138.401 | 79.742 | 60.960 | -80 | -85 | -81 | -78 | -83 | -78 | -72 | -74 |
| E | 1723693350.172 | 226.706 | 82.820 | 60.960 | -72 | -74 | -65 | -81 | -77 | -78 | -80 | -71 |
| F | 1723693050.172 | 61.134 | 47.043 | 60.960 | -100 | -77 | -100 | -79 | -100 | -76 | -80 | -79 |
| G | 1723693635.150 | 216.517 | 106.866 | 60.960 | -83 | -84 | -69 | -79 | -80 | -78 | -83 | -71 |
| H | 1723693597.151 | 120.570 | 54.448 | 60.960 | -80 | -78 | -100 | -78 | -72 | -80 | -73 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693667.145
- **Target RSSI fingerprint:** [-84, -77, -89, -79, -83, -77, -72, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
158.77906053311597,
12.633399963378906,
60.96
] | 8 |
37,840 | **[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 | 1724129997.124 | 59.436 | 1.579 | 60.960 | -84 | -79 | -83 | -84 | -79 | -70 | -72 | -64 |
| B | 1724130029.128 | 67.078 | 72.934 | 60.960 | -100 | -100 | -82 | -75 | -75 | -71 | -74 | -69 |
| C | 1724129907.139 | 109.532 | 91.128 | 60.960 | -82 | -76 | -82 | -81 | -74 | -71 | -75 | -66 |
| D | 1724130113.148 | 33.114 | 51.263 | 60.960 | -78 | -77 | -100 | -81 | -77 | -83 | -79 | -76 |
| E | 1724129873.134 | 118.023 | 28.531 | 60.960 | -84 | -79 | -78 | -81 | -74 | -67 | -68 | -78 |
| F | 1724129811.123 | 59.436 | 7.047 | 60.960 | -71 | -77 | -73 | -73 | -100 | -79 | -73 | -70 |
| G | 1724130509.133 | 1.698 | 120.853 | 60.960 | -99 | -100 | -91 | -97 | -90 | -100 | -97 | -87 |
| H | 1724130326.116 | 124.816 | 66.352 | 60.960 | -83 | -82 | -76 | -74 | -73 | -72 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130329.128
- **Target RSSI fingerprint:** [-81, -79, -78, -79, -74, -72, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60832911380888,
69.78891849517822,
60.96
] | 8 |
8,447 | **[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 | 1731994606.216 | 76.416 | 90.544 | 51.816 | -85 | -87 | -86 | -84 | -78 | -84 | -76 | -73 |
| B | 1731994637.227 | 90.001 | 37.608 | 51.816 | -77 | -79 | -84 | -76 | -68 | -75 | -72 | -70 |
| C | 1731994451.223 | 65.378 | 15.739 | 51.816 | -80 | -80 | -85 | -80 | -73 | -77 | -76 | -75 |
| D | 1731994270.222 | 19.528 | 42.717 | 51.816 | -86 | -81 | -80 | -83 | -100 | -73 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994288.230
- **Target RSSI fingerprint:** [-100, -86, -100, -82, -85, -83, -70, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868128149575334,
88.32763671875,
51.816
] | 4 |
28,925 | **[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 | 1723693416.145 | 159.628 | 55.324 | 60.960 | -77 | -82 | -78 | -75 | -77 | -62 | -75 | -75 |
| B | 1723693524.151 | 183.403 | 48.052 | 60.960 | -78 | -81 | -71 | -79 | -76 | -100 | -72 | -68 |
| C | 1723693268.158 | 153.685 | 7.577 | 60.960 | -81 | -77 | -79 | -82 | -76 | -77 | -83 | -71 |
| D | 1723693693.161 | 77.267 | 33.919 | 60.960 | -81 | -81 | -80 | -82 | -80 | -71 | -83 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693637.145
- **Target RSSI fingerprint:** [-79, -82, -100, -79, -77, -80, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
218.21507249738397,
104.53076839447021,
60.96
] | 4 |
44,309 | **[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 | 1724130258.146 | 135.854 | 58.310 | 60.960 | -78 | -74 | -74 | -84 | -82 | -82 | -71 | -67 |
| B | 1724129928.131 | 33.963 | 52.073 | 60.960 | -83 | -79 | -82 | -78 | -76 | -69 | -74 | -78 |
| C | 1724129820.128 | 57.738 | 7.869 | 60.960 | -84 | -85 | -85 | -86 | -84 | -78 | -81 | -75 |
| D | 1724129966.143 | 132.457 | 67.533 | 60.960 | -100 | -84 | -81 | -79 | -79 | -77 | -84 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129862.135
- **Target RSSI fingerprint:** [-79, -100, -74, -73, -75, -75, -74, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.19214732535127,
25.57201862335205,
60.96
] | 4 |
5,458 | **[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 | 1722828451.155 | 33.113 | 32.884 | 42.672 | -77 | -86 | -88 | -88 | -85 | -81 | -72 | -76 |
| B | 1722828898.153 | 95.944 | 42.903 | 42.672 | -91 | -92 | -88 | -94 | -82 | -85 | -85 | -92 |
| C | 1722828831.158 | 73.019 | 9.528 | 42.672 | -98 | -90 | -81 | -91 | -77 | -74 | -88 | -87 |
| D | 1722828981.159 | 33.963 | 50.308 | 42.672 | -88 | -92 | -87 | -85 | -89 | -91 | -78 | -74 |
| E | 1722828792.159 | 89.152 | 82.980 | 42.672 | -90 | -86 | -85 | -86 | -86 | -87 | -73 | -76 |
| F | 1722829087.161 | 63.680 | 8.228 | 42.672 | -86 | -83 | -80 | -81 | -80 | -84 | -81 | -78 |
| G | 1722828986.152 | 61.982 | 67.931 | 42.672 | -90 | -88 | -84 | -86 | -86 | -87 | -75 | -75 |
| H | 1722829015.193 | 126.510 | 61.070 | 42.672 | -92 | -89 | -80 | -80 | -78 | -72 | -85 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828899.141
- **Target RSSI fingerprint:** [-86, -86, -79, -81, -86, -84, -76, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.18938231024391,
45.54393768310547,
42.672000000000004
] | 8 |
38,716 | **[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 | 1724130062.134 | 134.156 | 37.024 | 60.960 | -76 | -83 | -76 | -82 | -74 | -72 | -71 | -77 |
| B | 1724130312.133 | 60.285 | 36.547 | 60.960 | -74 | -83 | -100 | -78 | -73 | -66 | -72 | -69 |
| C | 1724130280.130 | 76.418 | 77.579 | 60.960 | -78 | -83 | -83 | -79 | -79 | -77 | -70 | -62 |
| D | 1724129919.136 | 53.492 | 62.411 | 60.960 | -78 | -80 | -85 | -79 | -77 | -76 | -79 | -64 |
| E | 1724130290.121 | 33.114 | 54.846 | 60.960 | -78 | -77 | -80 | -78 | -77 | -72 | -75 | -65 |
| F | 1724130313.135 | 65.380 | 38.604 | 60.960 | -75 | -84 | -79 | -82 | -77 | -69 | -78 | -69 |
| G | 1724130382.124 | 34.813 | 48.649 | 60.960 | -100 | -74 | -74 | -75 | -75 | -70 | -70 | -62 |
| H | 1724130010.156 | 42.454 | 32.101 | 60.960 | -76 | -81 | -82 | -83 | -79 | -72 | -79 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130358.131
- **Target RSSI fingerprint:** [-100, -80, -82, -77, -82, -72, -80, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90859942826378,
14.252386093139648,
60.96
] | 8 |
44,299 | **[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 | 1724122985.130 | 4.245 | 57.301 | 60.960 | -100 | -76 | -100 | -97 | -100 | -100 | -89 | -69 |
| B | 1724123294.131 | 41.605 | 30.986 | 60.960 | -84 | -75 | -82 | -79 | -68 | -79 | -79 | -65 |
| C | 1724123606.131 | 11.887 | 44.137 | 60.960 | -69 | -81 | -75 | -74 | -86 | -81 | -70 | -78 |
| D | 1724123495.128 | 16.982 | 47.110 | 60.960 | -79 | -75 | -79 | -82 | -75 | -77 | -80 | -69 |
| E | 1724123421.161 | 32.265 | 2.760 | 60.960 | -81 | -79 | -80 | -79 | -87 | -77 | -78 | -75 |
| F | 1724123135.140 | 7.642 | 45.079 | 60.960 | -100 | -66 | -76 | -78 | -100 | -75 | -70 | -63 |
| G | 1724123244.140 | 33.114 | 4.140 | 60.960 | -82 | -83 | -82 | -80 | -85 | -80 | -79 | -78 |
| H | 1724123059.130 | 26.322 | 20.861 | 60.960 | -78 | -82 | -77 | -78 | -84 | -76 | -73 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123381.127
- **Target RSSI fingerprint:** [-82, -77, -82, -77, -77, -78, -81, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.492407849954596,
52.404723167419434,
60.96
] | 8 |
37,648 | **[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 | 1724127160.139 | 132.457 | 36.865 | 42.672 | -86 | -77 | -100 | -81 | -75 | -73 | -72 | -100 |
| B | 1724126803.125 | 86.607 | 14.969 | 42.672 | -90 | -90 | -79 | -100 | -92 | -89 | -81 | -67 |
| C | 1724127177.156 | 56.889 | 0.411 | 42.672 | -83 | -100 | -70 | -89 | -90 | -100 | -89 | -62 |
| D | 1724127023.153 | 59.436 | 72.961 | 42.672 | -100 | -77 | -78 | -85 | -83 | -82 | -84 | -65 |
| E | 1724127038.159 | 84.060 | 48.158 | 42.672 | -72 | -82 | -83 | -86 | -77 | -78 | -78 | -75 |
| F | 1724127086.119 | 103.588 | 92.495 | 42.672 | -90 | -85 | -100 | -85 | -82 | -85 | -85 | -85 |
| G | 1724126653.169 | 44.152 | 63.260 | 42.672 | -82 | -75 | -75 | -82 | -84 | -82 | -81 | -66 |
| H | 1724126966.152 | 138.401 | 50.733 | 42.672 | -76 | -85 | -100 | -84 | -74 | -81 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126798.142
- **Target RSSI fingerprint:** [-91, -93, -100, -100, -83, -87, -88, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53209498300434,
26.14264488220215,
42.672000000000004
] | 8 |
1,234 | **[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 | 1722838819.183 | 111.227 | 159.258 | 51.816 | -69 | -82 | -78 | -81 | -71 | -75 | -71 | -75 |
| B | 1722839353.199 | 58.585 | 53.254 | 51.816 | -93 | -79 | -74 | -76 | -84 | -76 | -83 | -77 |
| C | 1722839446.171 | 0.849 | 0.305 | 51.816 | -98 | -80 | -83 | -99 | -71 | -96 | -95 | -100 |
| D | 1722839090.150 | 81.510 | 123.348 | 51.816 | -78 | -87 | -81 | -74 | -85 | -74 | -74 | -69 |
| E | 1722839289.149 | 56.038 | 104.650 | 51.816 | -83 | -89 | -84 | -83 | -88 | -82 | -75 | -70 |
| F | 1722838923.162 | 106.133 | 92.362 | 51.816 | -76 | -76 | -70 | -85 | -71 | -73 | -75 | -80 |
| G | 1722839338.162 | 85.755 | 75.270 | 51.816 | -82 | -75 | -73 | -93 | -79 | -88 | -81 | -90 |
| H | 1722839294.170 | 74.718 | 121.238 | 51.816 | -78 | -82 | -81 | -72 | -80 | -71 | -73 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838984.179
- **Target RSSI fingerprint:** [-71, -80, -76, -71, -77, -73, -68, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.3212546692836,
131.85447692871094,
51.816
] | 8 |
21,583 | **[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 | 1723005034.151 | 79.812 | 4.061 | 60.960 | -78 | -79 | -88 | -82 | -74 | -78 | -74 | -60 |
| B | 1723004585.131 | 132.454 | 37.555 | 60.960 | -84 | -80 | -84 | -84 | -85 | -67 | -72 | -69 |
| C | 1723004374.167 | 134.152 | 11.492 | 60.960 | -82 | -77 | -83 | -71 | -68 | -65 | -72 | -79 |
| D | 1723004582.193 | 130.756 | 52.299 | 60.960 | -87 | -87 | -90 | -90 | -88 | -68 | -74 | -65 |
| E | 1723004463.138 | 40.755 | 12.129 | 60.960 | -75 | -75 | -82 | -88 | -84 | -74 | -72 | -60 |
| F | 1723004620.143 | 73.019 | 43.102 | 60.960 | -85 | -89 | -82 | -84 | -81 | -85 | -77 | -74 |
| G | 1723004763.135 | 8.491 | 87.200 | 60.960 | -77 | -79 | -81 | -80 | -77 | -77 | -68 | -81 |
| H | 1723005002.140 | 111.227 | 92.707 | 60.960 | -86 | -85 | -87 | -86 | -86 | -83 | -71 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004794.165
- **Target RSSI fingerprint:** [-89, -87, -89, -89, -89, -69, -74, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35933227295807,
85.03658294677734,
60.96
] | 8 |
30,362 | **[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 | 1723693555.145 | 215.668 | 105.048 | 60.960 | -73 | -80 | -100 | -76 | -76 | -66 | -81 | -70 |
| B | 1723693577.137 | 167.270 | 102.845 | 60.960 | -84 | -78 | -76 | -82 | -75 | -76 | -75 | -73 |
| C | 1723693498.139 | 123.117 | 65.317 | 60.960 | -80 | -82 | -79 | -82 | -79 | -80 | -78 | -66 |
| D | 1723693123.180 | 180.006 | 57.753 | 60.960 | -84 | -82 | -80 | -74 | -81 | -82 | -75 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693403.138
- **Target RSSI fingerprint:** [-100, -79, -76, -76, -100, -100, -73, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.7592263213896,
33.85273456573486,
60.96
] | 4 |
38,633 | **[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 | 1723689656.147 | 171.515 | 95.268 | 42.672 | -86 | -100 | -77 | -78 | -69 | -67 | -100 | -79 |
| B | 1723689640.143 | 135.005 | 76.835 | 42.672 | -81 | -82 | -75 | -82 | -77 | -78 | -78 | -76 |
| C | 1723689824.171 | 140.099 | 33.362 | 42.672 | -81 | -73 | -82 | -78 | -100 | -82 | -72 | -70 |
| D | 1723689660.131 | 180.006 | 77.287 | 42.672 | -86 | -83 | -76 | -78 | -76 | -72 | -78 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690000.135
- **Target RSSI fingerprint:** [-89, -79, -86, -83, -100, -100, -72, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
195.2897565178552,
41.78842067718506,
42.672000000000004
] | 4 |
16,902 | **[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 | 1722999970.142 | 87.453 | 12.487 | 42.672 | -89 | -85 | -77 | -79 | -82 | -91 | -84 | -71 |
| B | 1722999684.163 | 25.472 | 91.340 | 42.672 | -77 | -79 | -85 | -83 | -86 | -66 | -86 | -82 |
| C | 1722999582.138 | 17.830 | 23.409 | 42.672 | -74 | -84 | -75 | -77 | -76 | -71 | -71 | -68 |
| D | 1723000130.165 | 6.792 | 89.641 | 42.672 | -85 | -90 | -89 | -81 | -88 | -90 | -89 | -83 |
| E | 1722999729.162 | 140.095 | 16.057 | 42.672 | -83 | -76 | -81 | -74 | -73 | -74 | -72 | -74 |
| F | 1722999808.142 | 16.981 | 23.183 | 42.672 | -74 | -86 | -77 | -81 | -81 | -71 | -75 | -71 |
| G | 1722999514.145 | 112.925 | 12.925 | 42.672 | -80 | -84 | -74 | -76 | -79 | -80 | -77 | -100 |
| H | 1722999954.137 | 138.397 | 17.106 | 42.672 | -81 | -74 | -81 | -73 | -74 | -73 | -74 | -73 |
| I | 1723000108.153 | 15.283 | 46.632 | 42.672 | -89 | -79 | -87 | -84 | -85 | -91 | -81 | -78 |
| J | 1723000165.137 | 136.699 | 96.383 | 42.672 | -84 | -81 | -83 | -86 | -75 | -71 | -85 | -61 |
| K | 1722999389.126 | 74.717 | 2.813 | 42.672 | -94 | -100 | -84 | -100 | -86 | -90 | -81 | -90 |
| L | 1723000007.145 | 31.415 | 87.598 | 42.672 | -100 | -77 | -80 | -77 | -74 | -100 | -68 | -68 |
| M | 1722999915.138 | 54.340 | 94.339 | 42.672 | -80 | -91 | -86 | -86 | -85 | -68 | -86 | -79 |
| N | 1723000014.144 | 0.849 | 86.178 | 42.672 | -90 | -79 | -87 | -76 | -80 | -88 | -80 | -76 |
| O | 1722999834.160 | 114.623 | 15.128 | 42.672 | -74 | -82 | -77 | -80 | -82 | -68 | -75 | -78 |
| P | 1722999789.132 | 0.849 | 87.133 | 42.672 | -87 | -82 | -83 | -74 | -73 | -89 | -70 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999825.151
- **Target RSSI fingerprint:** [-75, -87, -90, -84, -85, -70, -87, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77404045233429,
13.442893028259277,
42.672000000000004
] | 16 |
44,061 | **[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 | 1723696466.135 | 92.550 | 86.403 | 42.672 | -83 | -87 | -81 | -74 | -74 | -71 | -77 | -78 |
| B | 1723696491.129 | 122.268 | 41.815 | 42.672 | -100 | -76 | -78 | -85 | -78 | -92 | -76 | -83 |
| C | 1723696743.146 | 107.834 | 34.384 | 42.672 | -75 | -84 | -80 | -67 | -77 | -69 | -79 | -84 |
| D | 1723696590.151 | 97.645 | 57.315 | 42.672 | -80 | -81 | -77 | -82 | -77 | -82 | -76 | -72 |
| E | 1723696361.158 | 17.831 | 45.252 | 42.672 | -78 | -77 | -73 | -85 | -77 | -73 | -76 | -75 |
| F | 1723696651.161 | 112.079 | 76.331 | 42.672 | -100 | -71 | -100 | -69 | -75 | -68 | -72 | -83 |
| G | 1723696465.142 | 88.305 | 84.267 | 42.672 | -78 | -82 | -100 | -73 | -73 | -68 | -75 | -68 |
| H | 1723696511.131 | 68.776 | 52.816 | 42.672 | -80 | -84 | -79 | -74 | -72 | -72 | -67 | -72 |
| I | 1723696637.142 | 80.663 | 79.675 | 42.672 | -74 | -81 | -100 | -74 | -69 | -70 | -77 | -70 |
| J | 1723696834.151 | 125.665 | 46.685 | 42.672 | -74 | -79 | -74 | -68 | -77 | -71 | -80 | -85 |
| K | 1723696772.163 | 77.267 | 45.013 | 42.672 | -76 | -79 | -76 | -100 | -77 | -100 | -76 | -62 |
| L | 1723696734.156 | 67.078 | 14.000 | 42.672 | -100 | -100 | -74 | -69 | -70 | -71 | -68 | -68 |
| M | 1723696891.163 | 27.171 | 26.501 | 42.672 | -76 | -80 | -71 | -82 | -79 | -73 | -73 | -74 |
| N | 1723696393.141 | 109.532 | 34.039 | 42.672 | -76 | -86 | -78 | -68 | -75 | -71 | -80 | -82 |
| O | 1723696267.142 | 7.642 | 57.474 | 42.672 | -100 | -100 | -100 | -101 | -100 | -96 | -95 | -81 |
| P | 1723696423.133 | 69.625 | 42.133 | 42.672 | -78 | -80 | -78 | -84 | -77 | -81 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696717.165
- **Target RSSI fingerprint:** [-79, -75, -70, -80, -81, -77, -79, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26526194778836,
22.280964851379395,
42.672000000000004
] | 16 |
8,631 | **[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 | 1731994596.201 | 37.359 | 57.885 | 51.816 | -81 | -87 | -89 | -86 | -88 | -89 | -79 | -74 |
| B | 1731994365.220 | 45.000 | 91.433 | 51.816 | -81 | -85 | -83 | -84 | -74 | -71 | -71 | -79 |
| C | 1731994834.252 | 99.340 | 44.403 | 51.816 | -78 | -80 | -82 | -78 | -73 | -69 | -79 | -72 |
| D | 1731994336.223 | 118.869 | 70.797 | 51.816 | -95 | -81 | -88 | -82 | -87 | -79 | -83 | -73 |
| E | 1731994444.202 | 81.510 | 28.797 | 51.816 | -86 | -82 | -83 | -79 | -72 | -76 | -76 | -73 |
| F | 1731994338.214 | 112.925 | 77.605 | 51.816 | -87 | -80 | -87 | -82 | -76 | -77 | -76 | -71 |
| G | 1731994455.207 | 62.831 | 16.017 | 51.816 | -86 | -82 | -84 | -76 | -83 | -79 | -80 | -74 |
| H | 1731994439.246 | 100.189 | 45.770 | 51.816 | -88 | -78 | -82 | -77 | -84 | -68 | -74 | -71 |
| I | 1731994399.220 | 39.906 | 58.841 | 51.816 | -81 | -86 | -86 | -86 | -86 | -88 | -77 | -74 |
| J | 1731994529.216 | 98.491 | 64.202 | 51.816 | -76 | -86 | -80 | -75 | -82 | -78 | -74 | -74 |
| K | 1731994516.231 | 84.057 | 38.259 | 51.816 | -84 | -92 | -88 | -83 | -84 | -84 | -76 | -82 |
| L | 1731994890.232 | 61.133 | 6.211 | 51.816 | -86 | -83 | -87 | -79 | -86 | -94 | -81 | -77 |
| M | 1731994685.253 | 25.472 | 95.215 | 51.816 | -100 | -100 | -92 | -76 | -87 | -82 | -81 | -75 |
| N | 1731994390.225 | 22.076 | 49.472 | 51.816 | -86 | -87 | -74 | -86 | -83 | -66 | -71 | -76 |
| O | 1731994270.222 | 19.528 | 42.717 | 51.816 | -80 | -86 | -81 | -83 | -73 | -100 | -77 | -78 |
| P | 1731994499.222 | 42.453 | 68.887 | 51.816 | -98 | -82 | -77 | -82 | -79 | -86 | -65 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994393.209
- **Target RSSI fingerprint:** [-83, -92, -80, -93, -89, -71, -88, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77375259376792,
48.06530952453613,
51.816
] | 16 |
24,215 | **[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 | 1725937619.154 | 83.209 | 54.555 | 30.480 | -65 | -81 | -85 | -74 | -80 | -73 | -72 | -75 |
| B | 1725938222.137 | 6.793 | 63.247 | 30.480 | -74 | -79 | -100 | -79 | -70 | -66 | -59 | -67 |
| C | 1725937877.151 | 50.095 | 10.988 | 30.480 | -100 | -79 | -65 | -69 | -76 | -80 | -74 | -100 |
| D | 1725937689.168 | 14.434 | 102.607 | 30.480 | -100 | -73 | -82 | -77 | -81 | -67 | -50 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938024.139
- **Target RSSI fingerprint:** [-100, -75, -68, -68, -72, -100, -71, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.0006043481907,
13.350000381469727,
30.48
] | 4 |
41,887 | **[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 | 1724130272.138 | 114.627 | 96.807 | 60.960 | -76 | -77 | -85 | -84 | -85 | -73 | -82 | -64 |
| B | 1724130327.135 | 128.212 | 68.329 | 60.960 | -84 | -85 | -84 | -79 | -76 | -74 | -76 | -76 |
| C | 1724129806.116 | 49.247 | 29.500 | 60.960 | -77 | -77 | -74 | -80 | -100 | -74 | -77 | -72 |
| D | 1724130477.132 | 1.698 | 119.699 | 60.960 | -100 | -90 | -98 | -86 | -100 | -100 | -93 | -84 |
| E | 1724130061.149 | 129.061 | 34.715 | 60.960 | -82 | -78 | -84 | -82 | -74 | -76 | -70 | -77 |
| F | 1724130130.137 | 65.380 | 34.914 | 60.960 | -83 | -85 | -84 | -82 | -75 | -82 | -69 | -70 |
| G | 1724130355.121 | 99.343 | 20.781 | 60.960 | -77 | -86 | -81 | -85 | -78 | -75 | -73 | -73 |
| H | 1724129857.141 | 89.154 | 50.228 | 60.960 | -79 | -81 | -74 | -81 | -86 | -74 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130380.130
- **Target RSSI fingerprint:** [-76, -79, -80, -81, -79, -73, -73, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05795573700134,
39.59880828857422,
60.96
] | 8 |
17,951 | **[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 | 1722828482.166 | 39.057 | 81.520 | 42.672 | -89 | -85 | -86 | -89 | -77 | -82 | -81 | -75 |
| B | 1722828491.153 | 74.718 | 53.652 | 42.672 | -97 | -88 | -87 | -80 | -92 | -84 | -78 | -79 |
| C | 1722828728.155 | 85.755 | 105.738 | 42.672 | -87 | -85 | -83 | -86 | -76 | -77 | -77 | -75 |
| D | 1722828674.164 | 29.717 | 86.430 | 42.672 | -88 | -81 | -87 | -79 | -81 | -76 | -87 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829008.200
- **Target RSSI fingerprint:** [-80, -74, -80, -86, -81, -75, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.81219660682929,
67.49314308166504,
42.672000000000004
] | 4 |
27,632 | **[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 | 1725939583.153 | 101.888 | 31.690 | 42.672 | -71 | -74 | -62 | -74 | -75 | -70 | -73 | -58 |
| B | 1725939461.173 | 106.134 | 25.638 | 42.672 | -77 | -81 | -75 | -74 | -68 | -76 | -75 | -62 |
| C | 1725939117.149 | 45.850 | 13.549 | 42.672 | -100 | -99 | -86 | -89 | -100 | -100 | -84 | -92 |
| D | 1725939844.150 | 29.717 | 20.901 | 42.672 | -80 | -86 | -76 | -79 | -77 | -73 | -72 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939507.154
- **Target RSSI fingerprint:** [-83, -90, -77, -74, -85, -77, -69, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.793149270081415,
12.766103744506836,
42.672000000000004
] | 4 |
34,748 | **[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 | 1723693153.137 | 221.611 | 92.707 | 60.960 | -83 | -80 | -75 | -78 | -83 | -64 | -78 | -70 |
| B | 1723693325.159 | 186.799 | 47.349 | 60.960 | -80 | -84 | -85 | -80 | -74 | -82 | -80 | -81 |
| C | 1723693535.153 | 196.988 | 50.626 | 60.960 | -74 | -79 | -71 | -74 | -74 | -61 | -72 | -62 |
| D | 1723693539.172 | 210.573 | 64.866 | 60.960 | -75 | -79 | -76 | -78 | -77 | -63 | -75 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693596.144
- **Target RSSI fingerprint:** [-83, -85, -80, -82, -82, -87, -78, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.87202392853601,
58.19060802459717,
60.96
] | 4 |
6,942 | **[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 | 1723006872.151 | 104.435 | 39.957 | 42.672 | -78 | -100 | -85 | -86 | -74 | -90 | -87 | -81 |
| B | 1723006547.168 | 67.925 | 76.331 | 42.672 | -82 | -84 | -100 | -85 | -78 | -77 | -82 | -73 |
| C | 1723006559.156 | 40.755 | 79.410 | 42.672 | -88 | -78 | -83 | -84 | -77 | -87 | -82 | -75 |
| D | 1723006242.148 | 207.171 | 10.961 | 42.672 | -79 | -100 | -86 | -81 | -75 | -80 | -82 | -82 |
| E | 1723006365.157 | 42.453 | 16.044 | 42.672 | -77 | -73 | -74 | -72 | -100 | -77 | -73 | -58 |
| F | 1723006710.138 | 126.510 | 88.752 | 42.672 | -88 | -79 | -79 | -88 | -100 | -75 | -82 | -66 |
| G | 1723006278.152 | 146.888 | 39.532 | 42.672 | -84 | -75 | -82 | -84 | -73 | -67 | -72 | -81 |
| H | 1723006928.171 | 95.095 | 87.107 | 42.672 | -87 | -77 | -78 | -88 | -100 | -75 | -77 | -65 |
| I | 1723007045.150 | 206.322 | 4.658 | 42.672 | -94 | -100 | -100 | -92 | -93 | -91 | -95 | -105 |
| J | 1723006445.159 | 21.227 | 42.226 | 42.672 | -76 | -100 | -73 | -78 | -79 | -100 | -85 | -72 |
| K | 1723006661.147 | 34.812 | 38.643 | 42.672 | -83 | -78 | -81 | -78 | -74 | -85 | -81 | -64 |
| L | 1723006437.164 | 28.868 | 38.550 | 42.672 | -85 | -100 | -81 | -83 | -75 | -86 | -82 | -64 |
| M | 1723006910.139 | 5.943 | 79.835 | 42.672 | -91 | -68 | -81 | -85 | -81 | -89 | -83 | -80 |
| N | 1723006825.133 | 62.831 | 8.958 | 42.672 | -84 | -83 | -82 | -85 | -81 | -79 | -75 | -82 |
| O | 1723006855.152 | 151.133 | 24.351 | 42.672 | -90 | -81 | -90 | -92 | -82 | -91 | -90 | -83 |
| P | 1723006513.153 | 155.378 | 7.830 | 42.672 | -74 | -77 | -88 | -80 | -85 | -86 | -86 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006484.148
- **Target RSSI fingerprint:** [-93, -80, -88, -89, -100, -76, -85, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.9630831968107,
90.63668251037598,
42.672000000000004
] | 16 |
7,406 | **[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 | 1722833113.144 | 67.076 | 1.672 | 60.960 | -88 | -96 | -87 | -81 | -81 | -100 | -97 | -97 |
| B | 1722833476.146 | 96.793 | 38.245 | 60.960 | -86 | -83 | -84 | -85 | -82 | -78 | -81 | -84 |
| C | 1722833499.154 | 122.265 | 70.691 | 60.960 | -100 | -85 | -84 | -83 | -70 | -90 | -77 | -81 |
| D | 1722833968.153 | 91.699 | 82.887 | 60.960 | -90 | -90 | -88 | -82 | -86 | -78 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833526.166
- **Target RSSI fingerprint:** [-82, -84, -85, -77, -84, -80, -83, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
48.396565697272585,
100.24443626403809,
60.96
] | 4 |
10,628 | **[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 | 1731994593.216 | 28.019 | 48.477 | 51.816 | -92 | -93 | -84 | -84 | -85 | -82 | -74 | -77 |
| B | 1731994344.228 | 91.699 | 100.735 | 51.816 | -83 | -77 | -89 | -89 | -73 | -76 | -71 | -86 |
| C | 1731994363.229 | 52.642 | 98.161 | 51.816 | -94 | -81 | -79 | -85 | -91 | -80 | -83 | -72 |
| D | 1731994492.218 | 13.585 | 90.424 | 51.816 | -92 | -92 | -78 | -78 | -73 | -78 | -70 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994706.212
- **Target RSSI fingerprint:** [-92, -95, -81, -79, -81, -80, -73, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.69876000453341,
43.0358362197876,
51.816
] | 4 |
22,763 | **[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 | 1725941035.159 | 25.472 | 27.417 | 51.816 | -71 | -84 | -82 | -100 | -73 | -100 | -100 | -71 |
| B | 1725941367.144 | 69.624 | 22.254 | 51.816 | -100 | -83 | -79 | -71 | -79 | -76 | -74 | -73 |
| C | 1725940804.144 | 66.227 | 82.051 | 51.816 | -76 | -84 | -80 | -79 | -84 | -77 | -79 | -74 |
| D | 1725941311.149 | 101.888 | 31.451 | 51.816 | -80 | -82 | -78 | -72 | -83 | -74 | -71 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941089.146
- **Target RSSI fingerprint:** [-80, -82, -77, -77, -76, -79, -78, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05773618990392,
73.88946533203125,
51.816
] | 4 |
23,840 | **[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 | 1725939541.158 | 18.679 | 108.207 | 42.672 | -82 | -76 | -77 | -71 | -77 | -74 | -75 | -67 |
| B | 1725939476.156 | 89.152 | 60.354 | 42.672 | -68 | -100 | -74 | -73 | -100 | -100 | -100 | -68 |
| C | 1725939683.145 | 69.624 | 77.273 | 42.672 | -82 | -81 | -77 | -82 | -74 | -78 | -74 | -68 |
| D | 1725939860.148 | 78.114 | 9.568 | 42.672 | -66 | -70 | -100 | -78 | -73 | -67 | -75 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939401.159
- **Target RSSI fingerprint:** [-81, -77, -72, -73, -75, -73, -70, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60433302022933,
53.01516056060791,
42.672000000000004
] | 4 |
5,278 | **[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 | 1722841298.160 | 130.756 | 114.192 | 60.960 | -81 | -84 | -77 | -75 | -80 | -88 | -69 | -76 |
| B | 1722841169.174 | 53.491 | 99.820 | 60.960 | -89 | -84 | -86 | -85 | -73 | -72 | -72 | -77 |
| C | 1722840907.181 | 101.038 | 173.006 | 60.960 | -77 | -76 | -79 | -71 | -80 | -86 | -71 | -72 |
| D | 1722840839.166 | 10.189 | 125.339 | 60.960 | -75 | -88 | -80 | -71 | -77 | -75 | -81 | -72 |
| E | 1722841238.148 | 33.963 | 99.276 | 60.960 | -79 | -82 | -83 | -75 | -82 | -75 | -79 | -67 |
| F | 1722841224.154 | 70.472 | 61.283 | 60.960 | -89 | -82 | -71 | -88 | -73 | -75 | -75 | -87 |
| G | 1722841130.172 | 65.378 | 171.520 | 60.960 | -83 | -75 | -80 | -79 | -71 | -79 | -69 | -74 |
| H | 1722841450.173 | 14.434 | 13.589 | 60.960 | -90 | -82 | -71 | -89 | -73 | -70 | -80 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840797.166
- **Target RSSI fingerprint:** [-92, -84, -86, -81, -76, -70, -81, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188750614437886,
19.467644691467285,
60.96
] | 8 |
36,977 | **[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 | 1724129985.174 | 112.079 | 26.634 | 60.960 | -100 | -79 | -78 | -82 | -76 | -72 | -73 | -74 |
| B | 1724129844.120 | 70.474 | 73.651 | 60.960 | -76 | -79 | -81 | -83 | -74 | -68 | -75 | -68 |
| C | 1724130361.159 | 72.172 | 8.121 | 60.960 | -100 | -77 | -75 | -70 | -74 | -74 | -72 | -64 |
| D | 1724129953.133 | 101.890 | 54.090 | 60.960 | -76 | -79 | -76 | -73 | -73 | -68 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129862.135
- **Target RSSI fingerprint:** [-75, -73, -75, -74, -100, -75, -74, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.19214732535127,
25.57201862335205,
60.96
] | 4 |
24,970 | **[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 | 1725941316.156 | 77.265 | 41.563 | 51.816 | -75 | -78 | -75 | -74 | -83 | -74 | -76 | -66 |
| B | 1725941216.157 | 61.982 | 66.140 | 51.816 | -100 | -75 | -78 | -78 | -79 | -75 | -75 | -62 |
| C | 1725941190.149 | 108.681 | 52.896 | 51.816 | -73 | -100 | -72 | -69 | -82 | -78 | -68 | -64 |
| D | 1725941140.155 | 7.642 | 71.434 | 51.816 | -78 | -77 | -78 | -72 | -76 | -74 | -76 | -64 |
| E | 1725940791.148 | 106.134 | 45.716 | 51.816 | -76 | -74 | -77 | -67 | -82 | -75 | -77 | -65 |
| F | 1725941072.159 | 23.774 | 128.855 | 51.816 | -82 | -82 | -84 | -100 | -67 | -78 | -79 | -84 |
| G | 1725940986.152 | 107.832 | 45.385 | 51.816 | -74 | -76 | -72 | -76 | -85 | -78 | -75 | -62 |
| H | 1725940637.145 | 39.906 | 18.579 | 51.816 | -100 | -100 | -100 | -100 | -96 | -82 | -92 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941222.158
- **Target RSSI fingerprint:** [-80, -73, -79, -79, -80, -78, -80, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035470862476,
35.16650199890137,
51.816
] | 8 |
2,524 | **[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 | 1723006649.171 | 95.095 | 39.586 | 42.672 | -84 | -76 | -85 | -85 | -89 | -82 | -85 | -73 |
| B | 1723006671.147 | 19.528 | 46.234 | 42.672 | -86 | -80 | -85 | -76 | -91 | -76 | -89 | -72 |
| C | 1723006297.165 | 119.718 | 3.676 | 42.672 | -82 | -78 | -85 | -73 | -72 | -86 | -88 | -85 |
| D | 1723006554.153 | 62.831 | 80.286 | 42.672 | -79 | -100 | -84 | -75 | -81 | -72 | -82 | -100 |
| E | 1723006533.145 | 94.246 | 11.174 | 42.672 | -91 | -81 | -86 | -91 | -85 | -90 | -88 | -84 |
| F | 1723006662.146 | 29.717 | 38.604 | 42.672 | -85 | -74 | -80 | -81 | -92 | -85 | -86 | -66 |
| G | 1723006256.162 | 156.227 | 60.977 | 42.672 | -75 | -78 | -82 | -84 | -80 | -89 | -77 | -82 |
| H | 1723006519.160 | 127.359 | 6.410 | 42.672 | -80 | -78 | -86 | -71 | -75 | -83 | -88 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006859.154
- **Target RSSI fingerprint:** [-85, -77, -86, -80, -75, -75, -78, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.03870075240712,
39.95710849761963,
42.672000000000004
] | 8 |
41,325 | **[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 | 1723693526.140 | 185.950 | 42.213 | 60.960 | -100 | -79 | -74 | -80 | -76 | -78 | -70 | -83 |
| B | 1723693412.159 | 143.496 | 40.568 | 60.960 | -75 | -82 | -77 | -69 | -75 | -76 | -77 | -61 |
| C | 1723693416.145 | 159.628 | 55.324 | 60.960 | -82 | -83 | -75 | -66 | -75 | -77 | -75 | -62 |
| D | 1723693201.174 | 129.061 | 40.660 | 60.960 | -100 | -80 | -80 | -100 | -76 | -77 | -71 | -75 |
| E | 1723693458.145 | 195.290 | 45.305 | 60.960 | -75 | -82 | -82 | -79 | -76 | -72 | -72 | -77 |
| F | 1723693096.159 | 123.967 | 61.628 | 60.960 | -80 | -76 | -82 | -84 | -77 | -77 | -77 | -69 |
| G | 1723693232.159 | 215.668 | 106.030 | 60.960 | -82 | -75 | -76 | -66 | -79 | -78 | -78 | -69 |
| H | 1723693387.150 | 130.759 | 73.385 | 60.960 | -80 | -84 | -81 | -77 | -78 | -77 | -70 | -66 |
| I | 1723693079.148 | 150.288 | 10.019 | 60.960 | -71 | -81 | -79 | -70 | -79 | -69 | -81 | -62 |
| J | 1723693597.151 | 120.570 | 54.448 | 60.960 | -78 | -80 | -72 | -100 | -78 | -80 | -73 | -77 |
| K | 1723693214.159 | 154.534 | 52.736 | 60.960 | -79 | -82 | -80 | -68 | -75 | -76 | -75 | -62 |
| L | 1723693118.151 | 169.817 | 78.945 | 60.960 | -84 | -76 | -70 | -82 | -78 | -79 | -78 | -80 |
| M | 1723693213.139 | 150.288 | 49.631 | 60.960 | -79 | -82 | -82 | -71 | -78 | -80 | -77 | -63 |
| N | 1723693479.153 | 140.948 | 8.586 | 60.960 | -70 | -100 | -76 | -71 | -84 | -70 | -75 | -63 |
| O | 1723693146.142 | 227.555 | 79.954 | 60.960 | -76 | -68 | -80 | -64 | -83 | -76 | -80 | -69 |
| P | 1723693062.146 | 115.476 | 20.967 | 60.960 | -100 | -74 | -81 | -100 | -76 | -71 | -79 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693669.146
- **Target RSSI fingerprint:** [-74, -80, -79, -77, -77, -76, -70, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98637345148532,
5.838966369628906,
60.96
] | 16 |
43,919 | **[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 | 1724128654.131 | 113.778 | 31.729 | 51.816 | -100 | -75 | -78 | -86 | -79 | -85 | -78 | -76 |
| B | 1724128625.139 | 63.681 | 74.832 | 51.816 | -69 | -100 | -80 | -87 | -80 | -67 | -79 | -73 |
| C | 1724128556.159 | 128.212 | 70.346 | 51.816 | -100 | -75 | -79 | -81 | -75 | -80 | -76 | -67 |
| D | 1724128737.130 | 117.174 | 65.171 | 51.816 | -86 | -82 | -78 | -82 | -83 | -83 | -77 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128505.141
- **Target RSSI fingerprint:** [-69, -74, -83, -82, -73, -71, -83, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79580443950144,
90.07932662963867,
51.816
] | 4 |
29,319 | **[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 | 1723691829.156 | 217.366 | 115.598 | 51.816 | -79 | -74 | -77 | -75 | -81 | -80 | -77 | -77 |
| B | 1723691274.137 | 149.439 | 17.769 | 51.816 | -100 | -100 | -100 | -100 | -80 | -79 | -76 | -77 |
| C | 1723691617.161 | 174.912 | 75.522 | 51.816 | -79 | -86 | -82 | -77 | -82 | -78 | -82 | -77 |
| D | 1723691533.154 | 201.233 | 61.681 | 51.816 | -79 | -83 | -78 | -75 | -82 | -80 | -81 | -79 |
| E | 1723691434.143 | 219.064 | 115.293 | 51.816 | -83 | -84 | -77 | -84 | -85 | -82 | -88 | -80 |
| F | 1723691503.150 | 153.685 | 103.031 | 51.816 | -80 | -82 | -81 | -74 | -80 | -77 | -80 | -77 |
| G | 1723691278.131 | 142.646 | 28.133 | 51.816 | -100 | -84 | -100 | -77 | -75 | -79 | -68 | -67 |
| H | 1723691735.177 | 210.573 | 72.363 | 51.816 | -77 | -81 | -78 | -76 | -79 | -81 | -79 | -80 |
| I | 1723691703.126 | 155.383 | 102.766 | 51.816 | -77 | -79 | -78 | -74 | -81 | -77 | -78 | -78 |
| J | 1723691243.152 | 36.511 | 67.241 | 51.816 | -82 | -100 | -100 | -79 | -82 | -82 | -75 | -74 |
| K | 1723691303.138 | 154.534 | 102.952 | 51.816 | -82 | -83 | -78 | -73 | -82 | -78 | -81 | -77 |
| L | 1723691449.154 | 224.159 | 81.613 | 51.816 | -87 | -78 | -78 | -100 | -85 | -80 | -78 | -74 |
| M | 1723691254.133 | 86.607 | 45.133 | 51.816 | -100 | -100 | -100 | -77 | -77 | -77 | -75 | -74 |
| N | 1723691720.145 | 185.101 | 65.038 | 51.816 | -75 | -86 | -80 | -100 | -84 | -76 | -80 | -80 |
| O | 1723691530.160 | 191.893 | 51.701 | 51.816 | -100 | -76 | -76 | -77 | -100 | -72 | -71 | -75 |
| P | 1723691645.135 | 233.499 | 91.420 | 51.816 | -78 | -80 | -82 | -100 | -84 | -86 | -73 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691586.141
- **Target RSSI fingerprint:** [-83, -79, -76, -100, -78, -71, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.7592302514069,
72.0846939086914,
51.816
] | 16 |
43,793 | **[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 | 1723691435.151 | 220.762 | 112.772 | 51.816 | -82 | -77 | -100 | -77 | -83 | -83 | -81 | -77 |
| B | 1723691579.152 | 158.779 | 95.958 | 51.816 | -79 | -86 | -81 | -76 | -80 | -85 | -78 | -73 |
| C | 1723691881.128 | 129.061 | 14.359 | 51.816 | -100 | -100 | -74 | -79 | -76 | -81 | -81 | -74 |
| D | 1723691717.156 | 178.308 | 78.083 | 51.816 | -79 | -74 | -100 | -77 | -82 | -75 | -100 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691408.138
- **Target RSSI fingerprint:** [-88, -86, -81, -100, -100, -77, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.0427766444285,
47.176194190979004,
51.816
] | 4 |
14,623 | **[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 | 1731999618.230 | 90.001 | 89.854 | 42.672 | -88 | -83 | -79 | -73 | -84 | -83 | -82 | -86 |
| B | 1731999648.224 | 73.019 | 181.061 | 42.672 | -82 | -89 | -86 | -80 | -89 | -68 | -78 | -77 |
| C | 1732000177.242 | 61.133 | 51.940 | 42.672 | -84 | -80 | -71 | -83 | -76 | -85 | -89 | -73 |
| D | 1732000108.256 | 55.189 | 102.978 | 42.672 | -95 | -89 | -92 | -86 | -95 | -86 | -88 | -87 |
| E | 1731999997.232 | 57.736 | 166.610 | 42.672 | -80 | -85 | -81 | -82 | -79 | -77 | -84 | -75 |
| F | 1732000139.201 | 145.190 | 129.041 | 42.672 | -91 | -100 | -90 | -100 | -90 | -72 | -57 | -84 |
| G | 1732000118.235 | 90.850 | 131.961 | 42.672 | -91 | -88 | -85 | -87 | -83 | -78 | -83 | -81 |
| H | 1732000031.227 | 126.510 | 109.759 | 42.672 | -92 | -82 | -90 | -89 | -81 | -89 | -84 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000060.235
- **Target RSSI fingerprint:** [-83, -89, -88, -72, -87, -68, -74, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88751043337707,
198.85661602020264,
42.672000000000004
] | 8 |
6,009 | **[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 | 1723010211.159 | 45.000 | 84.758 | 60.960 | -74 | -85 | -86 | -76 | -82 | -70 | -72 | -100 |
| B | 1723010440.143 | 75.567 | 86.443 | 60.960 | -77 | -87 | -85 | -74 | -83 | -71 | -76 | -82 |
| C | 1723010379.164 | 143.492 | 43.500 | 60.960 | -88 | -76 | -82 | -69 | -84 | -82 | -77 | -67 |
| D | 1723010224.166 | 108.680 | 86.855 | 60.960 | -76 | -87 | -86 | -65 | -86 | -69 | -83 | -76 |
| E | 1723010190.138 | 16.981 | 55.324 | 60.960 | -78 | -88 | -73 | -84 | -73 | -78 | -69 | -77 |
| F | 1723010428.157 | 16.132 | 84.307 | 60.960 | -73 | -84 | -87 | -82 | -81 | -71 | -73 | -82 |
| G | 1723010368.156 | 151.133 | 12.036 | 60.960 | -88 | -81 | -85 | -81 | -86 | -90 | -79 | -69 |
| H | 1723009769.160 | 166.416 | 54.833 | 60.960 | -82 | -77 | -84 | -84 | -80 | -78 | -78 | -78 |
| I | 1723010247.136 | 152.831 | 25.492 | 60.960 | -76 | -71 | -74 | -82 | -76 | -72 | -81 | -79 |
| J | 1723010296.157 | 67.076 | 85.329 | 60.960 | -100 | -73 | -72 | -70 | -75 | -79 | -68 | -74 |
| K | 1723009943.141 | 88.302 | 45.411 | 60.960 | -82 | -78 | -76 | -80 | -72 | -86 | -80 | -67 |
| L | 1723009882.174 | 44.151 | 11.479 | 60.960 | -75 | -73 | -69 | -65 | -66 | -79 | -70 | -79 |
| M | 1723009813.151 | 123.963 | 6.250 | 60.960 | -85 | -83 | -71 | -100 | -67 | -88 | -77 | -69 |
| N | 1723010573.167 | 196.133 | 0.000 | 60.960 | -100 | -81 | -83 | -95 | -85 | -98 | -100 | -82 |
| O | 1723009995.160 | 90.001 | 86.457 | 60.960 | -74 | -86 | -85 | -75 | -87 | -71 | -80 | -77 |
| P | 1723010017.151 | 143.492 | 50.613 | 60.960 | -75 | -79 | -78 | -84 | -81 | -71 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010098.142
- **Target RSSI fingerprint:** [-75, -89, -66, -74, -67, -76, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244299686754,
57.858848571777344,
60.96
] | 16 |
12,328 | **[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 | 1722839022.177 | 118.869 | 149.252 | 51.816 | -84 | -84 | -93 | -78 | -82 | -75 | -78 | -72 |
| B | 1722838550.168 | 3.396 | 8.931 | 51.816 | -100 | -79 | -95 | -87 | -76 | -84 | -68 | -83 |
| C | 1722839298.155 | 90.001 | 134.164 | 51.816 | -66 | -88 | -75 | -78 | -86 | -75 | -89 | -74 |
| D | 1722839149.150 | 48.397 | 83.298 | 51.816 | -86 | -83 | -85 | -83 | -84 | -84 | -70 | -70 |
| E | 1722838983.146 | 68.774 | 135.637 | 51.816 | -67 | -79 | -71 | -70 | -76 | -72 | -81 | -68 |
| F | 1722839368.157 | 2.547 | 5.879 | 51.816 | -100 | -79 | -78 | -91 | -75 | -73 | -74 | -91 |
| G | 1722838712.170 | 11.887 | 12.315 | 51.816 | -100 | -85 | -81 | -85 | -78 | -73 | -79 | -80 |
| H | 1722839343.176 | 69.623 | 62.318 | 51.816 | -83 | -79 | -88 | -90 | -72 | -72 | -75 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838945.170
- **Target RSSI fingerprint:** [-84, -83, -85, -80, -81, -82, -69, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84937800168231,
88.67266654968262,
51.816
] | 8 |
18,743 | **[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 | 1732000163.229 | 84.057 | 72.058 | 42.672 | -85 | -80 | -100 | -69 | -74 | -76 | -72 | -64 |
| B | 1732000263.219 | 8.491 | 7.219 | 42.672 | -103 | -97 | -97 | -100 | -101 | -97 | -99 | -94 |
| C | 1732000002.226 | 60.283 | 167.791 | 42.672 | -92 | -88 | -89 | -90 | -92 | -78 | -90 | -89 |
| D | 1731999789.223 | 36.510 | 149.942 | 42.672 | -80 | -88 | -100 | -87 | -79 | -100 | -76 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999865.231
- **Target RSSI fingerprint:** [-93, -86, -78, -80, -84, -77, -80, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79313491170822,
198.65756034851074,
42.672000000000004
] | 4 |
35,089 | **[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 | 1723696515.154 | 61.983 | 66.723 | 42.672 | -86 | -75 | -76 | -78 | -73 | -67 | -71 | -64 |
| B | 1723696806.155 | 46.700 | 63.034 | 42.672 | -83 | -85 | -79 | -80 | -75 | -76 | -70 | -69 |
| C | 1723696386.137 | 78.965 | 18.220 | 42.672 | -79 | -82 | -100 | -68 | -74 | -72 | -70 | -67 |
| D | 1723696408.138 | 112.928 | 62.172 | 42.672 | -85 | -82 | -78 | -72 | -69 | -71 | -73 | -78 |
| E | 1723696824.157 | 99.343 | 87.160 | 42.672 | -83 | -77 | -85 | -72 | -81 | -75 | -69 | -83 |
| F | 1723696566.144 | 101.041 | 33.402 | 42.672 | -80 | -83 | -74 | -67 | -73 | -76 | -69 | -82 |
| G | 1723696269.135 | 10.189 | 57.487 | 42.672 | -97 | -97 | -100 | -101 | -100 | -106 | -94 | -81 |
| H | 1723696424.188 | 65.380 | 39.931 | 42.672 | -78 | -79 | -77 | -84 | -78 | -75 | -80 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696498.146
- **Target RSSI fingerprint:** [-80, -85, -75, -75, -77, -73, -78, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.0030991175149,
24.44403648376465,
42.672000000000004
] | 8 |
20,964 | **[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 | 1722828493.164 | 82.359 | 47.004 | 42.672 | -84 | -91 | -81 | -85 | -83 | -86 | -79 | -80 |
| B | 1722828593.162 | 78.963 | 76.822 | 42.672 | -87 | -87 | -85 | -86 | -86 | -88 | -75 | -74 |
| C | 1722828921.154 | 97.642 | 94.392 | 42.672 | -87 | -96 | -81 | -81 | -84 | -82 | -90 | -75 |
| D | 1722828790.152 | 81.510 | 76.570 | 42.672 | -90 | -88 | -89 | -83 | -85 | -86 | -74 | -77 |
| E | 1722828662.150 | 0.849 | 51.383 | 42.672 | -100 | -96 | -94 | -81 | -87 | -100 | -89 | -90 |
| F | 1722829084.153 | 63.680 | 8.573 | 42.672 | -93 | -85 | -81 | -81 | -80 | -88 | -85 | -79 |
| G | 1722828337.156 | 67.925 | 5.799 | 42.672 | -94 | -87 | -88 | -82 | -77 | -70 | -88 | -86 |
| H | 1722828554.169 | 21.227 | 73.319 | 42.672 | -92 | -87 | -85 | -79 | -83 | -78 | -86 | -79 |
| I | 1722828539.149 | 67.076 | 116.156 | 42.672 | -84 | -96 | -79 | -85 | -85 | -85 | -95 | -80 |
| J | 1722828836.173 | 69.623 | 7.392 | 42.672 | -98 | -94 | -101 | -92 | -86 | -86 | -92 | -93 |
| K | 1722828842.184 | 50.095 | 19.481 | 42.672 | -87 | -88 | -81 | -86 | -84 | -80 | -74 | -80 |
| L | 1722828950.141 | 16.981 | 68.621 | 42.672 | -93 | -90 | -83 | -84 | -84 | -76 | -81 | -79 |
| M | 1722828559.160 | 3.396 | 56.864 | 42.672 | -84 | -91 | -77 | -100 | -100 | -100 | -80 | -73 |
| N | 1722828914.166 | 123.114 | 69.086 | 42.672 | -84 | -92 | -85 | -87 | -82 | -88 | -81 | -80 |
| O | 1722828491.153 | 74.718 | 53.652 | 42.672 | -85 | -88 | -92 | -84 | -87 | -78 | -80 | -79 |
| P | 1722828671.157 | 24.623 | 81.719 | 42.672 | -91 | -81 | -84 | -79 | -86 | -85 | -77 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829135.165
- **Target RSSI fingerprint:** [-98, -92, -99, -87, -80, -81, -91, -96]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219264195122,
0.6635189056396484,
42.672000000000004
] | 16 |
3,476 | **[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 | 1723004337.142 | 90.850 | 32.366 | 60.960 | -80 | -74 | -86 | -82 | -81 | -67 | -72 | -73 |
| B | 1723004347.152 | 115.472 | 77.751 | 60.960 | -82 | -84 | -75 | -84 | -85 | -68 | -74 | -72 |
| C | 1723005034.151 | 79.812 | 4.061 | 60.960 | -100 | -79 | -88 | -82 | -74 | -78 | -74 | -60 |
| D | 1723004836.140 | 73.868 | 33.348 | 60.960 | -100 | -85 | -87 | -81 | -76 | -81 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004987.147
- **Target RSSI fingerprint:** [-80, -81, -84, -84, -82, -79, -71, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26436417581604,
89.56178188323975,
60.96
] | 4 |
41,877 | **[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 | 1723693600.160 | 126.514 | 41.616 | 60.960 | -81 | -78 | -78 | -100 | -73 | -78 | -72 | -76 |
| B | 1723693381.178 | 154.534 | 92.521 | 60.960 | -74 | -78 | -84 | -75 | -82 | -76 | -74 | -68 |
| C | 1723693215.140 | 157.930 | 55.974 | 60.960 | -82 | -75 | -78 | -67 | -81 | -76 | -78 | -62 |
| D | 1723693032.145 | 11.038 | 70.386 | 60.960 | -100 | -100 | -74 | -84 | -100 | -100 | -76 | -68 |
| E | 1723693304.169 | 150.288 | 88.925 | 60.960 | -75 | -76 | -78 | -72 | -76 | -76 | -75 | -66 |
| F | 1723693472.159 | 147.741 | 0.332 | 60.960 | -84 | -80 | -77 | -84 | -82 | -75 | -71 | -79 |
| G | 1723693805.162 | 0.000 | 67.772 | 60.960 | -100 | -100 | -100 | -93 | -94 | -100 | -103 | -79 |
| H | 1723693601.147 | 129.061 | 37.396 | 60.960 | -74 | -77 | -100 | -100 | -71 | -74 | -71 | -77 |
| I | 1723693178.148 | 163.874 | 98.931 | 60.960 | -75 | -80 | -80 | -77 | -80 | -78 | -75 | -73 |
| J | 1723693198.139 | 122.268 | 53.984 | 60.960 | -82 | -81 | -82 | -85 | -73 | -80 | -81 | -77 |
| K | 1723693241.155 | 225.857 | 85.939 | 60.960 | -72 | -78 | -82 | -76 | -71 | -76 | -100 | -80 |
| L | 1723693692.151 | 82.361 | 31.716 | 60.960 | -100 | -100 | -78 | -83 | -78 | -74 | -67 | -70 |
| M | 1723693389.142 | 123.117 | 66.816 | 60.960 | -84 | -80 | -76 | -82 | -79 | -77 | -71 | -68 |
| N | 1723693582.178 | 146.043 | 86.457 | 60.960 | -76 | -78 | -85 | -75 | -83 | -77 | -72 | -67 |
| O | 1723693707.167 | 13.585 | 63.923 | 60.960 | -100 | -100 | -100 | -77 | -74 | -73 | -76 | -69 |
| P | 1723693637.145 | 218.215 | 104.531 | 60.960 | -79 | -79 | -82 | -78 | -80 | -77 | -78 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693391.187
- **Target RSSI fingerprint:** [-81, -77, -75, -77, -74, -75, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.32476627292452,
61.614365577697754,
60.96
] | 16 |
25,880 | **[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 | 1725939696.155 | 58.586 | 52.936 | 42.672 | -75 | -82 | -77 | -75 | -78 | -79 | -80 | -61 |
| B | 1725939361.189 | 67.076 | 82.489 | 42.672 | -68 | -85 | -78 | -75 | -80 | -76 | -77 | -65 |
| C | 1725939545.166 | 21.227 | 123.441 | 42.672 | -68 | -70 | -78 | -68 | -80 | -77 | -79 | -68 |
| D | 1725939773.144 | 59.435 | 87.054 | 42.672 | -70 | -82 | -72 | -78 | -79 | -77 | -76 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939747.168
- **Target RSSI fingerprint:** [-72, -66, -79, -71, -78, -79, -74, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
15.283224374778124,
100.80179214477539,
42.672000000000004
] | 4 |
7,356 | **[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 | 1723009890.165 | 50.944 | 6.755 | 60.960 | -68 | -86 | -80 | -82 | -78 | -85 | -71 | -70 |
| B | 1723010187.139 | 24.623 | 42.916 | 60.960 | -65 | -88 | -83 | -82 | -78 | -84 | -72 | -75 |
| C | 1723009914.175 | 153.680 | 9.488 | 60.960 | -100 | -75 | -76 | -79 | -83 | -75 | -78 | -57 |
| D | 1723009759.151 | 200.379 | 16.429 | 60.960 | -100 | -83 | -84 | -81 | -86 | -77 | -81 | -76 |
| E | 1723010430.128 | 25.472 | 84.293 | 60.960 | -81 | -86 | -74 | -88 | -81 | -71 | -72 | -78 |
| F | 1723009965.137 | 15.283 | 60.911 | 60.960 | -83 | -86 | -77 | -73 | -74 | -78 | -67 | -80 |
| G | 1723010229.151 | 129.057 | 88.049 | 60.960 | -100 | -76 | -76 | -78 | -83 | -68 | -73 | -100 |
| H | 1723010473.179 | 180.850 | 35.870 | 60.960 | -80 | -82 | -76 | -84 | -87 | -72 | -84 | -70 |
| I | 1723009898.147 | 89.152 | 6.476 | 60.960 | -70 | -83 | -73 | -83 | -79 | -78 | -72 | -65 |
| J | 1723009939.141 | 107.831 | 45.982 | 60.960 | -79 | -79 | -88 | -72 | -70 | -90 | -83 | -69 |
| K | 1723009812.173 | 129.057 | 6.197 | 60.960 | -100 | -76 | -86 | -69 | -67 | -88 | -83 | -70 |
| L | 1723009823.177 | 97.642 | 6.290 | 60.960 | -79 | -76 | -78 | -75 | -72 | -81 | -78 | -80 |
| M | 1723010044.153 | 97.642 | 7.524 | 60.960 | -78 | -82 | -81 | -73 | -72 | -88 | -81 | -73 |
| N | 1723010477.164 | 194.435 | 21.737 | 60.960 | -77 | -88 | -77 | -85 | -85 | -71 | -84 | -64 |
| O | 1723010242.155 | 143.492 | 49.963 | 60.960 | -80 | -80 | -76 | -79 | -80 | -70 | -77 | -80 |
| P | 1723009896.152 | 79.812 | 6.834 | 60.960 | -79 | -83 | -75 | -80 | -79 | -79 | -74 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010156.163
- **Target RSSI fingerprint:** [-83, -81, -89, -80, -85, -84, -83, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64245211736872,
43.4074068069458,
60.96
] | 16 |
36,652 | **[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 | 1723690233.136 | 90.852 | 31.942 | 42.672 | -85 | -100 | -71 | -73 | -86 | -85 | -76 | -73 |
| B | 1723689923.133 | 155.383 | 90.769 | 42.672 | -89 | -85 | -82 | -78 | -100 | -89 | -88 | -80 |
| C | 1723689691.134 | 236.046 | 87.996 | 42.672 | -90 | -77 | -100 | -100 | -88 | -88 | -80 | -87 |
| D | 1723689837.166 | 123.967 | 67.772 | 42.672 | -83 | -76 | -81 | -82 | -75 | -86 | -70 | -71 |
| E | 1723689665.149 | 191.893 | 55.205 | 42.672 | -100 | -85 | -91 | -94 | -82 | -71 | -80 | -81 |
| F | 1723689617.152 | 155.383 | 15.938 | 42.672 | -87 | -85 | -100 | -100 | -80 | -85 | -77 | -72 |
| G | 1723689874.168 | 201.233 | 53.639 | 42.672 | -84 | -86 | -100 | -100 | -85 | -78 | -79 | -75 |
| H | 1723689770.129 | 218.215 | 109.268 | 42.672 | -87 | -81 | -78 | -80 | -83 | -79 | -82 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690048.164
- **Target RSSI fingerprint:** [-83, -100, -79, -77, -88, -91, -86, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
162.17540649961018,
101.14682197570801,
42.672000000000004
] | 8 |
18,094 | **[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 | 1722839285.149 | 45.849 | 94.167 | 51.816 | -85 | -81 | -87 | -70 | -86 | -89 | -71 | -85 |
| B | 1722838547.183 | 3.396 | 4.684 | 51.816 | -78 | -87 | -67 | -95 | -77 | -83 | -100 | -77 |
| C | 1722839444.153 | 0.849 | 0.730 | 51.816 | -82 | -85 | -69 | -94 | -78 | -85 | -100 | -81 |
| D | 1722838777.167 | 68.774 | 135.331 | 51.816 | -73 | -72 | -79 | -70 | -74 | -70 | -66 | -69 |
| E | 1722838548.172 | 3.396 | 6.264 | 51.816 | -79 | -89 | -75 | -96 | -79 | -88 | -100 | -80 |
| F | 1722838943.165 | 52.642 | 81.002 | 51.816 | -82 | -80 | -68 | -87 | -82 | -83 | -85 | -70 |
| G | 1722839053.170 | 39.906 | 146.810 | 51.816 | -78 | -78 | -85 | -72 | -81 | -76 | -71 | -71 |
| H | 1722838748.173 | 14.434 | 122.937 | 51.816 | -79 | -79 | -84 | -75 | -84 | -75 | -78 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838789.174
- **Target RSSI fingerprint:** [-81, -74, -85, -78, -74, -72, -70, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73656922599186,
92.26893901824951,
51.816
] | 8 |
3,762 | **[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 | 1731994311.222 | 83.208 | 52.192 | 51.816 | -85 | -84 | -77 | -78 | -75 | -73 | -74 | -66 |
| B | 1731994803.247 | 92.548 | 92.229 | 51.816 | -82 | -77 | -86 | -86 | -86 | -74 | -75 | -75 |
| C | 1731994420.223 | 97.642 | 95.932 | 51.816 | -84 | -77 | -87 | -77 | -89 | -77 | -75 | -63 |
| D | 1731994680.211 | 19.528 | 85.806 | 51.816 | -91 | -91 | -85 | -86 | -78 | -83 | -75 | -74 |
| E | 1731994383.226 | 10.189 | 62.119 | 51.816 | -91 | -86 | -76 | -80 | -84 | -75 | -75 | -72 |
| F | 1731994768.200 | 7.642 | 65.410 | 51.816 | -100 | -75 | -76 | -76 | -82 | -86 | -74 | -71 |
| G | 1731994426.223 | 118.020 | 76.411 | 51.816 | -87 | -82 | -87 | -81 | -80 | -89 | -77 | -67 |
| H | 1731994307.236 | 66.227 | 66.737 | 51.816 | -94 | -90 | -76 | -78 | -80 | -70 | -76 | -64 |
| I | 1731994237.211 | 60.283 | 7.378 | 51.816 | -79 | -84 | -80 | -80 | -85 | -90 | -81 | -78 |
| J | 1731994336.223 | 118.869 | 70.797 | 51.816 | -95 | -93 | -88 | -87 | -82 | -79 | -73 | -83 |
| K | 1731994556.237 | 61.982 | 110.317 | 51.816 | -84 | -82 | -100 | -85 | -92 | -86 | -85 | -71 |
| L | 1731994332.203 | 122.265 | 70.174 | 51.816 | -77 | -89 | -81 | -84 | -75 | -78 | -73 | -79 |
| M | 1731994935.229 | 69.623 | 0.000 | 51.816 | -74 | -100 | -93 | -94 | -100 | -101 | -96 | -91 |
| N | 1731994334.243 | 122.265 | 69.444 | 51.816 | -87 | -95 | -89 | -83 | -77 | -84 | -77 | -79 |
| O | 1731994458.228 | 52.642 | 22.201 | 51.816 | -82 | -78 | -84 | -88 | -76 | -77 | -75 | -83 |
| P | 1731994397.210 | 30.566 | 51.317 | 51.816 | -84 | -92 | -84 | -88 | -85 | -80 | -74 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994522.214
- **Target RSSI fingerprint:** [-90, -91, -88, -86, -88, -81, -84, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.69876000453341,
56.438918113708496,
51.816
] | 16 |
1,942 | **[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 | 1722841072.166 | 79.812 | 117.775 | 60.960 | -85 | -79 | -76 | -72 | -75 | -74 | -71 | -65 |
| B | 1722840864.163 | 73.019 | 125.179 | 60.960 | -81 | -80 | -74 | -71 | -76 | -76 | -71 | -67 |
| C | 1722840822.165 | 49.246 | 82.515 | 60.960 | -85 | -75 | -77 | -80 | -75 | -81 | -78 | -66 |
| D | 1722840924.161 | 67.076 | 173.444 | 60.960 | -85 | -83 | -82 | -81 | -80 | -73 | -74 | -76 |
| E | 1722841152.177 | 16.981 | 119.115 | 60.960 | -80 | -76 | -71 | -70 | -72 | -77 | -75 | -71 |
| F | 1722841196.173 | 129.058 | 129.652 | 60.960 | -82 | -77 | -86 | -89 | -77 | -71 | -80 | -69 |
| G | 1722840896.151 | 129.058 | 125.591 | 60.960 | -77 | -80 | -88 | -89 | -75 | -80 | -74 | -74 |
| H | 1722841117.167 | 92.548 | 191.293 | 60.960 | -86 | -84 | -91 | -82 | -83 | -79 | -79 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841070.156
- **Target RSSI fingerprint:** [-81, -77, -73, -69, -73, -73, -68, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01937940347152,
125.7102918624878,
60.96
] | 8 |
2,037 | **[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 | 1723006692.141 | 40.755 | 83.471 | 42.672 | -83 | -87 | -74 | -72 | -70 | -74 | -100 | -80 |
| B | 1723006602.154 | 70.472 | 9.502 | 42.672 | -82 | -83 | -90 | -80 | -80 | -78 | -74 | -79 |
| C | 1723006882.162 | 53.491 | 39.400 | 42.672 | -85 | -76 | -83 | -100 | -88 | -84 | -77 | -63 |
| D | 1723006957.153 | 176.605 | 39.692 | 42.672 | -80 | -85 | -89 | -100 | -68 | -73 | -65 | -81 |
| E | 1723006339.181 | 20.377 | 81.653 | 42.672 | -80 | -81 | -83 | -80 | -85 | -85 | -81 | -79 |
| F | 1723006543.137 | 75.567 | 58.018 | 42.672 | -91 | -89 | -85 | -83 | -80 | -85 | -81 | -76 |
| G | 1723006026.174 | 203.775 | 1.261 | 42.672 | -100 | -88 | -100 | -100 | -100 | -97 | -75 | -88 |
| H | 1723006444.150 | 22.925 | 38.484 | 42.672 | -91 | -82 | -80 | -100 | -100 | -87 | -83 | -83 |
| I | 1723006322.150 | 69.623 | 73.452 | 42.672 | -88 | -88 | -80 | -79 | -78 | -80 | -75 | -71 |
| J | 1723006783.138 | 41.604 | 80.644 | 42.672 | -80 | -85 | -82 | -79 | -87 | -83 | -76 | -77 |
| K | 1723006566.160 | 5.943 | 78.879 | 42.672 | -78 | -79 | -81 | -73 | -89 | -82 | -79 | -76 |
| L | 1723006740.151 | 147.737 | 7.816 | 42.672 | -78 | -81 | -100 | -100 | -79 | -83 | -69 | -76 |
| M | 1723006919.131 | 50.944 | 83.431 | 42.672 | -85 | -88 | -77 | -72 | -69 | -73 | -100 | -81 |
| N | 1723006782.139 | 46.698 | 80.989 | 42.672 | -78 | -84 | -82 | -80 | -85 | -87 | -73 | -70 |
| O | 1723006342.159 | 5.943 | 80.803 | 42.672 | -82 | -79 | -80 | -72 | -88 | -85 | -77 | -73 |
| P | 1723006690.146 | 30.566 | 82.436 | 42.672 | -82 | -85 | -75 | -72 | -72 | -74 | -100 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006475.159
- **Target RSSI fingerprint:** [-100, -87, -78, -71, -75, -79, -80, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81184808561784,
87.55795478820801,
42.672000000000004
] | 16 |
32,461 | **[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 | 1723693304.169 | 150.288 | 88.925 | 60.960 | -76 | -75 | -76 | -79 | -78 | -76 | -75 | -66 |
| B | 1723693465.154 | 168.119 | 20.025 | 60.960 | -74 | -79 | -80 | -100 | -78 | -77 | -68 | -100 |
| C | 1723693031.151 | 9.340 | 70.267 | 60.960 | -100 | -100 | -100 | -74 | -74 | -100 | -76 | -68 |
| D | 1723693379.147 | 162.175 | 98.891 | 60.960 | -78 | -72 | -79 | -76 | -80 | -81 | -75 | -71 |
| E | 1723693202.141 | 131.608 | 37.529 | 60.960 | -100 | -78 | -78 | -75 | -81 | -82 | -69 | -74 |
| F | 1723693622.136 | 181.704 | 78.255 | 60.960 | -76 | -76 | -76 | -79 | -80 | -80 | -81 | -65 |
| G | 1723693614.136 | 151.137 | 50.109 | 60.960 | -76 | -78 | -76 | -78 | -76 | -79 | -76 | -62 |
| H | 1723693368.140 | 202.932 | 132.399 | 60.960 | -100 | -72 | -72 | -100 | -81 | -75 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693599.158
- **Target RSSI fingerprint:** [-77, -81, -80, -79, -78, -73, -73, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96653923975899,
45.90223789215088,
60.96
] | 8 |
13,542 | **[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 | 1722828689.145 | 72.170 | 59.186 | 42.672 | -96 | -88 | -87 | -78 | -85 | -86 | -81 | -72 |
| B | 1722828620.147 | 121.416 | 54.780 | 42.672 | -83 | -89 | -80 | -90 | -83 | -76 | -79 | -85 |
| C | 1722829006.166 | 122.265 | 70.877 | 42.672 | -81 | -76 | -82 | -89 | -80 | -83 | -81 | -73 |
| D | 1722828767.146 | 12.736 | 49.392 | 42.672 | -92 | -88 | -82 | -75 | -89 | -83 | -74 | -79 |
| E | 1722829014.159 | 126.510 | 63.366 | 42.672 | -83 | -92 | -80 | -88 | -81 | -77 | -79 | -72 |
| F | 1722828834.179 | 69.623 | 7.790 | 42.672 | -90 | -91 | -84 | -85 | -75 | -73 | -80 | -72 |
| G | 1722828548.150 | 43.302 | 93.543 | 42.672 | -95 | -85 | -81 | -86 | -78 | -82 | -77 | -85 |
| H | 1722829021.155 | 105.284 | 35.206 | 42.672 | -83 | -92 | -82 | -90 | -79 | -78 | -78 | -66 |
| I | 1722828582.162 | 31.415 | 40.568 | 42.672 | -93 | -91 | -94 | -79 | -89 | -89 | -86 | -91 |
| J | 1722828950.141 | 16.981 | 68.621 | 42.672 | -96 | -90 | -83 | -81 | -84 | -84 | -79 | -76 |
| K | 1722828518.162 | 118.869 | 57.487 | 42.672 | -86 | -89 | -96 | -84 | -86 | -85 | -96 | -87 |
| L | 1722828494.185 | 86.604 | 43.713 | 42.672 | -86 | -84 | -79 | -79 | -88 | -87 | -78 | -88 |
| M | 1722828801.146 | 101.888 | 91.778 | 42.672 | -99 | -88 | -95 | -91 | -86 | -88 | -84 | -72 |
| N | 1722828500.151 | 98.491 | 33.853 | 42.672 | -84 | -81 | -81 | -83 | -87 | -86 | -77 | -80 |
| O | 1722828870.137 | 31.415 | 85.461 | 42.672 | -95 | -81 | -83 | -80 | -86 | -90 | -81 | -86 |
| P | 1722829033.172 | 70.472 | 8.904 | 42.672 | -94 | -90 | -87 | -76 | -83 | -79 | -79 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829002.144
- **Target RSSI fingerprint:** [-89, -74, -86, -85, -74, -78, -74, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28375768195124,
86.8280839920044,
42.672000000000004
] | 16 |
40,045 | **[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 | 1723693521.141 | 177.459 | 61.654 | 60.960 | -80 | -80 | -70 | -84 | -84 | -79 | -75 | -82 |
| B | 1723693079.148 | 150.288 | 10.019 | 60.960 | -81 | -79 | -79 | -70 | -71 | -69 | -81 | -62 |
| C | 1723693693.161 | 77.267 | 33.919 | 60.960 | -100 | -82 | -83 | -90 | -81 | -80 | -72 | -71 |
| D | 1723693464.136 | 171.515 | 23.648 | 60.960 | -82 | -78 | -79 | -85 | -82 | -74 | -73 | -81 |
| E | 1723693178.148 | 163.874 | 98.931 | 60.960 | -75 | -80 | -80 | -77 | -80 | -78 | -75 | -73 |
| F | 1723693458.145 | 195.290 | 45.305 | 60.960 | -82 | -76 | -82 | -79 | -75 | -72 | -72 | -77 |
| G | 1723693179.154 | 159.628 | 95.600 | 60.960 | -76 | -77 | -83 | -78 | -82 | -76 | -76 | -73 |
| H | 1723693696.146 | 63.681 | 40.382 | 60.960 | -100 | -100 | -81 | -100 | -79 | -77 | -69 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693241.155
- **Target RSSI fingerprint:** [-72, -78, -71, -76, -82, -76, -100, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
225.85684546421842,
85.93896865844727,
60.96
] | 8 |
28,509 | **[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 | 1725937850.152 | 68.775 | 71.806 | 30.480 | -82 | -72 | -77 | -86 | -72 | -71 | -78 | -72 |
| B | 1725938104.149 | 36.510 | 11.054 | 30.480 | -79 | -83 | -80 | -75 | -86 | -75 | -72 | -71 |
| C | 1725937881.147 | 33.114 | 13.761 | 30.480 | -78 | -82 | -81 | -76 | -84 | -76 | -74 | -72 |
| D | 1725937651.148 | 47.548 | 9.674 | 30.480 | -82 | -85 | -82 | -82 | -85 | -76 | -77 | -73 |
| E | 1725937693.152 | 18.679 | 120.482 | 30.480 | -67 | -66 | -71 | -64 | -68 | -77 | -48 | -61 |
| F | 1725937943.139 | 67.925 | 80.286 | 30.480 | -82 | -80 | -79 | -83 | -67 | -75 | -81 | -75 |
| G | 1725938163.143 | 67.925 | 82.237 | 30.480 | -76 | -72 | -73 | -81 | -65 | -62 | -82 | -68 |
| H | 1725937792.145 | 22.925 | 19.707 | 30.480 | -71 | -72 | -77 | -63 | -100 | -100 | -58 | -58 |
| I | 1725937849.147 | 73.020 | 68.170 | 30.480 | -78 | -71 | -79 | -78 | -70 | -63 | -70 | -68 |
| J | 1725937797.149 | 45.850 | 15.142 | 30.480 | -81 | -80 | -81 | -81 | -100 | -74 | -74 | -64 |
| K | 1725937247.139 | 37.359 | 3.702 | 30.480 | -92 | -95 | -94 | -87 | -100 | -78 | -89 | -86 |
| L | 1725937942.152 | 65.378 | 82.144 | 30.480 | -83 | -78 | -78 | -83 | -73 | -71 | -84 | -74 |
| M | 1725937834.139 | 99.341 | 36.905 | 30.480 | -84 | -100 | -82 | -82 | -64 | -73 | -82 | -70 |
| N | 1725937917.150 | 15.283 | 113.993 | 30.480 | -70 | -71 | -71 | -66 | -68 | -73 | -50 | -65 |
| O | 1725937915.147 | 13.585 | 104.013 | 30.480 | -72 | -70 | -72 | -75 | -68 | -100 | -51 | -59 |
| P | 1725938099.144 | 54.340 | 7.909 | 30.480 | -83 | -86 | -83 | -85 | -84 | -77 | -79 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938162.143
- **Target RSSI fingerprint:** [-79, -74, -75, -81, -63, -63, -86, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07637251900123,
82.74080753326416,
30.48
] | 16 |
16,442 | **[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 | 1723000187.135 | 77.265 | 7.166 | 42.672 | -88 | -78 | -79 | -79 | -86 | -83 | -75 | -71 |
| B | 1722999862.139 | 122.265 | 50.826 | 42.672 | -81 | -84 | -84 | -90 | -72 | -76 | -89 | -74 |
| C | 1722999650.139 | 56.887 | 47.097 | 42.672 | -88 | -84 | -75 | -90 | -83 | -83 | -89 | -66 |
| D | 1722999607.148 | 106.982 | 12.753 | 42.672 | -83 | -71 | -76 | -72 | -76 | -74 | -67 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999721.136
- **Target RSSI fingerprint:** [-85, -81, -86, -87, -77, -75, -75, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
55.65596580505371,
42.672000000000004
] | 4 |
23,307 | **[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 | 1725941326.154 | 30.566 | 63.499 | 51.816 | -75 | -78 | -79 | -76 | -71 | -73 | -76 | -69 |
| B | 1725940899.152 | 106.134 | 53.732 | 51.816 | -74 | -80 | -81 | -80 | -78 | -76 | -69 | -64 |
| C | 1725941048.163 | 1.698 | 42.253 | 51.816 | -80 | -72 | -79 | -72 | -76 | -72 | -71 | -71 |
| D | 1725941110.172 | 102.737 | 29.553 | 51.816 | -78 | -89 | -84 | -81 | -75 | -77 | -74 | -66 |
| E | 1725941250.147 | 1.698 | 42.505 | 51.816 | -78 | -70 | -82 | -71 | -72 | -70 | -73 | -73 |
| F | 1725941338.162 | 7.642 | 69.086 | 51.816 | -78 | -82 | -81 | -80 | -72 | -72 | -76 | -64 |
| G | 1725941101.160 | 106.134 | 50.109 | 51.816 | -78 | -86 | -83 | -78 | -79 | -79 | -68 | -71 |
| H | 1725941090.163 | 88.303 | 70.492 | 51.816 | -75 | -70 | -74 | -74 | -100 | -100 | -100 | -63 |
| I | 1725940857.147 | 13.585 | 92.548 | 51.816 | -78 | -72 | -56 | -71 | -76 | -77 | -78 | -71 |
| J | 1725940802.163 | 71.322 | 77.764 | 51.816 | -70 | -77 | -75 | -80 | -72 | -76 | -71 | -68 |
| K | 1725941105.177 | 103.586 | 34.490 | 51.816 | -72 | -82 | -78 | -78 | -66 | -71 | -70 | -57 |
| L | 1725941219.155 | 57.737 | 50.321 | 51.816 | -75 | -78 | -79 | -80 | -78 | -77 | -76 | -61 |
| M | 1725940965.172 | 61.133 | 20.954 | 51.816 | -79 | -82 | -81 | -76 | -73 | -72 | -70 | -71 |
| N | 1725941247.162 | 0.000 | 32.857 | 51.816 | -100 | -81 | -79 | -73 | -65 | -63 | -60 | -71 |
| O | 1725941237.142 | 22.076 | 28.213 | 51.816 | -85 | -80 | -83 | -75 | -75 | -76 | -74 | -73 |
| P | 1725941074.141 | 28.868 | 124.423 | 51.816 | -77 | -70 | -59 | -74 | -81 | -74 | -100 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940888.164
- **Target RSSI fingerprint:** [-78, -73, -81, -75, -78, -78, -77, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60494031687071,
70.94344139099121,
51.816
] | 16 |
28,853 | **[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 | 1724130054.126 | 103.588 | 21.445 | 60.960 | -82 | -82 | -84 | -84 | -81 | -80 | -77 | -71 |
| B | 1724130048.121 | 99.343 | 26.129 | 60.960 | -77 | -80 | -75 | -81 | -80 | -76 | -77 | -68 |
| C | 1724130239.145 | 102.739 | 23.290 | 60.960 | -81 | -81 | -86 | -83 | -76 | -74 | -71 | -74 |
| D | 1724129873.134 | 118.023 | 28.531 | 60.960 | -79 | -78 | -84 | -81 | -74 | -67 | -68 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129800.136
- **Target RSSI fingerprint:** [-75, -77, -74, -71, -100, -78, -77, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.359783748436065,
57.062625885009766,
60.96
] | 4 |
25,767 | **[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 | 1725939261.146 | 102.737 | 38.205 | 42.672 | -76 | -74 | -78 | -73 | -76 | -75 | -67 | -61 |
| B | 1725939501.140 | 54.340 | 16.376 | 42.672 | -81 | -83 | -80 | -74 | -77 | -81 | -77 | -76 |
| C | 1725939510.143 | 39.057 | 14.770 | 42.672 | -74 | -84 | -77 | -71 | -72 | -77 | -76 | -79 |
| D | 1725939479.142 | 77.265 | 69.285 | 42.672 | -78 | -79 | -69 | -76 | -76 | -75 | -78 | -70 |
| E | 1725939610.147 | 10.189 | 66.790 | 42.672 | -72 | -73 | -71 | -71 | -73 | -72 | -73 | -64 |
| F | 1725939371.146 | 101.888 | 48.543 | 42.672 | -77 | -74 | -72 | -71 | -68 | -79 | -77 | -60 |
| G | 1725939364.147 | 77.265 | 71.872 | 42.672 | -100 | -76 | -100 | -74 | -100 | -100 | -74 | -64 |
| H | 1725939238.150 | 49.246 | 18.552 | 42.672 | -72 | -76 | -72 | -74 | -72 | -60 | -74 | -84 |
| I | 1725939377.150 | 102.737 | 43.832 | 42.672 | -79 | -73 | -77 | -73 | -73 | -77 | -75 | -59 |
| J | 1725939661.240 | 102.737 | 15.871 | 42.672 | -75 | -79 | -76 | -75 | -75 | -67 | -68 | -68 |
| K | 1725939459.141 | 104.435 | 15.951 | 42.672 | -78 | -76 | -78 | -71 | -74 | -77 | -68 | -64 |
| L | 1725939681.144 | 76.416 | 71.036 | 42.672 | -69 | -76 | -66 | -73 | -70 | -67 | -75 | -68 |
| M | 1725939838.143 | 1.698 | 27.682 | 42.672 | -73 | -76 | -75 | -82 | -72 | -72 | -75 | -81 |
| N | 1725939435.161 | 28.868 | 20.304 | 42.672 | -73 | -71 | -73 | -100 | -65 | -65 | -75 | -74 |
| O | 1725939676.139 | 96.794 | 55.523 | 42.672 | -78 | -78 | -68 | -76 | -77 | -75 | -78 | -70 |
| P | 1725939423.149 | 0.849 | 24.630 | 42.672 | -75 | -79 | -76 | -75 | -75 | -72 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939763.156
- **Target RSSI fingerprint:** [-78, -78, -78, -75, -74, -78, -75, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.698741145155374,
100.7885217666626,
42.672000000000004
] | 16 |
34,504 | **[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 | 1724130279.132 | 80.663 | 80.087 | 60.960 | -82 | -79 | -82 | -79 | -81 | -70 | -78 | -63 |
| B | 1724129856.121 | 87.456 | 55.059 | 60.960 | -85 | -83 | -78 | -81 | -74 | -71 | -79 | -69 |
| C | 1724130375.149 | 49.247 | 17.066 | 60.960 | -71 | -77 | -76 | -80 | -75 | -71 | -70 | -63 |
| D | 1724130084.148 | 118.023 | 97.272 | 60.960 | -80 | -71 | -84 | -77 | -100 | -79 | -70 | -62 |
| E | 1724130307.133 | 45.002 | 26.886 | 60.960 | -77 | -79 | -79 | -84 | -80 | -80 | -80 | -74 |
| F | 1724129807.133 | 51.794 | 24.948 | 60.960 | -100 | -100 | -76 | -76 | -71 | -73 | -75 | -69 |
| G | 1724130268.123 | 116.325 | 96.303 | 60.960 | -76 | -70 | -74 | -81 | -80 | -100 | -68 | -63 |
| H | 1724130311.128 | 55.191 | 34.224 | 60.960 | -77 | -73 | -74 | -70 | -79 | -71 | -67 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130039.133
- **Target RSSI fingerprint:** [-87, -100, -79, -75, -75, -73, -79, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.6631694568506,
67.99741744995117,
60.96
] | 8 |
1,345 | **[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 | 1722838980.147 | 58.585 | 147.646 | 51.816 | -75 | -79 | -72 | -75 | -78 | -71 | -62 | -74 |
| B | 1722838802.154 | 133.303 | 114.961 | 51.816 | -91 | -82 | -88 | -70 | -80 | -90 | -72 | -80 |
| C | 1722838773.163 | 57.736 | 150.951 | 51.816 | -77 | -79 | -73 | -82 | -77 | -72 | -64 | -72 |
| D | 1722839326.171 | 131.605 | 112.493 | 51.816 | -88 | -80 | -86 | -85 | -81 | -85 | -81 | -71 |
| E | 1722838808.160 | 136.699 | 118.796 | 51.816 | -87 | -79 | -88 | -67 | -81 | -87 | -79 | -78 |
| F | 1722838860.148 | 16.981 | 124.237 | 51.816 | -74 | -87 | -70 | -82 | -73 | -70 | -88 | -86 |
| G | 1722838733.142 | 62.831 | 67.918 | 51.816 | -85 | -79 | -81 | -77 | -80 | -78 | -80 | -80 |
| H | 1722839146.187 | 59.434 | 72.324 | 51.816 | -75 | -85 | -74 | -75 | -82 | -71 | -87 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838925.205
- **Target RSSI fingerprint:** [-90, -83, -87, -82, -73, -85, -86, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49125644805831,
86.04513168334961,
51.816
] | 8 |
16,544 | **[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 | 1723004952.131 | 54.340 | 44.854 | 60.960 | -88 | -85 | -69 | -77 | -69 | -89 | -84 | -69 |
| B | 1723004795.147 | 127.359 | 80.153 | 60.960 | -89 | -88 | -87 | -88 | -91 | -76 | -68 | -63 |
| C | 1723004548.172 | 23.774 | 90.212 | 60.960 | -80 | -81 | -88 | -85 | -81 | -69 | -77 | -81 |
| D | 1723004521.159 | 22.076 | 43.845 | 60.960 | -100 | -80 | -73 | -73 | -73 | -86 | -89 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004596.171
- **Target RSSI fingerprint:** [-87, -85, -80, -83, -85, -85, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.1518299941825,
12.713022232055664,
60.96
] | 4 |
32,147 | **[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 | 1723693272.158 | 146.892 | 0.133 | 60.960 | -75 | -84 | -76 | -80 | -81 | -77 | -71 | -76 |
| B | 1723693182.151 | 148.590 | 86.151 | 60.960 | -100 | -69 | -77 | -81 | -74 | -74 | -73 | -69 |
| C | 1723693081.142 | 145.194 | 18.884 | 60.960 | -71 | -79 | -79 | -78 | -70 | -69 | -80 | -62 |
| D | 1723693225.129 | 195.290 | 88.367 | 60.960 | -81 | -72 | -75 | -75 | -64 | -75 | -76 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693694.138
- **Target RSSI fingerprint:** [-82, -100, -84, -83, -100, -80, -71, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.02138612752927,
36.06888771057129,
60.96
] | 4 |
25,357 | **[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 | 1725938216.162 | 11.038 | 63.976 | 30.480 | -77 | -64 | -73 | -77 | -71 | -60 | -49 | -68 |
| B | 1725937753.161 | 68.775 | 33.534 | 30.480 | -73 | -60 | -77 | -81 | -82 | -79 | -76 | -75 |
| C | 1725937852.182 | 64.529 | 76.544 | 30.480 | -77 | -69 | -76 | -75 | -84 | -83 | -81 | -76 |
| D | 1725938127.161 | 7.642 | 66.232 | 30.480 | -79 | -65 | -100 | -79 | -76 | -60 | -47 | -57 |
| E | 1725937979.141 | 61.982 | 38.232 | 30.480 | -75 | -61 | -78 | -83 | -82 | -77 | -73 | -71 |
| F | 1725937797.149 | 45.850 | 15.142 | 30.480 | -69 | -100 | -73 | -81 | -81 | -81 | -74 | -64 |
| G | 1725938086.130 | 61.982 | 60.181 | 30.480 | -77 | -63 | -77 | -87 | -83 | -82 | -79 | -67 |
| H | 1725937763.161 | 22.925 | 57.023 | 30.480 | -75 | -66 | -74 | -67 | -65 | -61 | -55 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938141.162
- **Target RSSI fingerprint:** [-100, -68, -100, -72, -70, -71, -51, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981360131392716,
113.48827362060547,
30.48
] | 8 |
12,775 | **[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 | 1723007959.159 | 133.303 | 1.460 | 51.816 | -78 | -85 | -73 | -89 | -70 | -75 | -87 | -100 |
| B | 1723008568.156 | 4.245 | 82.223 | 51.816 | -78 | -81 | -86 | -81 | -78 | -80 | -66 | -80 |
| C | 1723008619.148 | 173.209 | 42.770 | 51.816 | -85 | -76 | -87 | -70 | -86 | -77 | -86 | -83 |
| D | 1723008098.152 | 50.944 | 40.886 | 51.816 | -81 | -85 | -81 | -100 | -75 | -73 | -76 | -78 |
| E | 1723008250.149 | 30.566 | 34.078 | 51.816 | -74 | -72 | -67 | -76 | -65 | -100 | -72 | -63 |
| F | 1723008160.159 | 140.095 | 70.479 | 51.816 | -70 | -76 | -77 | -70 | -82 | -76 | -84 | -80 |
| G | 1723008623.166 | 186.794 | 27.855 | 51.816 | -84 | -75 | -85 | -70 | -86 | -71 | -79 | -80 |
| H | 1723007997.152 | 54.340 | 83.710 | 51.816 | -76 | -100 | -76 | -86 | -79 | -72 | -81 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008356.169
- **Target RSSI fingerprint:** [-84, -73, -88, -69, -85, -80, -78, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.811550615482666,
85.26217937469482,
51.816
] | 8 |
20,698 | **[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 | 1723000151.155 | 111.227 | 97.484 | 42.672 | -83 | -86 | -75 | -88 | -89 | -85 | -69 | -67 |
| B | 1722999922.179 | 89.152 | 97.378 | 42.672 | -82 | -90 | -77 | -87 | -89 | -86 | -67 | -69 |
| C | 1722999602.148 | 81.510 | 12.023 | 42.672 | -82 | -82 | -76 | -83 | -87 | -76 | -70 | -70 |
| D | 1722999941.126 | 136.699 | 81.414 | 42.672 | -84 | -82 | -79 | -88 | -89 | -88 | -73 | -60 |
| E | 1722999582.138 | 17.830 | 23.409 | 42.672 | -85 | -75 | -100 | -76 | -71 | -74 | -71 | -68 |
| F | 1722999462.153 | 84.906 | 17.636 | 42.672 | -83 | -84 | -86 | -81 | -84 | -74 | -69 | -76 |
| G | 1723000123.149 | 1.698 | 86.563 | 42.672 | -89 | -92 | -94 | -86 | -81 | -89 | -81 | -78 |
| H | 1722999860.161 | 132.454 | 52.007 | 42.672 | -89 | -86 | -82 | -85 | -84 | -85 | -81 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999569.140
- **Target RSSI fingerprint:** [-83, -81, -88, -80, -80, -79, -70, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981244556131925,
84.02803421020508,
42.672000000000004
] | 8 |
4,260 | **[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 | 1723003470.163 | 122.265 | 95.560 | 51.816 | -87 | -100 | -80 | -75 | -84 | -78 | -65 | -69 |
| B | 1723003006.149 | 0.849 | 88.792 | 51.816 | -85 | -70 | -87 | -88 | -80 | -84 | -80 | -82 |
| C | 1723003043.172 | 128.208 | 69.232 | 51.816 | -88 | -80 | -88 | -77 | -83 | -65 | -73 | -73 |
| D | 1723003360.153 | 30.566 | 9.289 | 51.816 | -80 | -79 | -83 | -83 | -77 | -100 | -69 | -77 |
| E | 1723003287.138 | 91.699 | 6.330 | 51.816 | -83 | -83 | -81 | -80 | -79 | -80 | -71 | -88 |
| F | 1723003379.163 | 125.661 | 11.598 | 51.816 | -81 | -83 | -84 | -77 | -83 | -75 | -76 | -74 |
| G | 1723003451.158 | 32.264 | 93.105 | 51.816 | -83 | -74 | -83 | -84 | -83 | -81 | -78 | -68 |
| H | 1723003172.167 | 130.756 | 26.050 | 51.816 | -80 | -100 | -82 | -81 | -73 | -75 | -79 | -75 |
| I | 1723003015.157 | 41.604 | 91.990 | 51.816 | -80 | -74 | -83 | -78 | -83 | -79 | -79 | -68 |
| J | 1723003378.162 | 120.567 | 11.439 | 51.816 | -80 | -82 | -85 | -81 | -81 | -78 | -74 | -73 |
| K | 1723002883.145 | 56.038 | 90.398 | 51.816 | -82 | -77 | -79 | -87 | -82 | -90 | -63 | -85 |
| L | 1723003051.144 | 132.454 | 28.173 | 51.816 | -86 | -100 | -84 | -81 | -84 | -74 | -75 | -73 |
| M | 1723002958.145 | 129.057 | 49.591 | 51.816 | -81 | -84 | -75 | -81 | -80 | -76 | -81 | -76 |
| N | 1723003393.148 | 129.907 | 42.200 | 51.816 | -86 | -85 | -78 | -83 | -83 | -73 | -82 | -75 |
| O | 1723003338.159 | 5.094 | 79.914 | 51.816 | -80 | -61 | -79 | -80 | -78 | -75 | -100 | -75 |
| P | 1723003354.156 | 26.321 | 9.541 | 51.816 | -75 | -81 | -78 | -82 | -71 | -85 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002953.152
- **Target RSSI fingerprint:** [-82, -84, -79, -80, -79, -76, -81, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
132.45370576127397,
27.867794036865234,
51.816
] | 16 |
23,891 | **[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 | 1725937977.148 | 71.322 | 33.893 | 30.480 | -85 | -72 | -79 | -70 | -82 | -60 | -75 | -75 |
| B | 1725937913.165 | 11.038 | 93.357 | 30.480 | -75 | -100 | -78 | -100 | -79 | -66 | -49 | -58 |
| C | 1725937580.150 | 62.831 | 10.417 | 30.480 | -79 | -68 | -77 | -69 | -79 | -100 | -76 | -65 |
| D | 1725938049.135 | 98.492 | 20.091 | 30.480 | -84 | -89 | -86 | -75 | -86 | -61 | -83 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938262.138
- **Target RSSI fingerprint:** [-74, -70, -74, -67, -75, -100, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.5484127160903,
3.317594528198242,
30.48
] | 4 |
33,329 | **[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 | 1723690151.147 | 151.986 | 45.013 | 42.672 | -82 | -88 | -82 | -93 | -91 | -84 | -83 | -87 |
| B | 1723689724.143 | 151.137 | 87.226 | 42.672 | -100 | -78 | -76 | -78 | -83 | -89 | -76 | -77 |
| C | 1723690059.138 | 176.610 | 82.077 | 42.672 | -100 | -81 | -75 | -79 | -74 | -70 | -83 | -78 |
| D | 1723689985.121 | 236.895 | 89.721 | 42.672 | -81 | -100 | -76 | -88 | -86 | -72 | -100 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689830.151
- **Target RSSI fingerprint:** [-80, -76, -75, -70, -68, -83, -68, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.6647128897503,
60.15462398529053,
42.672000000000004
] | 4 |
38,120 | **[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 | 1724130271.101 | 115.476 | 97.179 | 60.960 | -84 | -80 | -78 | -85 | -84 | -77 | -77 | -68 |
| B | 1724129891.119 | 135.005 | 62.251 | 60.960 | -100 | -73 | -84 | -76 | -82 | -81 | -72 | -66 |
| C | 1724130387.144 | 25.473 | 71.408 | 60.960 | -79 | -78 | -78 | -83 | -82 | -79 | -77 | -64 |
| D | 1724130041.130 | 85.758 | 57.554 | 60.960 | -74 | -100 | -75 | -78 | -80 | -69 | -78 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129911.129
- **Target RSSI fingerprint:** [-100, -79, -74, -80, -80, -69, -75, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.85220138824225,
81.70571804046631,
60.96
] | 4 |
11,265 | **[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 | 1723004339.148 | 95.944 | 41.443 | 60.960 | -77 | -87 | -83 | -83 | -86 | -68 | -71 | -75 |
| B | 1723004532.154 | 7.642 | 57.766 | 60.960 | -84 | -88 | -83 | -89 | -89 | -88 | -81 | -79 |
| C | 1723004601.152 | 108.680 | 10.975 | 60.960 | -81 | -78 | -76 | -72 | -67 | -74 | -85 | -67 |
| D | 1723004672.138 | 19.528 | 9.740 | 60.960 | -80 | -74 | -79 | -76 | -76 | -85 | -71 | -66 |
| E | 1723004924.146 | 131.605 | 13.748 | 60.960 | -85 | -84 | -81 | -76 | -77 | -75 | -81 | -77 |
| F | 1723004780.153 | 96.793 | 91.738 | 60.960 | -86 | -85 | -78 | -86 | -86 | -83 | -71 | -65 |
| G | 1723004494.170 | 127.359 | 44.482 | 60.960 | -88 | -84 | -79 | -84 | -81 | -82 | -77 | -64 |
| H | 1723004464.162 | 45.849 | 12.355 | 60.960 | -76 | -77 | -100 | -84 | -84 | -75 | -72 | -59 |
| I | 1723004754.150 | 3.396 | 76.331 | 60.960 | -75 | -81 | -76 | -86 | -87 | -74 | -78 | -78 |
| J | 1723004996.143 | 80.661 | 91.645 | 60.960 | -80 | -81 | -79 | -76 | -72 | -81 | -70 | -72 |
| K | 1723004857.139 | 50.944 | 89.243 | 60.960 | -89 | -83 | -78 | -80 | -82 | -84 | -86 | -71 |
| L | 1723004916.147 | 124.812 | 13.430 | 60.960 | -87 | -77 | -100 | -69 | -72 | -77 | -73 | -68 |
| M | 1723004558.134 | 77.265 | 93.331 | 60.960 | -78 | -81 | -80 | -78 | -71 | -76 | -68 | -75 |
| N | 1723004824.138 | 82.359 | 8.453 | 60.960 | -83 | -81 | -77 | -83 | -69 | -78 | -88 | -63 |
| O | 1723004644.144 | 22.925 | 86.257 | 60.960 | -87 | -79 | -75 | -80 | -74 | -87 | -100 | -69 |
| P | 1723004889.153 | 21.227 | 11.373 | 60.960 | -82 | -77 | -79 | -78 | -83 | -83 | -73 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004585.131
- **Target RSSI fingerprint:** [-80, -84, -76, -84, -85, -67, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
132.45370556387638,
37.5551700592041,
60.96
] | 16 |
10,539 | **[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 | 1722828794.162 | 96.793 | 89.296 | 42.672 | -86 | -81 | -85 | -86 | -81 | -78 | -84 | -74 |
| B | 1722828429.177 | 63.680 | 10.603 | 42.672 | -95 | -91 | -99 | -79 | -82 | -86 | -79 | -94 |
| C | 1722828881.153 | 51.793 | 74.792 | 42.672 | -96 | -82 | -88 | -87 | -87 | -77 | -77 | -78 |
| D | 1722828608.150 | 109.529 | 84.479 | 42.672 | -83 | -76 | -83 | -100 | -100 | -100 | -83 | -76 |
| E | 1722828489.150 | 66.227 | 59.969 | 42.672 | -93 | -83 | -86 | -83 | -84 | -72 | -78 | -75 |
| F | 1722828904.152 | 122.265 | 61.707 | 42.672 | -79 | -87 | -80 | -84 | -82 | -86 | -76 | -78 |
| G | 1722828890.171 | 86.604 | 44.655 | 42.672 | -79 | -78 | -80 | -86 | -85 | -88 | -76 | -80 |
| H | 1722828994.177 | 95.095 | 92.760 | 42.672 | -80 | -87 | -82 | -81 | -81 | -83 | -83 | -73 |
| I | 1722828878.157 | 39.906 | 84.546 | 42.672 | -93 | -90 | -81 | -87 | -87 | -79 | -79 | -77 |
| J | 1722828506.166 | 98.491 | 35.883 | 42.672 | -75 | -82 | -80 | -80 | -82 | -88 | -80 | -76 |
| K | 1722828654.164 | 11.038 | 42.757 | 42.672 | -91 | -86 | -81 | -85 | -88 | -78 | -73 | -75 |
| L | 1722828444.146 | 65.378 | 12.594 | 42.672 | -91 | -82 | -80 | -79 | -85 | -77 | -74 | -80 |
| M | 1722828651.141 | 23.774 | 33.707 | 42.672 | -88 | -84 | -84 | -83 | -81 | -75 | -71 | -73 |
| N | 1722828834.179 | 69.623 | 7.790 | 42.672 | -90 | -91 | -84 | -73 | -75 | -72 | -85 | -80 |
| O | 1722828579.147 | 28.019 | 38.059 | 42.672 | -92 | -91 | -94 | -82 | -83 | -71 | -89 | -85 |
| P | 1722828548.150 | 43.302 | 93.543 | 42.672 | -95 | -85 | -81 | -82 | -78 | -85 | -86 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828671.157
- **Target RSSI fingerprint:** [-88, -81, -84, -86, -79, -85, -77, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
24.62281429658537,
81.7189884185791,
42.672000000000004
] | 16 |
35,703 | **[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 | 1723693367.149 | 202.932 | 132.797 | 60.960 | -100 | -78 | -82 | -72 | -79 | -74 | -79 | -77 |
| B | 1723692885.142 | 3.396 | 67.732 | 60.960 | -104 | -100 | -100 | -100 | -96 | -93 | -100 | -88 |
| C | 1723693501.146 | 135.854 | 77.380 | 60.960 | -77 | -80 | -81 | -76 | -74 | -78 | -77 | -65 |
| D | 1723693297.143 | 123.117 | 63.897 | 60.960 | -78 | -82 | -80 | -81 | -79 | -77 | -75 | -66 |
| E | 1723693151.143 | 225.008 | 84.479 | 60.960 | -100 | -72 | -73 | -79 | -63 | -73 | -76 | -68 |
| F | 1723693456.133 | 202.932 | 52.710 | 60.960 | -76 | -82 | -77 | -78 | -77 | -84 | -76 | -78 |
| G | 1723693684.162 | 118.023 | 14.385 | 60.960 | -74 | -100 | -78 | -78 | -83 | -75 | -68 | -73 |
| H | 1723693177.138 | 168.119 | 102.169 | 60.960 | -76 | -77 | -82 | -79 | -77 | -82 | -76 | -73 |
| I | 1723693202.141 | 131.608 | 37.529 | 60.960 | -100 | -78 | -81 | -78 | -100 | -82 | -69 | -74 |
| J | 1723693334.153 | 191.893 | 44.774 | 60.960 | -75 | -81 | -82 | -74 | -64 | -77 | -77 | -65 |
| K | 1723693374.147 | 181.704 | 115.081 | 60.960 | -76 | -69 | -81 | -79 | -78 | -80 | -77 | -76 |
| L | 1723693386.155 | 135.005 | 76.597 | 60.960 | -75 | -84 | -82 | -77 | -75 | -83 | -71 | -66 |
| M | 1723693555.145 | 215.668 | 105.048 | 60.960 | -76 | -80 | -73 | -100 | -66 | -76 | -81 | -70 |
| N | 1723693663.143 | 173.214 | 26.700 | 60.960 | -78 | -83 | -78 | -78 | -84 | -81 | -74 | -82 |
| O | 1723693060.141 | 106.985 | 25.280 | 60.960 | -76 | -75 | -79 | -74 | -100 | -82 | -80 | -73 |
| P | 1723693240.132 | 224.159 | 90.106 | 60.960 | -79 | -80 | -85 | -79 | -89 | -72 | -76 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693421.154
- **Target RSSI fingerprint:** [-73, -73, -74, -75, -66, -76, -75, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
179.15712177800785,
73.35865020751953,
60.96
] | 16 |
40,417 | **[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 | 1723691430.143 | 219.913 | 114.669 | 51.816 | -74 | -77 | -100 | -76 | -79 | -83 | -82 | -78 |
| B | 1723691828.157 | 215.668 | 113.488 | 51.816 | -75 | -75 | -79 | -77 | -83 | -77 | -82 | -77 |
| C | 1723691775.134 | 167.270 | 106.773 | 51.816 | -78 | -80 | -76 | -84 | -83 | -79 | -75 | -77 |
| D | 1723691295.136 | 123.117 | 71.726 | 51.816 | -73 | -84 | -100 | -76 | -82 | -84 | -78 | -79 |
| E | 1723691766.147 | 200.384 | 137.468 | 51.816 | -83 | -71 | -78 | -85 | -84 | -76 | -80 | -80 |
| F | 1723691411.131 | 155.383 | 56.386 | 51.816 | -76 | -85 | -100 | -77 | -82 | -80 | -77 | -77 |
| G | 1723691451.152 | 214.819 | 71.979 | 51.816 | -100 | -77 | -74 | -87 | -87 | -75 | -79 | -73 |
| H | 1723691712.146 | 165.572 | 99.262 | 51.816 | -84 | -79 | -78 | -73 | -83 | -77 | -74 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691652.127
- **Target RSSI fingerprint:** [-100, -79, -74, -86, -86, -76, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
212.27147768085536,
66.97559833526611,
51.816
] | 8 |
12,144 | **[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 | 1723010084.151 | 5.094 | 83.205 | 60.960 | -100 | -83 | -84 | -80 | -78 | -72 | -71 | -78 |
| B | 1723009953.142 | 38.208 | 43.368 | 60.960 | -83 | -85 | -86 | -78 | -71 | -73 | -72 | -65 |
| C | 1723009624.148 | 201.228 | 3.265 | 60.960 | -93 | -90 | -89 | -89 | -92 | -100 | -86 | -84 |
| D | 1723010452.142 | 130.756 | 88.221 | 60.960 | -79 | -88 | -72 | -87 | -87 | -79 | -76 | -80 |
| E | 1723009819.153 | 98.491 | 5.467 | 60.960 | -87 | -80 | -88 | -77 | -72 | -80 | -80 | -68 |
| F | 1723010018.167 | 145.190 | 45.318 | 60.960 | -75 | -75 | -70 | -81 | -80 | -75 | -71 | -76 |
| G | 1723010020.156 | 148.586 | 34.423 | 60.960 | -75 | -80 | -69 | -81 | -81 | -77 | -83 | -79 |
| H | 1723010299.232 | 56.038 | 84.731 | 60.960 | -100 | -84 | -100 | -76 | -75 | -74 | -64 | -74 |
| I | 1723010013.144 | 135.850 | 71.872 | 60.960 | -78 | -77 | -72 | -79 | -72 | -76 | -82 | -76 |
| J | 1723010275.135 | 99.340 | 5.375 | 60.960 | -83 | -88 | -88 | -85 | -89 | -81 | -81 | -80 |
| K | 1723010379.164 | 143.492 | 43.500 | 60.960 | -88 | -76 | -82 | -82 | -84 | -77 | -69 | -67 |
| L | 1723010475.161 | 187.643 | 28.704 | 60.960 | -76 | -83 | -71 | -83 | -82 | -82 | -77 | -65 |
| M | 1723010399.148 | 50.095 | 43.819 | 60.960 | -84 | -84 | -88 | -78 | -70 | -74 | -78 | -66 |
| N | 1723010116.137 | 51.793 | 9.289 | 60.960 | -75 | -80 | -77 | -75 | -73 | -71 | -65 | -67 |
| O | 1723009871.148 | 16.132 | 58.987 | 60.960 | -75 | -85 | -75 | -71 | -69 | -72 | -81 | -77 |
| P | 1723009924.139 | 145.190 | 39.108 | 60.960 | -87 | -81 | -89 | -81 | -81 | -75 | -80 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010110.202
- **Target RSSI fingerprint:** [-78, -75, -82, -68, -66, -67, -65, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.0002973941699,
9.315805435180664,
60.96
] | 16 |
39,354 | **[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 | 1723698235.129 | 81.512 | 22.825 | 51.816 | -81 | -80 | -74 | -81 | -78 | -74 | -75 | -64 |
| B | 1723697932.266 | 39.907 | 0.186 | 51.816 | -78 | -77 | -67 | -74 | -81 | -80 | -77 | -74 |
| C | 1723697942.141 | 53.492 | 9.210 | 51.816 | -73 | -80 | -78 | -81 | -76 | -78 | -73 | -70 |
| D | 1723698319.152 | 113.778 | 65.874 | 51.816 | -78 | -100 | -84 | -74 | -71 | -76 | -69 | -70 |
| E | 1723698058.160 | 84.909 | 25.400 | 51.816 | -100 | -78 | -69 | -80 | -76 | -65 | -73 | -62 |
| F | 1723698082.141 | 54.341 | 68.661 | 51.816 | -82 | -78 | -83 | -77 | -76 | -68 | -76 | -66 |
| G | 1723698316.138 | 119.721 | 55.457 | 51.816 | -77 | -77 | -83 | -79 | -70 | -79 | -70 | -72 |
| H | 1723698258.161 | 52.643 | 63.512 | 51.816 | -81 | -78 | -80 | -80 | -76 | -68 | -77 | -65 |
| I | 1723698324.162 | 112.079 | 66.644 | 51.816 | -75 | -77 | -85 | -84 | -76 | -73 | -78 | -75 |
| J | 1723698090.139 | 18.680 | 51.025 | 51.816 | -78 | -74 | -81 | -81 | -76 | -76 | -75 | -65 |
| K | 1723698165.135 | 38.209 | 30.283 | 51.816 | -100 | -77 | -79 | -80 | -76 | -82 | -75 | -66 |
| L | 1723698249.143 | 61.134 | 60.287 | 51.816 | -76 | -78 | -78 | -79 | -75 | -76 | -69 | -68 |
| M | 1723698186.162 | 20.378 | 50.149 | 51.816 | -79 | -83 | -68 | -78 | -82 | -81 | -77 | -77 |
| N | 1723698216.140 | 118.023 | 57.766 | 51.816 | -77 | -79 | -82 | -79 | -79 | -74 | -76 | -77 |
| O | 1723698104.156 | 35.662 | 12.142 | 51.816 | -78 | -76 | -71 | -74 | -79 | -83 | -79 | -74 |
| P | 1723698041.148 | 118.023 | 55.311 | 51.816 | -76 | -81 | -100 | -74 | -80 | -73 | -77 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698214.127
- **Target RSSI fingerprint:** [-75, -80, -82, -74, -83, -72, -81, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.9284172862063,
67.32062816619873,
51.816
] | 16 |
21,872 | **[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 | 1725941153.148 | 0.000 | 28.929 | 51.816 | -78 | -83 | -78 | -82 | -74 | -74 | -75 | -81 |
| B | 1725940982.168 | 103.586 | 27.284 | 51.816 | -72 | -77 | -71 | -81 | -66 | -65 | -66 | -63 |
| C | 1725941032.160 | 40.755 | 25.081 | 51.816 | -76 | -83 | -75 | -85 | -72 | -79 | -79 | -71 |
| D | 1725940873.150 | 31.416 | 121.424 | 51.816 | -79 | -80 | -72 | -63 | -76 | -77 | -77 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941367.144
- **Target RSSI fingerprint:** [-76, -79, -79, -83, -71, -76, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62357947042547,
22.25442409515381,
51.816
] | 4 |
6,403 | **[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 | 1722999555.157 | 36.510 | 87.837 | 42.672 | -86 | -89 | -80 | -82 | -87 | -86 | -87 | -74 |
| B | 1723000076.158 | 136.699 | 44.602 | 42.672 | -80 | -83 | -88 | -84 | -79 | -75 | -70 | -83 |
| C | 1722999758.133 | 73.868 | 37.781 | 42.672 | -82 | -88 | -81 | -81 | -85 | -83 | -76 | -77 |
| D | 1722999946.132 | 137.548 | 54.900 | 42.672 | -87 | -86 | -87 | -81 | -80 | -84 | -73 | -70 |
| E | 1722999867.149 | 95.944 | 49.379 | 42.672 | -87 | -78 | -75 | -73 | -77 | -81 | -84 | -70 |
| F | 1722999526.163 | 79.812 | 11.466 | 42.672 | -85 | -90 | -86 | -89 | -86 | -84 | -88 | -76 |
| G | 1723000176.125 | 106.133 | 51.104 | 42.672 | -81 | -84 | -88 | -80 | -74 | -82 | -71 | -62 |
| H | 1722999610.155 | 122.265 | 13.244 | 42.672 | -77 | -82 | -86 | -77 | -74 | -73 | -68 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999504.137
- **Target RSSI fingerprint:** [-81, -76, -75, -70, -76, -70, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79339204370157,
14.889364242553711,
42.672000000000004
] | 8 |
34,763 | **[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 | 1723689581.151 | 13.585 | 77.831 | 42.672 | -71 | -80 | -75 | -74 | -100 | -100 | -70 | -100 |
| B | 1723690139.163 | 135.854 | 53.692 | 42.672 | -74 | -82 | -74 | -75 | -74 | -85 | -80 | -78 |
| C | 1723689722.188 | 158.779 | 93.742 | 42.672 | -77 | -90 | -81 | -100 | -89 | -82 | -76 | -82 |
| D | 1723690207.153 | 175.761 | 14.199 | 42.672 | -100 | -86 | -91 | -83 | -83 | -89 | -80 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690205.159
- **Target RSSI fingerprint:** [-100, -85, -91, -84, -84, -90, -81, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
182.55346804929943,
21.8961238861084,
42.672000000000004
] | 4 |
17,993 | **[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 | 1722999827.141 | 78.963 | 13.602 | 42.672 | -75 | -74 | -82 | -73 | -80 | -87 | -68 | -69 |
| B | 1722999979.140 | 77.265 | 19.136 | 42.672 | -86 | -76 | -82 | -71 | -100 | -85 | -72 | -71 |
| C | 1723000147.162 | 90.850 | 96.569 | 42.672 | -78 | -85 | -87 | -87 | -83 | -91 | -70 | -67 |
| D | 1722999767.156 | 67.925 | 82.741 | 42.672 | -85 | -81 | -83 | -70 | -75 | -76 | -71 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999531.133
- **Target RSSI fingerprint:** [-89, -78, -80, -69, -82, -83, -79, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41560050259366,
32.18066692352295,
42.672000000000004
] | 4 |
4,695 | **[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 | 1732000076.230 | 70.472 | 168.640 | 42.672 | -93 | -90 | -82 | -73 | -77 | -68 | -94 | -90 |
| B | 1731999531.237 | 0.000 | 15.818 | 42.672 | -86 | -68 | -81 | -90 | -82 | -82 | -79 | -75 |
| C | 1731999867.225 | 89.152 | 188.280 | 42.672 | -93 | -90 | -84 | -76 | -81 | -82 | -88 | -87 |
| D | 1732000008.204 | 74.718 | 149.411 | 42.672 | -85 | -89 | -92 | -80 | -86 | -82 | -75 | -77 |
| E | 1731999779.255 | 22.076 | 131.961 | 42.672 | -83 | -84 | -76 | -77 | -81 | -88 | -78 | -78 |
| F | 1731999850.221 | 109.529 | 185.865 | 42.672 | -83 | -87 | -89 | -87 | -79 | -83 | -81 | -80 |
| G | 1731999808.224 | 88.303 | 125.949 | 42.672 | -88 | -87 | -79 | -83 | -81 | -86 | -81 | -73 |
| H | 1732000029.212 | 118.869 | 102.368 | 42.672 | -90 | -87 | -90 | -92 | -84 | -92 | -85 | -86 |
| I | 1732000010.213 | 81.510 | 140.573 | 42.672 | -87 | -87 | -92 | -83 | -84 | -78 | -77 | -75 |
| J | 1731999913.233 | 95.944 | 137.534 | 42.672 | -91 | -87 | -81 | -80 | -79 | -77 | -82 | -79 |
| K | 1732000051.231 | 121.416 | 160.585 | 42.672 | -85 | -89 | -92 | -88 | -83 | -89 | -73 | -75 |
| L | 1731999908.215 | 75.567 | 119.938 | 42.672 | -89 | -88 | -81 | -86 | -78 | -83 | -84 | -78 |
| M | 1731999371.226 | 4.245 | 0.438 | 42.672 | -100 | -96 | -88 | -94 | -101 | -96 | -99 | -97 |
| N | 1732000176.226 | 65.378 | 55.192 | 42.672 | -86 | -79 | -73 | -84 | -86 | -82 | -77 | -73 |
| O | 1732000031.227 | 126.510 | 109.759 | 42.672 | -90 | -82 | -90 | -89 | -89 | -84 | -81 | -84 |
| P | 1731999687.219 | 33.113 | 118.730 | 42.672 | -85 | -88 | -83 | -91 | -87 | -93 | -79 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999662.228
- **Target RSSI fingerprint:** [-92, -88, -89, -74, -78, -70, -91, -90]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56657023808799,
185.85164546966553,
42.672000000000004
] | 16 |
27,078 | **[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 | 1725941035.159 | 25.472 | 27.417 | 51.816 | -73 | -71 | -100 | -100 | -82 | -84 | -100 | -71 |
| B | 1725941255.144 | 7.642 | 67.347 | 51.816 | -71 | -75 | -78 | -67 | -71 | -65 | -68 | -72 |
| C | 1725941447.146 | 34.812 | 28.160 | 51.816 | -100 | -100 | -100 | -69 | -100 | -67 | -70 | -100 |
| D | 1725940859.158 | 16.132 | 102.699 | 51.816 | -72 | -77 | -79 | -75 | -67 | -55 | -73 | -70 |
| E | 1725940981.158 | 101.888 | 22.891 | 51.816 | -72 | -75 | -77 | -75 | -77 | -83 | -73 | -63 |
| F | 1725941005.157 | 66.227 | 85.594 | 51.816 | -100 | -75 | -72 | -73 | -71 | -82 | -71 | -66 |
| G | 1725940803.146 | 67.925 | 80.551 | 51.816 | -80 | -80 | -75 | -76 | -77 | -78 | -78 | -76 |
| H | 1725940820.154 | 55.189 | 32.021 | 51.816 | -76 | -75 | -77 | -76 | -74 | -82 | -79 | -60 |
| I | 1725941094.170 | 101.888 | 57.580 | 51.816 | -82 | -79 | -80 | -81 | -75 | -81 | -83 | -60 |
| J | 1725941062.189 | 17.830 | 113.900 | 51.816 | -71 | -76 | -76 | -74 | -78 | -55 | -77 | -68 |
| K | 1725940811.161 | 64.529 | 77.433 | 51.816 | -86 | -80 | -77 | -77 | -80 | -85 | -78 | -83 |
| L | 1725941092.192 | 95.096 | 63.724 | 51.816 | -80 | -80 | -80 | -79 | -78 | -83 | -83 | -64 |
| M | 1725941038.148 | 10.189 | 30.177 | 51.816 | -75 | -74 | -72 | -74 | -82 | -83 | -73 | -72 |
| N | 1725941313.154 | 91.699 | 35.392 | 51.816 | -76 | -72 | -74 | -76 | -78 | -84 | -73 | -65 |
| O | 1725941014.159 | 62.831 | 71.434 | 51.816 | -78 | -85 | -77 | -78 | -76 | -80 | -77 | -62 |
| P | 1725941309.150 | 106.983 | 33.985 | 51.816 | -84 | -74 | -69 | -74 | -76 | -84 | -74 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941381.144
- **Target RSSI fingerprint:** [-74, -100, -74, -100, -80, -80, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.3974846554488,
16.601243019104004,
51.816
] | 16 |
16,097 | **[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 | 1723009935.144 | 126.510 | 46.513 | 60.960 | -76 | -90 | -85 | -72 | -74 | -83 | -63 | -70 |
| B | 1723010194.135 | 5.943 | 73.014 | 60.960 | -86 | -79 | -77 | -80 | -82 | -66 | -84 | -75 |
| C | 1723010217.148 | 74.717 | 85.514 | 60.960 | -69 | -71 | -78 | -85 | -83 | -75 | -100 | -83 |
| D | 1723009808.164 | 150.284 | 6.556 | 60.960 | -100 | -87 | -84 | -72 | -68 | -84 | -59 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010349.162
- **Target RSSI fingerprint:** [-78, -76, -73, -84, -81, -71, -64, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39684364827714,
9.70064640045166,
60.96
] | 4 |
17,300 | **[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 | 1723009906.150 | 126.510 | 7.285 | 60.960 | -83 | -71 | -71 | -74 | -75 | -74 | -63 | -73 |
| B | 1723010167.165 | 93.397 | 42.996 | 60.960 | -76 | -87 | -85 | -75 | -71 | -80 | -70 | -80 |
| C | 1723009998.171 | 104.435 | 87.399 | 60.960 | -87 | -71 | -76 | -87 | -86 | -79 | -80 | -84 |
| D | 1723009966.147 | 12.736 | 65.582 | 60.960 | -83 | -75 | -76 | -73 | -71 | -73 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010402.163
- **Target RSSI fingerprint:** [-84, -83, -79, -77, -71, -71, -65, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.811550814357844,
43.473758697509766,
60.96
] | 4 |
20,079 | **[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 | 1723003435.166 | 6.792 | 67.480 | 51.816 | -88 | -85 | -81 | -91 | -85 | -87 | -81 | -84 |
| B | 1723003155.157 | 93.397 | 10.948 | 51.816 | -80 | -78 | -100 | -76 | -78 | -78 | -71 | -67 |
| C | 1723003280.163 | 129.907 | 9.648 | 51.816 | -85 | -84 | -87 | -86 | -85 | -79 | -84 | -86 |
| D | 1723002891.149 | 16.132 | 86.218 | 51.816 | -87 | -82 | -79 | -86 | -83 | -88 | -85 | -72 |
| E | 1723003030.151 | 118.020 | 94.817 | 51.816 | -85 | -72 | -79 | -86 | -86 | -72 | -71 | -62 |
| F | 1723003484.140 | 102.737 | 58.005 | 51.816 | -86 | -77 | -75 | -87 | -87 | -82 | -70 | -59 |
| G | 1723002859.156 | 77.265 | 14.014 | 51.816 | -85 | -85 | -79 | -79 | -85 | -82 | -83 | -70 |
| H | 1723002875.154 | 67.925 | 91.858 | 51.816 | -84 | -86 | -80 | -75 | -76 | -86 | -73 | -71 |
| I | 1723003310.147 | 69.623 | 83.444 | 51.816 | -83 | -88 | -80 | -78 | -77 | -76 | -74 | -72 |
| J | 1723003227.169 | 6.792 | 88.407 | 51.816 | -86 | -91 | -74 | -91 | -88 | -87 | -79 | -82 |
| K | 1723003257.152 | 123.963 | 88.620 | 51.816 | -80 | -87 | -80 | -87 | -82 | -85 | -78 | -69 |
| L | 1723002814.152 | 123.963 | 93.132 | 51.816 | -76 | -80 | -83 | -84 | -82 | -65 | -70 | -74 |
| M | 1723003284.151 | 108.680 | 7.591 | 51.816 | -78 | -82 | -84 | -74 | -78 | -78 | -84 | -71 |
| N | 1723003163.138 | 130.756 | 11.996 | 51.816 | -83 | -77 | -100 | -84 | -82 | -77 | -73 | -82 |
| O | 1723003303.158 | 73.868 | 47.906 | 51.816 | -86 | -88 | -82 | -78 | -83 | -75 | -75 | -72 |
| P | 1723002931.166 | 69.623 | 11.160 | 51.816 | -80 | -79 | -78 | -82 | -79 | -100 | -70 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002868.135
- **Target RSSI fingerprint:** [-85, -85, -84, -79, -84, -74, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17028839556595,
60.008649826049805,
51.816
] | 16 |
22,966 | **[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 | 1725941234.164 | 37.359 | 25.200 | 51.816 | -86 | -83 | -78 | -85 | -76 | -78 | -78 | -73 |
| B | 1725940808.146 | 64.529 | 81.241 | 51.816 | -78 | -78 | -78 | -83 | -73 | -76 | -76 | -67 |
| C | 1725941171.159 | 85.756 | 18.472 | 51.816 | -77 | -81 | -79 | -83 | -76 | -74 | -77 | -70 |
| D | 1725941268.192 | 20.378 | 126.785 | 51.816 | -78 | -79 | -72 | -56 | -78 | -79 | -77 | -71 |
| E | 1725940784.152 | 106.134 | 21.153 | 51.816 | -70 | -76 | -71 | -82 | -72 | -70 | -77 | -62 |
| F | 1725941173.146 | 94.247 | 16.575 | 51.816 | -75 | -75 | -77 | -78 | -66 | -72 | -69 | -68 |
| G | 1725941001.149 | 78.963 | 76.066 | 51.816 | -82 | -81 | -79 | -76 | -77 | -75 | -75 | -69 |
| H | 1725940780.144 | 108.681 | 1.898 | 51.816 | -70 | -76 | -71 | -80 | -65 | -66 | -69 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941251.151
- **Target RSSI fingerprint:** [-72, -80, -70, -81, -72, -74, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.3962721692890474,
47.096571922302246,
51.816
] | 8 |
40,019 | **[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 | 1724123572.155 | 16.133 | 49.591 | 60.960 | -100 | -85 | -100 | -77 | -80 | -82 | -75 | -67 |
| B | 1724123400.166 | 9.340 | 41.443 | 60.960 | -89 | -82 | -79 | -73 | -80 | -83 | -82 | -66 |
| C | 1724123319.137 | 16.982 | 47.866 | 60.960 | -88 | -79 | -76 | -70 | -78 | -77 | -72 | -67 |
| D | 1724123549.128 | 70.474 | 26.382 | 60.960 | -84 | -84 | -100 | -79 | -83 | -82 | -83 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123166.140
- **Target RSSI fingerprint:** [-89, -78, -79, -80, -75, -72, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24852811658667,
80.19289493560791,
60.96
] | 4 |
19,766 | **[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 | 1723006900.150 | 9.340 | 65.622 | 42.672 | -83 | -82 | -80 | -80 | -100 | -84 | -76 | -83 |
| B | 1723006492.139 | 134.152 | 88.168 | 42.672 | -89 | -87 | -83 | -78 | -77 | -84 | -76 | -74 |
| C | 1723006825.133 | 62.831 | 8.958 | 42.672 | -82 | -84 | -85 | -81 | -79 | -75 | -83 | -82 |
| D | 1723006855.152 | 151.133 | 24.351 | 42.672 | -90 | -90 | -92 | -82 | -91 | -90 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006278.152
- **Target RSSI fingerprint:** [-82, -84, -84, -73, -67, -72, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.8877629660839,
39.532456398010254,
42.672000000000004
] | 4 |
6,368 | **[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 | 1722839220.156 | 136.699 | 121.198 | 51.816 | -82 | -84 | -84 | -81 | -91 | -80 | -76 | -79 |
| B | 1722839287.160 | 49.246 | 98.466 | 51.816 | -81 | -77 | -76 | -78 | -69 | -77 | -70 | -70 |
| C | 1722839305.165 | 113.774 | 153.485 | 51.816 | -90 | -88 | -90 | -91 | -86 | -85 | -90 | -72 |
| D | 1722838833.147 | 90.850 | 190.138 | 51.816 | -82 | -79 | -83 | -75 | -89 | -82 | -70 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839197.166
- **Target RSSI fingerprint:** [-74, -83, -82, -77, -71, -73, -70, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88750667040514,
95.34766674041748,
51.816
] | 4 |
15,836 | **[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 | 1723004780.153 | 96.793 | 91.738 | 60.960 | -85 | -85 | -86 | -86 | -86 | -71 | -83 | -65 |
| B | 1723004397.179 | 76.416 | 11.041 | 60.960 | -76 | -83 | -75 | -73 | -76 | -71 | -72 | -71 |
| C | 1723004537.150 | 1.698 | 81.958 | 60.960 | -79 | -80 | -73 | -84 | -82 | -76 | -72 | -75 |
| D | 1723004587.159 | 134.152 | 27.629 | 60.960 | -78 | -74 | -76 | -76 | -80 | -69 | -66 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004521.159
- **Target RSSI fingerprint:** [-100, -73, -80, -73, -73, -86, -89, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.0756175939794,
43.84532928466797,
60.96
] | 4 |
29,271 | **[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 | 1724123189.127 | 75.569 | 21.140 | 60.960 | -83 | -75 | -82 | -81 | -78 | -77 | -69 | -63 |
| B | 1724123273.140 | 102.739 | 57.116 | 60.960 | -81 | -76 | -83 | -81 | -76 | -77 | -100 | -62 |
| C | 1724123520.199 | 96.796 | 78.123 | 60.960 | -75 | -85 | -82 | -82 | -81 | -78 | -77 | -73 |
| D | 1724123112.130 | 68.776 | 45.318 | 60.960 | -77 | -79 | -81 | -80 | -78 | -77 | -70 | -63 |
| E | 1724123257.138 | 84.909 | 31.172 | 60.960 | -83 | -74 | -82 | -81 | -76 | -76 | -76 | -67 |
| F | 1724123308.162 | 13.585 | 31.252 | 60.960 | -79 | -80 | -80 | -72 | -77 | -77 | -79 | -71 |
| G | 1724123591.132 | 30.567 | 0.000 | 60.960 | -79 | -78 | -78 | -73 | -77 | -78 | -75 | -76 |
| H | 1724123301.123 | 18.680 | 19.136 | 60.960 | -81 | -85 | -82 | -81 | -79 | -80 | -80 | -65 |
| I | 1724123442.143 | 112.079 | 45.106 | 60.960 | -84 | -69 | -82 | -79 | -80 | -72 | -73 | -66 |
| J | 1724123499.402 | 33.963 | 56.572 | 60.960 | -81 | -89 | -73 | -82 | -77 | -79 | -73 | -67 |
| K | 1724123430.143 | 67.927 | 21.087 | 60.960 | -80 | -78 | -77 | -76 | -77 | -80 | -70 | -67 |
| L | 1724123145.126 | 28.869 | 56.771 | 60.960 | -81 | -91 | -79 | -73 | -78 | -79 | -72 | -68 |
| M | 1724122983.141 | 2.547 | 60.009 | 60.960 | -100 | -101 | -100 | -87 | -100 | -99 | -100 | -79 |
| N | 1724123506.140 | 64.531 | 74.380 | 60.960 | -81 | -86 | -82 | -81 | -76 | -77 | -77 | -67 |
| O | 1724123584.132 | 19.529 | 25.917 | 60.960 | -77 | -83 | -76 | -67 | -78 | -76 | -85 | -78 |
| P | 1724123337.120 | 91.701 | 86.735 | 60.960 | -83 | -76 | -75 | -83 | -78 | -69 | -73 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123436.151
- **Target RSSI fingerprint:** [-83, -73, -83, -84, -76, -78, -75, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.3994422776985,
34.90109443664551,
60.96
] | 16 |
24,828 | **[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 | 1725943415.159 | 12.736 | 90.292 | 60.960 | -78 | -64 | -76 | -75 | -73 | -77 | -75 | -74 |
| B | 1725943133.161 | 100.190 | 6.277 | 60.960 | -77 | -100 | -77 | -76 | -72 | -76 | -75 | -66 |
| C | 1725943012.147 | 12.736 | 87.239 | 60.960 | -79 | -67 | -74 | -71 | -73 | -78 | -75 | -75 |
| D | 1725943005.185 | 5.094 | 49.857 | 60.960 | -77 | -65 | -74 | -71 | -71 | -71 | -77 | -71 |
| E | 1725943150.180 | 90.850 | 50.427 | 60.960 | -70 | -74 | -100 | -78 | -82 | -78 | -73 | -80 |
| F | 1725943113.155 | 35.661 | 13.323 | 60.960 | -75 | -85 | -74 | -80 | -78 | -71 | -73 | -74 |
| G | 1725942919.149 | 64.529 | 13.974 | 60.960 | -75 | -84 | -75 | -78 | -76 | -70 | -72 | -77 |
| H | 1725943305.158 | 2.547 | 19.720 | 60.960 | -80 | -80 | -77 | -77 | -83 | -74 | -78 | -81 |
| I | 1725943461.163 | 105.284 | 22.281 | 60.960 | -77 | -82 | -72 | -73 | -73 | -78 | -76 | -60 |
| J | 1725943232.160 | 47.548 | 90.464 | 60.960 | -81 | -67 | -75 | -72 | -71 | -77 | -78 | -70 |
| K | 1725943388.149 | 31.416 | 11.771 | 60.960 | -76 | -83 | -75 | -79 | -74 | -70 | -70 | -71 |
| L | 1725943217.162 | 16.981 | 107.835 | 60.960 | -80 | -66 | -77 | -78 | -76 | -82 | -73 | -77 |
| M | 1725943136.151 | 102.737 | 20.078 | 60.960 | -72 | -82 | -71 | -72 | -71 | -68 | -75 | -66 |
| N | 1725943208.145 | 9.340 | 65.489 | 60.960 | -79 | -66 | -77 | -73 | -72 | -78 | -79 | -73 |
| O | 1725942922.150 | 80.661 | 9.754 | 60.960 | -74 | -85 | -72 | -77 | -75 | -73 | -70 | -77 |
| P | 1725943161.161 | 65.378 | 71.766 | 60.960 | -76 | -82 | -73 | -84 | -84 | -78 | -72 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943427.148
- **Target RSSI fingerprint:** [-79, -62, -74, -75, -79, -80, -79, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.226699804820427,
114.41720008850098,
60.96
] | 16 |
18,440 | **[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 | 1722841342.179 | 41.604 | 149.597 | 60.960 | -82 | -85 | -88 | -73 | -82 | -76 | -77 | -72 |
| B | 1722841357.162 | 16.132 | 120.415 | 60.960 | -83 | -81 | -84 | -79 | -81 | -82 | -81 | -83 |
| C | 1722841349.191 | 15.283 | 126.692 | 60.960 | -80 | -83 | -76 | -75 | -76 | -71 | -77 | -74 |
| D | 1722841272.168 | 64.529 | 138.184 | 60.960 | -75 | -76 | -79 | -72 | -69 | -71 | -69 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841146.159
- **Target RSSI fingerprint:** [-75, -75, -72, -72, -72, -68, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886875716844202,
124.48941707611084,
60.96
] | 4 |
12,977 | **[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 | 1722999764.141 | 69.623 | 67.692 | 42.672 | -81 | -75 | -90 | -81 | -81 | -77 | -71 | -69 |
| B | 1722999573.160 | 6.792 | 65.821 | 42.672 | -81 | -91 | -76 | -83 | -85 | -83 | -73 | -74 |
| C | 1723000008.162 | 26.321 | 87.385 | 42.672 | -100 | -72 | -77 | -81 | -74 | -70 | -100 | -68 |
| D | 1722999753.131 | 76.416 | 13.562 | 42.672 | -81 | -69 | -78 | -83 | -75 | -72 | -76 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999890.144
- **Target RSSI fingerprint:** [-88, -90, -89, -85, -83, -79, -86, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.037808961485752,
48.84826183319092,
42.672000000000004
] | 4 |
14,613 | **[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 | 1731994712.224 | 95.095 | 43.301 | 51.816 | -97 | -84 | -90 | -85 | -88 | -80 | -78 | -82 |
| B | 1731994647.224 | 61.982 | 14.704 | 51.816 | -81 | -83 | -79 | -73 | -80 | -74 | -74 | -74 |
| C | 1731994538.218 | 86.604 | 95.878 | 51.816 | -86 | -78 | -87 | -85 | -75 | -75 | -82 | -70 |
| D | 1731994342.223 | 98.491 | 93.981 | 51.816 | -86 | -79 | -88 | -87 | -76 | -76 | -85 | -71 |
| E | 1731994482.218 | 1.698 | 74.832 | 51.816 | -94 | -100 | -84 | -86 | -76 | -82 | -76 | -73 |
| F | 1731994537.211 | 88.303 | 92.110 | 51.816 | -87 | -80 | -88 | -86 | -77 | -76 | -83 | -71 |
| G | 1731994507.217 | 77.265 | 41.669 | 51.816 | -84 | -100 | -81 | -82 | -82 | -79 | -70 | -78 |
| H | 1731994651.216 | 58.585 | 17.464 | 51.816 | -94 | -86 | -85 | -79 | -78 | -81 | -84 | -75 |
| I | 1731994668.229 | 2.547 | 58.230 | 51.816 | -79 | -84 | -78 | -78 | -87 | -84 | -74 | -81 |
| J | 1731994854.226 | 61.982 | 7.723 | 51.816 | -83 | -86 | -87 | -88 | -93 | -78 | -89 | -85 |
| K | 1731994736.198 | 91.699 | 105.181 | 51.816 | -84 | -79 | -89 | -89 | -73 | -77 | -84 | -71 |
| L | 1731994792.220 | 51.793 | 57.076 | 51.816 | -93 | -100 | -87 | -89 | -87 | -87 | -76 | -75 |
| M | 1731994731.218 | 106.982 | 86.510 | 51.816 | -94 | -81 | -84 | -80 | -85 | -78 | -73 | -72 |
| N | 1731994341.216 | 101.888 | 89.854 | 51.816 | -89 | -83 | -88 | -87 | -80 | -81 | -85 | -72 |
| O | 1731994282.206 | 7.642 | 60.234 | 51.816 | -83 | -100 | -77 | -82 | -77 | -85 | -70 | -73 |
| P | 1731994545.214 | 71.321 | 117.363 | 51.816 | -86 | -88 | -90 | -88 | -74 | -81 | -82 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994457.239
- **Target RSSI fingerprint:** [-74, -81, -83, -84, -74, -78, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.8871937065161,
19.57380771636963,
51.816
] | 16 |
11,960 | **[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 | 1731994668.229 | 2.547 | 58.230 | 51.816 | -67 | -84 | -78 | -87 | -78 | -84 | -74 | -81 |
| B | 1731994548.237 | 72.170 | 116.978 | 51.816 | -82 | -87 | -90 | -73 | -81 | -82 | -84 | -73 |
| C | 1731994262.222 | 56.887 | 20.702 | 51.816 | -82 | -88 | -85 | -83 | -84 | -86 | -81 | -81 |
| D | 1731994664.188 | 11.887 | 50.573 | 51.816 | -83 | -89 | -85 | -91 | -85 | -88 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994714.221
- **Target RSSI fingerprint:** [-87, -80, -100, -82, -82, -77, -79, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03844852351367,
49.35253620147705,
51.816
] | 4 |
15,617 | **[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 | 1722839286.155 | 47.548 | 96.091 | 51.816 | -84 | -85 | -84 | -79 | -71 | -78 | -72 | -74 |
| B | 1722839027.191 | 106.982 | 170.511 | 51.816 | -88 | -78 | -72 | -86 | -88 | -77 | -81 | -73 |
| C | 1722839045.133 | 70.472 | 173.351 | 51.816 | -78 | -83 | -86 | -85 | -83 | -77 | -77 | -73 |
| D | 1722839311.174 | 117.171 | 150.048 | 51.816 | -85 | -80 | -90 | -85 | -91 | -82 | -82 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838928.174
- **Target RSSI fingerprint:** [-76, -82, -86, -71, -87, -87, -81, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60438066984437,
76.35775566101074,
51.816
] | 4 |
9,855 | **[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 | 1731994731.218 | 106.982 | 86.510 | 51.816 | -87 | -84 | -100 | -80 | -85 | -78 | -72 | -73 |
| B | 1731994767.229 | 8.491 | 66.166 | 51.816 | -100 | -77 | -65 | -76 | -82 | -88 | -74 | -73 |
| C | 1731994931.220 | 67.925 | 2.322 | 51.816 | -97 | -98 | -81 | -95 | -93 | -96 | -89 | -95 |
| D | 1731994713.196 | 97.642 | 45.517 | 51.816 | -64 | -100 | -90 | -78 | -84 | -82 | -81 | -77 |
| E | 1731994391.205 | 22.925 | 49.167 | 51.816 | -77 | -75 | -94 | -84 | -86 | -65 | -75 | -70 |
| F | 1731994275.216 | 5.943 | 52.790 | 51.816 | -86 | -83 | -57 | -82 | -86 | -83 | -83 | -78 |
| G | 1731994725.209 | 119.718 | 68.250 | 51.816 | -85 | -88 | -101 | -85 | -88 | -85 | -87 | -85 |
| H | 1731994721.233 | 118.020 | 68.130 | 51.816 | -87 | -100 | -101 | -87 | -84 | -77 | -84 | -80 |
| I | 1731994839.233 | 79.812 | 24.311 | 51.816 | -100 | -84 | -91 | -71 | -78 | -80 | -72 | -79 |
| J | 1731994348.243 | 78.114 | 115.797 | 51.816 | -92 | -90 | -91 | -91 | -74 | -80 | -74 | -86 |
| K | 1731994483.227 | 5.094 | 79.835 | 51.816 | -85 | -86 | -87 | -86 | -77 | -86 | -75 | -75 |
| L | 1731994551.230 | 72.170 | 116.527 | 51.816 | -100 | -83 | -89 | -86 | -85 | -71 | -85 | -78 |
| M | 1731994315.247 | 90.001 | 47.375 | 51.816 | -71 | -77 | -79 | -80 | -80 | -73 | -75 | -66 |
| N | 1731994424.221 | 112.925 | 81.692 | 51.816 | -81 | -90 | -75 | -81 | -79 | -88 | -79 | -68 |
| O | 1731994403.227 | 56.887 | 71.421 | 51.816 | -80 | -87 | -83 | -88 | -85 | -86 | -73 | -75 |
| P | 1731994968.195 | 76.416 | 2.959 | 51.816 | -100 | -94 | -85 | -88 | -101 | -96 | -99 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994481.225
- **Target RSSI fingerprint:** [-89, -84, -91, -86, -76, -78, -73, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0,
69.77564811706543,
51.816
] | 16 |
16,398 | **[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 | 1731994593.216 | 28.019 | 48.477 | 51.816 | -93 | -83 | -84 | -84 | -85 | -82 | -74 | -77 |
| B | 1731994613.191 | 84.906 | 96.768 | 51.816 | -93 | -92 | -84 | -90 | -89 | -78 | -84 | -76 |
| C | 1731994901.217 | 61.982 | 5.600 | 51.816 | -87 | -81 | -89 | -84 | -77 | -100 | -75 | -80 |
| D | 1731994488.233 | 10.189 | 90.862 | 51.816 | -86 | -93 | -87 | -89 | -76 | -83 | -75 | -75 |
| E | 1731994510.205 | 81.510 | 38.431 | 51.816 | -86 | -78 | -77 | -78 | -78 | -76 | -75 | -68 |
| F | 1731994265.214 | 41.604 | 29.288 | 51.816 | -77 | -79 | -85 | -86 | -93 | -84 | -83 | -81 |
| G | 1731994455.207 | 62.831 | 16.017 | 51.816 | -93 | -86 | -83 | -84 | -76 | -79 | -74 | -80 |
| H | 1731994545.214 | 71.321 | 117.363 | 51.816 | -86 | -92 | -88 | -90 | -74 | -81 | -75 | -82 |
| I | 1731994690.218 | 26.321 | 95.255 | 51.816 | -86 | -91 | -79 | -77 | -75 | -81 | -70 | -65 |
| J | 1731994526.213 | 96.793 | 59.332 | 51.816 | -87 | -88 | -87 | -87 | -84 | -86 | -79 | -76 |
| K | 1731994524.233 | 95.095 | 58.828 | 51.816 | -85 | -88 | -87 | -89 | -88 | -76 | -81 | -77 |
| L | 1731994659.223 | 30.566 | 37.409 | 51.816 | -75 | -84 | -84 | -88 | -91 | -83 | -78 | -84 |
| M | 1731994781.224 | 31.415 | 49.777 | 51.816 | -90 | -83 | -86 | -77 | -92 | -69 | -83 | -72 |
| N | 1731994826.215 | 126.510 | 72.125 | 51.816 | -90 | -83 | -80 | -83 | -75 | -74 | -70 | -77 |
| O | 1731994862.196 | 61.133 | 6.715 | 51.816 | -84 | -81 | -78 | -80 | -80 | -85 | -76 | -76 |
| P | 1731994673.205 | 3.396 | 59.133 | 51.816 | -100 | -100 | -87 | -82 | -89 | -86 | -88 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994564.209
- **Target RSSI fingerprint:** [-82, -91, -86, -80, -81, -72, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868128149575334,
83.84224891662598,
51.816
] | 16 |
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