id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
7,664 | **[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 | 1722839246.177 | 79.812 | 182.401 | 51.816 | -84 | -71 | -77 | -86 | -83 | -74 | -74 | -72 |
| B | 1722838822.165 | 104.435 | 171.931 | 51.816 | -85 | -84 | -80 | -89 | -77 | -79 | -74 | -81 |
| C | 1722838799.152 | 121.416 | 105.765 | 51.816 | -84 | -78 | -82 | -80 | -77 | -79 | -77 | -69 |
| D | 1722838788.165 | 101.888 | 93.331 | 51.816 | -73 | -83 | -72 | -78 | -72 | -75 | -71 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839280.164
- **Target RSSI fingerprint:** [-80, -100, -100, -68, -77, -80, -68, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.000315446095605,
92.44145393371582,
51.816
] | 4 |
5,956 | **[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 | 1723006874.160 | 94.246 | 40.037 | 42.672 | -80 | -84 | -88 | -83 | -100 | -86 | -74 | -74 |
| B | 1723006910.139 | 5.943 | 79.835 | 42.672 | -86 | -81 | -89 | -85 | -68 | -83 | -81 | -80 |
| C | 1723006295.147 | 129.907 | 3.941 | 42.672 | -88 | -82 | -86 | -72 | -84 | -83 | -79 | -82 |
| D | 1723006719.147 | 136.699 | 78.176 | 42.672 | -87 | -89 | -76 | -81 | -71 | -80 | -73 | -65 |
| E | 1723006308.151 | 96.793 | 6.277 | 42.672 | -88 | -86 | -85 | -89 | -100 | -82 | -80 | -83 |
| F | 1723006436.194 | 33.113 | 38.696 | 42.672 | -71 | -81 | -86 | -80 | -100 | -82 | -75 | -70 |
| G | 1723006494.158 | 137.548 | 79.251 | 42.672 | -88 | -87 | -74 | -80 | -74 | -79 | -72 | -67 |
| H | 1723006699.149 | 73.868 | 86.443 | 42.672 | -84 | -85 | -73 | -89 | -71 | -77 | -100 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006340.156
- **Target RSSI fingerprint:** [-80, -80, -86, -79, -77, -84, -78, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132182059858927,
81.5199327468872,
42.672000000000004
] | 8 |
21,076 | **[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 | 1722999642.162 | 96.793 | 48.251 | 42.672 | -85 | -79 | -72 | -78 | -77 | -76 | -65 | -82 |
| B | 1722999987.148 | 71.321 | 58.974 | 42.672 | -80 | -100 | -76 | -72 | -81 | -81 | -100 | -70 |
| C | 1722999922.179 | 89.152 | 97.378 | 42.672 | -86 | -84 | -87 | -89 | -77 | -90 | -69 | -67 |
| D | 1723000122.150 | 2.547 | 82.489 | 42.672 | -90 | -88 | -91 | -91 | -94 | -91 | -79 | -83 |
| E | 1722999649.166 | 61.982 | 47.176 | 42.672 | -87 | -100 | -80 | -82 | -81 | -75 | -63 | -84 |
| F | 1722999706.137 | 135.001 | 96.993 | 42.672 | -86 | -76 | -85 | -89 | -71 | -85 | -70 | -71 |
| G | 1722999512.134 | 123.114 | 13.443 | 42.672 | -87 | -80 | -79 | -76 | -85 | -80 | -85 | -81 |
| H | 1722999550.152 | 61.132 | 90.252 | 42.672 | -84 | -79 | -80 | -82 | -82 | -78 | -82 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999667.163
- **Target RSSI fingerprint:** [-84, -79, -93, -90, -91, -90, -77, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641560050259367,
56.41237735748291,
42.672000000000004
] | 8 |
16,930 | **[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 | 1723008083.148 | 126.510 | 42.638 | 51.816 | -77 | -78 | -77 | -91 | -85 | -79 | -85 | -84 |
| B | 1723007905.168 | 208.020 | 11.426 | 51.816 | -63 | -76 | -75 | -74 | -77 | -67 | -71 | -78 |
| C | 1723008381.137 | 133.303 | 89.641 | 51.816 | -86 | -85 | -81 | -84 | -84 | -76 | -74 | -81 |
| D | 1723008140.146 | 81.510 | 88.235 | 51.816 | -87 | -84 | -84 | -70 | -75 | -79 | -70 | -83 |
| E | 1723008411.232 | 123.114 | 2.163 | 51.816 | -75 | -77 | -69 | -89 | -80 | -79 | -81 | -69 |
| F | 1723008094.157 | 71.321 | 41.032 | 51.816 | -85 | -77 | -75 | -100 | -79 | -74 | -74 | -75 |
| G | 1723008274.154 | 101.887 | 8.480 | 51.816 | -88 | -85 | -85 | -73 | -73 | -78 | -77 | -76 |
| H | 1723008286.159 | 153.680 | 8.652 | 51.816 | -87 | -86 | -86 | -76 | -77 | -70 | -82 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008542.168
- **Target RSSI fingerprint:** [-88, -79, -80, -100, -82, -77, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11372333230257,
40.793142318725586,
51.816
] | 8 |
27,377 | **[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 | 1725939492.165 | 62.831 | 63.671 | 42.672 | -79 | -77 | -74 | -78 | -76 | -74 | -80 | -62 |
| B | 1725939570.150 | 92.548 | 61.402 | 42.672 | -78 | -78 | -82 | -81 | -75 | -78 | -74 | -66 |
| C | 1725939497.146 | 58.586 | 35.127 | 42.672 | -79 | -74 | -76 | -73 | -70 | -77 | -79 | -61 |
| D | 1725939421.180 | 2.547 | 33.415 | 42.672 | -70 | -74 | -76 | -65 | -72 | -67 | -75 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939791.129
- **Target RSSI fingerprint:** [-71, -72, -74, -80, -73, -77, -77, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58629854016283,
26.9919490814209,
42.672000000000004
] | 4 |
12,116 | **[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 | 1723006258.159 | 149.435 | 68.276 | 42.672 | -100 | -82 | -83 | -76 | -89 | -86 | -83 | -80 |
| B | 1723006760.139 | 89.152 | 25.625 | 42.672 | -86 | -91 | -86 | -100 | -79 | -80 | -79 | -83 |
| C | 1723006342.159 | 5.943 | 80.803 | 42.672 | -82 | -79 | -88 | -72 | -85 | -73 | -88 | -77 |
| D | 1723006502.158 | 149.435 | 36.892 | 42.672 | -76 | -75 | -73 | -73 | -71 | -79 | -67 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006557.161
- **Target RSSI fingerprint:** [-100, -90, -84, -76, -84, -82, -84, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94373282060714,
79.94075775146484,
42.672000000000004
] | 4 |
21,264 | **[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 | 1723009998.171 | 104.435 | 87.399 | 60.960 | -76 | -87 | -71 | -87 | -79 | -84 | -86 | -80 |
| B | 1723010120.179 | 70.472 | 9.276 | 60.960 | -76 | -83 | -79 | -80 | -80 | -75 | -78 | -68 |
| C | 1723010121.165 | 75.567 | 9.342 | 60.960 | -75 | -84 | -79 | -80 | -78 | -74 | -78 | -65 |
| D | 1723009848.149 | 60.283 | 86.019 | 60.960 | -100 | -85 | -84 | -72 | -74 | -80 | -74 | -74 |
| E | 1723010563.181 | 205.473 | 4.286 | 60.960 | -86 | -84 | -82 | -95 | -103 | -100 | -93 | -92 |
| F | 1723009937.153 | 117.171 | 46.128 | 60.960 | -82 | -70 | -87 | -72 | -77 | -73 | -69 | -63 |
| G | 1723009866.142 | 2.547 | 79.529 | 60.960 | -100 | -84 | -81 | -85 | -68 | -77 | -83 | -77 |
| H | 1723010216.144 | 69.623 | 85.408 | 60.960 | -76 | -85 | -70 | -85 | -73 | -74 | -83 | -100 |
| I | 1723010386.163 | 113.774 | 43.540 | 60.960 | -82 | -71 | -85 | -69 | -77 | -76 | -70 | -64 |
| J | 1723010340.164 | 52.642 | 7.524 | 60.960 | -74 | -79 | -78 | -75 | -69 | -71 | -76 | -69 |
| K | 1723010389.149 | 99.340 | 43.859 | 60.960 | -85 | -76 | -86 | -74 | -81 | -84 | -72 | -72 |
| L | 1723010321.169 | 13.585 | 60.234 | 60.960 | -77 | -85 | -76 | -68 | -79 | -74 | -69 | -76 |
| M | 1723010072.154 | 61.132 | 86.430 | 60.960 | -100 | -73 | -73 | -65 | -74 | -74 | -66 | -73 |
| N | 1723009968.177 | 7.642 | 74.102 | 60.960 | -77 | -83 | -78 | -81 | -78 | -66 | -73 | -83 |
| O | 1723010004.156 | 129.057 | 88.606 | 60.960 | -76 | -73 | -70 | -75 | -67 | -71 | -80 | -74 |
| P | 1723009890.165 | 50.944 | 6.755 | 60.960 | -80 | -86 | -85 | -82 | -68 | -71 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010247.136
- **Target RSSI fingerprint:** [-76, -71, -72, -74, -82, -81, -76, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
152.83119869718078,
25.492396354675293,
60.96
] | 16 |
154 | **[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 | 1722999735.152 | 135.850 | 14.558 | 42.672 | -86 | -88 | -81 | -81 | -75 | -77 | -88 | -84 |
| B | 1723000054.144 | 86.604 | 15.035 | 42.672 | -83 | -76 | -81 | -79 | -82 | -84 | -71 | -70 |
| C | 1722999877.138 | 45.849 | 48.198 | 42.672 | -77 | -87 | -84 | -82 | -81 | -82 | -88 | -66 |
| D | 1722999522.140 | 79.812 | 9.541 | 42.672 | -78 | -87 | -83 | -83 | -84 | -82 | -89 | -72 |
| E | 1722999582.138 | 17.830 | 23.409 | 42.672 | -77 | -74 | -100 | -75 | -76 | -71 | -71 | -68 |
| F | 1722999644.176 | 86.604 | 47.773 | 42.672 | -75 | -90 | -80 | -71 | -83 | -82 | -83 | -63 |
| G | 1722999572.138 | 5.094 | 70.784 | 42.672 | -73 | -85 | -87 | -86 | -86 | -88 | -75 | -100 |
| H | 1722999945.187 | 137.548 | 60.314 | 42.672 | -100 | -80 | -74 | -87 | -78 | -77 | -71 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999604.145
- **Target RSSI fingerprint:** [-83, -75, -76, -80, -80, -83, -69, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.69872060311239,
12.222018241882324,
42.672000000000004
] | 8 |
28,582 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939117.149 | 45.850 | 13.549 | 42.672 | -84 | -100 | -86 | -84 | -100 | -100 | -100 | -92 |
| B | 1725939238.150 | 49.246 | 18.552 | 42.672 | -75 | -60 | -72 | -72 | -76 | -74 | -73 | -84 |
| C | 1725939574.145 | 102.737 | 52.352 | 42.672 | -83 | -79 | -74 | -74 | -76 | -76 | -74 | -60 |
| D | 1725939742.151 | 11.038 | 75.296 | 42.672 | -60 | -77 | -78 | -75 | -79 | -71 | -78 | -66 |
| E | 1725939230.147 | 47.548 | 18.486 | 42.672 | -74 | -65 | -67 | -69 | -63 | -100 | -60 | -80 |
| F | 1725939404.151 | 28.019 | 59.398 | 42.672 | -76 | -75 | -77 | -77 | -80 | -75 | -78 | -69 |
| G | 1725939536.155 | 12.736 | 80.923 | 42.672 | -55 | -78 | -80 | -78 | -78 | -70 | -78 | -68 |
| H | 1725939472.150 | 104.435 | 48.596 | 42.672 | -83 | -75 | -70 | -74 | -76 | -78 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939668.161
- **Target RSSI fingerprint:** [-85, -78, -79, -77, -81, -69, -76, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58629854016283,
29.00904655456543,
42.672000000000004
] | 8 |
35,766 | **[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 | 1723689638.143 | 128.212 | 69.683 | 42.672 | -100 | -82 | -78 | -89 | -76 | -85 | -80 | -81 |
| B | 1723689796.172 | 210.573 | 56.771 | 42.672 | -87 | -84 | -90 | -86 | -87 | -78 | -75 | -73 |
| C | 1723690072.166 | 196.988 | 49.167 | 42.672 | -100 | -81 | -100 | -88 | -77 | -90 | -85 | -83 |
| D | 1723689758.145 | 174.912 | 67.905 | 42.672 | -84 | -86 | -83 | -87 | -75 | -81 | -78 | -77 |
| E | 1723690224.156 | 134.156 | 12.089 | 42.672 | -85 | -84 | -85 | -94 | -84 | -89 | -72 | -76 |
| F | 1723689773.148 | 222.461 | 113.448 | 42.672 | -84 | -100 | -84 | -85 | -78 | -76 | -100 | -79 |
| G | 1723690009.156 | 162.175 | 8.400 | 42.672 | -89 | -83 | -87 | -80 | -88 | -89 | -82 | -81 |
| H | 1723689608.169 | 143.496 | 19.494 | 42.672 | -86 | -81 | -88 | -76 | -85 | -76 | -74 | -80 |
| I | 1723690123.152 | 153.685 | 87.903 | 42.672 | -84 | -100 | -88 | -90 | -89 | -78 | -76 | -77 |
| J | 1723689722.188 | 158.779 | 93.742 | 42.672 | -86 | -100 | -90 | -87 | -89 | -82 | -76 | -82 |
| K | 1723690321.153 | 14.434 | 72.324 | 42.672 | -86 | -102 | -85 | -103 | -95 | -100 | -97 | -100 |
| L | 1723689609.165 | 148.590 | 17.397 | 42.672 | -86 | -82 | -86 | -80 | -84 | -78 | -73 | -80 |
| M | 1723690156.196 | 167.270 | 60.632 | 42.672 | -86 | -85 | -82 | -87 | -76 | -82 | -78 | -76 |
| N | 1723690197.142 | 208.875 | 53.533 | 42.672 | -88 | -86 | -90 | -83 | -89 | -78 | -74 | -72 |
| O | 1723690113.146 | 190.195 | 121.066 | 42.672 | -85 | -85 | -88 | -85 | -83 | -76 | -86 | -78 |
| P | 1723689996.142 | 212.271 | 58.496 | 42.672 | -87 | -85 | -89 | -83 | -87 | -78 | -75 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690201.180
- **Target RSSI fingerprint:** [-89, -84, -89, -82, -84, -81, -82, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.98792831366262,
38.66988182067871,
42.672000000000004
] | 16 |
41,555 | **[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 | 1723691730.129 | 195.290 | 56.001 | 51.816 | -78 | -100 | -78 | -85 | -79 | -81 | -77 | -79 |
| B | 1723691366.145 | 200.384 | 135.345 | 51.816 | -82 | -100 | -78 | -84 | -82 | -83 | -80 | -85 |
| C | 1723691671.161 | 151.986 | 0.027 | 51.816 | -100 | -71 | -76 | -81 | -82 | -74 | -72 | -75 |
| D | 1723691810.162 | 149.439 | 54.355 | 51.816 | -76 | -77 | -100 | -84 | -77 | -78 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691989.162
- **Target RSSI fingerprint:** [-86, -89, -100, -100, -100, -100, -100, -104]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.94360137506395,
75.78712940216064,
51.816
] | 4 |
40,681 | **[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 | 1723696380.174 | 53.492 | 4.950 | 42.672 | -100 | -82 | -79 | -74 | -69 | -75 | -73 | -78 |
| B | 1723696754.140 | 122.268 | 46.061 | 42.672 | -77 | -86 | -80 | -68 | -100 | -72 | -67 | -70 |
| C | 1723696680.157 | 81.512 | 23.276 | 42.672 | -78 | -81 | -81 | -79 | -67 | -79 | -68 | -67 |
| D | 1723696388.141 | 87.456 | 22.626 | 42.672 | -100 | -78 | -77 | -68 | -67 | -70 | -73 | -72 |
| E | 1723696473.143 | 99.343 | 87.478 | 42.672 | -88 | -85 | -87 | -88 | -86 | -88 | -86 | -85 |
| F | 1723696539.166 | 28.020 | 30.097 | 42.672 | -76 | -70 | -71 | -80 | -73 | -72 | -79 | -76 |
| G | 1723696993.147 | 11.038 | 58.018 | 42.672 | -94 | -107 | -95 | -100 | -80 | -106 | -100 | -95 |
| H | 1723696832.143 | 121.419 | 54.634 | 42.672 | -100 | -71 | -74 | -71 | -100 | -71 | -72 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696476.174
- **Target RSSI fingerprint:** [-81, -73, -100, -75, -100, -73, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98481593214036,
79.0781831741333,
42.672000000000004
] | 8 |
24,670 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941084.140 | 64.529 | 91.154 | 51.816 | -82 | -75 | -80 | -72 | -83 | -80 | -78 | -67 |
| B | 1725941441.149 | 41.604 | 29.606 | 51.816 | -76 | -100 | -100 | -86 | -64 | -78 | -72 | -100 |
| C | 1725941486.153 | 33.114 | 24.471 | 51.816 | -85 | -100 | -100 | -100 | -83 | -85 | -83 | -100 |
| D | 1725941064.139 | 19.529 | 123.746 | 51.816 | -80 | -72 | -79 | -75 | -56 | -79 | -76 | -71 |
| E | 1725940998.158 | 90.850 | 67.838 | 51.816 | -69 | -75 | -67 | -70 | -73 | -69 | -68 | -70 |
| F | 1725940848.155 | 3.396 | 44.894 | 51.816 | -100 | -70 | -100 | -79 | -100 | -100 | -100 | -71 |
| G | 1725941454.143 | 33.963 | 26.740 | 51.816 | -75 | -100 | -100 | -100 | -71 | -63 | -75 | -100 |
| H | 1725941214.140 | 64.529 | 76.822 | 51.816 | -75 | -79 | -74 | -70 | -78 | -77 | -76 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941326.154
- **Target RSSI fingerprint:** [-75, -76, -76, -76, -79, -71, -73, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.566449523601428,
63.498759269714355,
51.816
] | 8 |
37,854 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130116.121 | 38.209 | 40.647 | 60.960 | -82 | -81 | -77 | -82 | -79 | -80 | -73 | -82 |
| B | 1724130101.133 | 60.285 | 68.528 | 60.960 | -79 | -77 | -77 | -77 | -79 | -76 | -72 | -62 |
| C | 1724130310.129 | 51.794 | 32.008 | 60.960 | -82 | -78 | -83 | -80 | -81 | -68 | -72 | -71 |
| D | 1724129925.131 | 33.963 | 52.365 | 60.960 | -100 | -100 | -80 | -100 | -73 | -74 | -72 | -64 |
| E | 1724130278.131 | 85.758 | 82.661 | 60.960 | -84 | -80 | -80 | -83 | -76 | -81 | -72 | -64 |
| F | 1724129719.136 | 7.642 | 118.133 | 60.960 | -95 | -100 | -100 | -97 | -100 | -95 | -100 | -96 |
| G | 1724129814.128 | 62.832 | 0.000 | 60.960 | -81 | -73 | -73 | -73 | -74 | -75 | -81 | -71 |
| H | 1724130365.145 | 56.889 | 0.955 | 60.960 | -82 | -82 | -82 | -82 | -79 | -71 | -70 | -65 |
| I | 1724130241.165 | 109.532 | 25.851 | 60.960 | -76 | -81 | -84 | -67 | -78 | -68 | -72 | -74 |
| J | 1724129910.111 | 95.947 | 84.055 | 60.960 | -83 | -84 | -77 | -82 | -78 | -76 | -70 | -61 |
| K | 1724130258.146 | 135.854 | 58.310 | 60.960 | -81 | -81 | -84 | -74 | -82 | -71 | -82 | -67 |
| L | 1724129858.127 | 91.701 | 45.225 | 60.960 | -82 | -77 | -74 | -82 | -77 | -77 | -73 | -69 |
| M | 1724129804.124 | 45.851 | 38.869 | 60.960 | -74 | -74 | -75 | -61 | -71 | -74 | -70 | -67 |
| N | 1724129873.134 | 118.023 | 28.531 | 60.960 | -84 | -78 | -84 | -81 | -79 | -68 | -67 | -78 |
| O | 1724130298.115 | 31.416 | 47.614 | 60.960 | -75 | -75 | -77 | -72 | -73 | -73 | -72 | -75 |
| P | 1724129953.133 | 101.890 | 54.090 | 60.960 | -76 | -78 | -79 | -73 | -76 | -72 | -68 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129808.119
- **Target RSSI fingerprint:** [-80, -78, -74, -76, -78, -77, -74, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.492417639806185,
20.635437965393066,
60.96
] | 16 |
28,933 | **[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 | 1723693061.132 | 111.230 | 23.077 | 60.960 | -100 | -75 | -72 | -74 | -82 | -100 | -71 | -72 |
| B | 1723693421.154 | 179.157 | 73.359 | 60.960 | -66 | -74 | -75 | -73 | -76 | -75 | -73 | -63 |
| C | 1723693187.127 | 129.061 | 69.961 | 60.960 | -80 | -80 | -80 | -84 | -83 | -71 | -76 | -69 |
| D | 1723693422.189 | 182.553 | 76.716 | 60.960 | -66 | -79 | -77 | -77 | -78 | -78 | -76 | -65 |
| E | 1723693223.148 | 187.648 | 81.838 | 60.960 | -65 | -81 | -77 | -73 | -76 | -77 | -75 | -65 |
| F | 1723693317.165 | 168.119 | 84.307 | 60.960 | -85 | -82 | -79 | -77 | -74 | -78 | -77 | -81 |
| G | 1723693232.159 | 215.668 | 106.030 | 60.960 | -66 | -82 | -79 | -75 | -76 | -78 | -78 | -69 |
| H | 1723693470.166 | 150.288 | 2.999 | 60.960 | -85 | -81 | -79 | -85 | -85 | -72 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693575.153
- **Target RSSI fingerprint:** [-78, -82, -77, -75, -81, -77, -77, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
175.76077823719254,
109.67967510223389,
60.96
] | 8 |
31,674 | **[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 | 1723696790.148 | 26.322 | 32.393 | 42.672 | -73 | -83 | -72 | -80 | -66 | -71 | -79 | -67 |
| B | 1723696904.147 | 39.907 | 2.150 | 42.672 | -76 | -79 | -100 | -79 | -100 | -80 | -75 | -82 |
| C | 1723696380.174 | 53.492 | 4.950 | 42.672 | -82 | -82 | -73 | -74 | -78 | -75 | -79 | -69 |
| D | 1723696914.169 | 20.378 | 48.278 | 42.672 | -70 | -70 | -100 | -74 | -77 | -71 | -70 | -78 |
| E | 1723696544.149 | 39.058 | 7.723 | 42.672 | -76 | -79 | -100 | -83 | -100 | -86 | -72 | -83 |
| F | 1723696690.137 | 61.134 | 64.242 | 42.672 | -87 | -79 | -72 | -73 | -69 | -69 | -80 | -64 |
| G | 1723696407.157 | 114.627 | 59.770 | 42.672 | -87 | -85 | -68 | -72 | -72 | -73 | -81 | -100 |
| H | 1723696668.153 | 112.928 | 33.176 | 42.672 | -84 | -79 | -82 | -79 | -79 | -82 | -76 | -81 |
| I | 1723696492.151 | 117.174 | 38.909 | 42.672 | -100 | -80 | -79 | -85 | -79 | -87 | -77 | -78 |
| J | 1723696850.158 | 85.758 | 21.604 | 42.672 | -81 | -86 | -82 | -76 | -75 | -79 | -77 | -60 |
| K | 1723696860.149 | 71.323 | 42.664 | 42.672 | -72 | -81 | -70 | -71 | -67 | -68 | -77 | -70 |
| L | 1723696448.150 | 19.529 | 47.999 | 42.672 | -72 | -80 | -72 | -89 | -74 | -81 | -78 | -79 |
| M | 1723696891.163 | 27.171 | 26.501 | 42.672 | -76 | -80 | -79 | -82 | -73 | -73 | -71 | -74 |
| N | 1723696564.159 | 92.550 | 28.783 | 42.672 | -81 | -85 | -75 | -67 | -72 | -70 | -81 | -76 |
| O | 1723696778.150 | 49.247 | 32.725 | 42.672 | -75 | -79 | -76 | -82 | -75 | -79 | -75 | -61 |
| P | 1723696832.143 | 121.419 | 54.634 | 42.672 | -100 | -71 | -72 | -71 | -77 | -71 | -74 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696773.131
- **Target RSSI fingerprint:** [-87, -81, -83, -87, -79, -87, -79, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.02138230288945,
42.99602508544922,
42.672000000000004
] | 16 |
37,796 | **[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 | 1723691697.142 | 129.910 | 77.950 | 51.816 | -84 | -83 | -80 | -80 | -75 | -82 | -79 | -76 |
| B | 1723691319.154 | 181.704 | 72.416 | 51.816 | -100 | -79 | -80 | -84 | -74 | -80 | -83 | -75 |
| C | 1723691311.137 | 162.175 | 104.358 | 51.816 | -83 | -83 | -80 | -79 | -76 | -84 | -78 | -78 |
| D | 1723691451.152 | 214.819 | 71.979 | 51.816 | -77 | -100 | -74 | -100 | -87 | -75 | -73 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691375.163
- **Target RSSI fingerprint:** [-81, -84, -76, -81, -83, -79, -78, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
168.96809623396086,
106.68056964874268,
51.816
] | 4 |
16,021 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833449.151 | 20.378 | 76.835 | 60.960 | -83 | -86 | -100 | -76 | -84 | -81 | -84 | -75 |
| B | 1722833513.161 | 75.567 | 119.195 | 60.960 | -89 | -81 | -81 | -88 | -85 | -80 | -83 | -82 |
| C | 1722833956.172 | 46.698 | 42.041 | 60.960 | -86 | -89 | -87 | -87 | -84 | -79 | -76 | -78 |
| D | 1722833586.152 | 112.076 | 81.387 | 60.960 | -85 | -91 | -100 | -100 | -100 | -81 | -74 | -100 |
| E | 1722833705.161 | 93.397 | 99.289 | 60.960 | -85 | -82 | -78 | -79 | -75 | -88 | -75 | -83 |
| F | 1722833529.152 | 36.510 | 90.331 | 60.960 | -81 | -84 | -78 | -78 | -82 | -83 | -83 | -77 |
| G | 1722833768.163 | 78.963 | 71.302 | 60.960 | -87 | -87 | -78 | -79 | -83 | -76 | -77 | -76 |
| H | 1722834007.154 | 67.925 | 6.264 | 60.960 | -94 | -89 | -87 | -82 | -78 | -81 | -85 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833838.131
- **Target RSSI fingerprint:** [-88, -97, -86, -78, -84, -82, -92, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396250224370006,
58.6948823928833,
60.96
] | 8 |
3,212 | **[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 | 1722841348.203 | 18.679 | 129.532 | 60.960 | -79 | -75 | -76 | -70 | -74 | -71 | -72 | -76 |
| B | 1722841511.186 | 0.849 | 9.847 | 60.960 | -79 | -100 | -77 | -93 | -76 | -81 | -100 | -71 |
| C | 1722841280.160 | 89.152 | 106.495 | 60.960 | -74 | -73 | -74 | -73 | -76 | -74 | -68 | -64 |
| D | 1722841029.176 | 51.793 | 81.785 | 60.960 | -81 | -87 | -76 | -77 | -82 | -80 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841323.174
- **Target RSSI fingerprint:** [-81, -75, -85, -89, -79, -79, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.84969297873782,
192.93802738189697,
60.96
] | 4 |
34,347 | **[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 | 1723689611.147 | 154.534 | 14.518 | 42.672 | -75 | -76 | -76 | -100 | -81 | -81 | -71 | -76 |
| B | 1723689951.134 | 148.590 | 43.288 | 42.672 | -81 | -82 | -88 | -100 | -81 | -76 | -82 | -84 |
| C | 1723689737.138 | 130.759 | 61.933 | 42.672 | -77 | -100 | -87 | -68 | -78 | -76 | -81 | -80 |
| D | 1723689692.143 | 234.348 | 91.207 | 42.672 | -83 | -100 | -75 | -100 | -87 | -85 | -81 | -75 |
| E | 1723690329.137 | 7.642 | 69.776 | 42.672 | -98 | -82 | -100 | -102 | -101 | -93 | -103 | -100 |
| F | 1723689768.150 | 211.422 | 102.447 | 42.672 | -84 | -89 | -87 | -77 | -83 | -82 | -100 | -86 |
| G | 1723689852.135 | 163.874 | 105.871 | 42.672 | -100 | -100 | -100 | -77 | -82 | -85 | -89 | -85 |
| H | 1723689963.162 | 190.195 | 84.771 | 42.672 | -100 | -87 | -91 | -79 | -79 | -88 | -83 | -91 |
| I | 1723690031.144 | 123.117 | 61.137 | 42.672 | -82 | -85 | -77 | -73 | -76 | -81 | -72 | -68 |
| J | 1723690036.163 | 123.117 | 62.941 | 42.672 | -78 | -87 | -81 | -82 | -82 | -89 | -81 | -76 |
| K | 1723689764.129 | 196.139 | 87.916 | 42.672 | -100 | -86 | -84 | -77 | -81 | -88 | -100 | -87 |
| L | 1723689818.146 | 155.383 | 7.139 | 42.672 | -80 | -70 | -80 | -100 | -100 | -74 | -65 | -67 |
| M | 1723689736.148 | 129.061 | 64.189 | 42.672 | -80 | -100 | -80 | -74 | -84 | -86 | -74 | -76 |
| N | 1723689566.953 | 15.284 | 74.672 | 42.672 | -100 | -82 | -100 | -92 | -100 | -100 | -88 | -100 |
| O | 1723689605.160 | 129.910 | 25.572 | 42.672 | -81 | -79 | -87 | -84 | -87 | -86 | -76 | -80 |
| P | 1723689626.155 | 135.854 | 45.650 | 42.672 | -80 | -83 | -80 | -76 | -76 | -84 | -69 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690325.140
- **Target RSSI fingerprint:** [-101, -91, -100, -105, -100, -94, -101, -102]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736288468555774,
71.28847122192383,
42.672000000000004
] | 16 |
11,389 | **[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 | 1722999865.135 | 106.133 | 49.857 | 42.672 | -82 | -77 | -82 | -85 | -81 | -88 | -71 | -87 |
| B | 1722999658.166 | 16.981 | 46.022 | 42.672 | -89 | -87 | -82 | -90 | -81 | -83 | -74 | -80 |
| C | 1722999629.139 | 136.699 | 51.675 | 42.672 | -84 | -76 | -79 | -81 | -77 | -83 | -77 | -71 |
| D | 1723000014.144 | 0.849 | 86.178 | 42.672 | -88 | -88 | -80 | -89 | -80 | -90 | -76 | -88 |
| E | 1722999848.154 | 138.397 | 31.849 | 42.672 | -84 | -80 | -78 | -86 | -75 | -81 | -84 | -70 |
| F | 1722999468.128 | 102.737 | 43.673 | 42.672 | -82 | -86 | -88 | -83 | -85 | -78 | -83 | -69 |
| G | 1723000053.145 | 81.510 | 14.942 | 42.672 | -84 | -77 | -82 | -72 | -84 | -76 | -70 | -70 |
| H | 1723000183.150 | 86.604 | 20.768 | 42.672 | -84 | -77 | -87 | -79 | -88 | -78 | -65 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000004.141
- **Target RSSI fingerprint:** [-90, -88, -80, -69, -86, -90, -69, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.849360301556196,
88.50015163421631,
42.672000000000004
] | 8 |
37,528 | **[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 | 1724126790.135 | 142.646 | 44.005 | 42.672 | -86 | -86 | -90 | -100 | -91 | -81 | -81 | -100 |
| B | 1724127167.130 | 101.041 | 21.365 | 42.672 | -91 | -80 | -84 | -100 | -81 | -84 | -79 | -79 |
| C | 1724126976.145 | 135.854 | 37.953 | 42.672 | -85 | -70 | -84 | -100 | -100 | -84 | -78 | -100 |
| D | 1724127109.146 | 32.265 | 52.564 | 42.672 | -78 | -77 | -77 | -79 | -81 | -79 | -84 | -74 |
| E | 1724126727.144 | 65.380 | 71.288 | 42.672 | -100 | -82 | -100 | -76 | -100 | -80 | -81 | -63 |
| F | 1724127117.142 | 44.152 | 29.009 | 42.672 | -78 | -71 | -63 | -80 | -57 | -69 | -55 | -72 |
| G | 1724126656.130 | 57.738 | 70.572 | 42.672 | -85 | -83 | -100 | -81 | -85 | -81 | -81 | -66 |
| H | 1724126843.127 | 71.323 | 77.088 | 42.672 | -81 | -100 | -100 | -77 | -100 | -76 | -81 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126745.136
- **Target RSSI fingerprint:** [-71, -71, -63, -79, -61, -60, -50, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.057956350528684,
38.961830139160156,
42.672000000000004
] | 8 |
30,664 | **[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 | 1723691679.135 | 139.250 | 21.020 | 51.816 | -78 | -84 | -100 | -100 | -77 | -68 | -68 | -81 |
| B | 1723691595.138 | 126.514 | 61.893 | 51.816 | -100 | -83 | -68 | -70 | -75 | -79 | -79 | -72 |
| C | 1723691380.168 | 149.439 | 90.292 | 51.816 | -76 | -81 | -89 | -84 | -87 | -80 | -79 | -71 |
| D | 1723691759.132 | 205.479 | 141.369 | 51.816 | -72 | -71 | -79 | -77 | -78 | -79 | -76 | -79 |
| E | 1723691541.144 | 226.706 | 90.902 | 51.816 | -75 | -76 | -100 | -100 | -80 | -79 | -76 | -83 |
| F | 1723691715.134 | 174.063 | 86.417 | 51.816 | -100 | -83 | -74 | -78 | -75 | -100 | -84 | -75 |
| G | 1723691098.133 | 1.698 | 75.800 | 51.816 | -82 | -100 | -96 | -89 | -95 | -99 | -100 | -101 |
| H | 1723691686.142 | 122.268 | 53.227 | 51.816 | -76 | -77 | -72 | -73 | -81 | -67 | -69 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691358.134
- **Target RSSI fingerprint:** [-70, -70, -77, -74, -81, -79, -75, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
205.478790395068,
134.85358238220215,
51.816
] | 8 |
3,439 | **[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 | 1723008046.158 | 88.302 | 8.493 | 51.816 | -74 | -71 | -82 | -83 | -81 | -71 | -72 | -69 |
| B | 1723008161.164 | 141.793 | 65.595 | 51.816 | -71 | -76 | -82 | -71 | -82 | -83 | -79 | -77 |
| C | 1723008324.153 | 47.547 | 39.453 | 51.816 | -86 | -82 | -85 | -82 | -72 | -75 | -68 | -71 |
| D | 1723008384.149 | 138.397 | 77.459 | 51.816 | -72 | -80 | -89 | -70 | -81 | -85 | -76 | -80 |
| E | 1723008184.151 | 135.001 | 3.915 | 51.816 | -87 | -84 | -83 | -76 | -71 | -76 | -84 | -76 |
| F | 1723007963.150 | 112.925 | 0.770 | 51.816 | -89 | -87 | -77 | -76 | -75 | -86 | -100 | -78 |
| G | 1723008397.180 | 158.775 | 12.673 | 51.816 | -70 | -71 | -72 | -72 | -75 | -81 | -71 | -77 |
| H | 1723008500.150 | 113.774 | 10.032 | 51.816 | -72 | -73 | -85 | -84 | -85 | -84 | -82 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008457.148
- **Target RSSI fingerprint:** [-93, -82, -82, -81, -79, -70, -72, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5471866304011708,
82.24980354309082,
51.816
] | 8 |
2,157 | **[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 | 1722838775.160 | 62.831 | 143.108 | 51.816 | -81 | -76 | -70 | -69 | -76 | -71 | -71 | -64 |
| B | 1722839024.171 | 114.623 | 157.745 | 51.816 | -79 | -86 | -72 | -92 | -84 | -72 | -78 | -82 |
| C | 1722838979.171 | 56.038 | 151.110 | 51.816 | -79 | -72 | -73 | -66 | -76 | -70 | -73 | -63 |
| D | 1722838725.165 | 61.982 | 59.504 | 51.816 | -74 | -83 | -91 | -74 | -76 | -88 | -83 | -74 |
| E | 1722839197.166 | 101.888 | 95.348 | 51.816 | -86 | -83 | -77 | -71 | -82 | -70 | -73 | -64 |
| F | 1722838990.165 | 90.850 | 107.702 | 51.816 | -86 | -78 | -87 | -71 | -80 | -68 | -71 | -63 |
| G | 1722839327.162 | 128.208 | 109.481 | 51.816 | -81 | -80 | -85 | -92 | -77 | -83 | -71 | -81 |
| H | 1722839002.156 | 111.227 | 98.771 | 51.816 | -88 | -87 | -76 | -78 | -81 | -76 | -77 | -70 |
| I | 1722838984.179 | 71.321 | 131.854 | 51.816 | -77 | -80 | -71 | -71 | -76 | -68 | -73 | -65 |
| J | 1722838724.171 | 58.585 | 56.174 | 51.816 | -84 | -83 | -83 | -73 | -81 | -82 | -78 | -74 |
| K | 1722839329.162 | 120.567 | 103.244 | 51.816 | -82 | -76 | -85 | -93 | -76 | -80 | -74 | -84 |
| L | 1722838788.165 | 101.888 | 93.331 | 51.816 | -83 | -82 | -72 | -78 | -72 | -71 | -75 | -71 |
| M | 1722839366.185 | 7.642 | 9.807 | 51.816 | -78 | -82 | -94 | -85 | -75 | -88 | -71 | -84 |
| N | 1722838790.168 | 103.586 | 92.083 | 51.816 | -82 | -82 | -71 | -78 | -71 | -71 | -72 | -70 |
| O | 1722838746.173 | 21.227 | 115.758 | 51.816 | -86 | -83 | -80 | -75 | -82 | -79 | -87 | -79 |
| P | 1722839125.156 | 118.020 | 101.200 | 51.816 | -79 | -78 | -87 | -91 | -75 | -85 | -72 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838846.176
- **Target RSSI fingerprint:** [-76, -80, -76, -73, -79, -72, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.30219033492219,
151.42828464508057,
51.816
] | 16 |
37,152 | **[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 | 1723697794.155 | 1.698 | 61.256 | 51.816 | -96 | -100 | -100 | -100 | -99 | -100 | -90 | -79 |
| B | 1723698373.153 | 72.172 | 78.255 | 51.816 | -79 | -76 | -75 | -82 | -73 | -75 | -82 | -70 |
| C | 1723698392.142 | 118.023 | 58.695 | 51.816 | -77 | -78 | -74 | -73 | -77 | -76 | -81 | -78 |
| D | 1723698161.155 | 56.040 | 39.280 | 51.816 | -80 | -77 | -76 | -79 | -78 | -75 | -73 | -65 |
| E | 1723698103.144 | 33.963 | 16.721 | 51.816 | -77 | -100 | -82 | -80 | -81 | -100 | -71 | -73 |
| F | 1723698393.166 | 120.570 | 55.178 | 51.816 | -71 | -78 | -70 | -73 | -73 | -75 | -79 | -100 |
| G | 1723698318.255 | 114.627 | 63.393 | 51.816 | -100 | -70 | -100 | -73 | -100 | -67 | -80 | -69 |
| H | 1723697946.156 | 72.172 | 21.551 | 51.816 | -71 | -76 | -80 | -81 | -73 | -74 | -80 | -68 |
| I | 1723698516.140 | 10.189 | 62.318 | 51.816 | -87 | -100 | -100 | -100 | -78 | -95 | -83 | -85 |
| J | 1723698417.166 | 79.814 | 22.122 | 51.816 | -81 | -80 | -81 | -79 | -80 | -80 | -72 | -72 |
| K | 1723697985.147 | 57.738 | 40.607 | 51.816 | -100 | -76 | -80 | -81 | -100 | -75 | -74 | -64 |
| L | 1723698256.142 | 56.040 | 65.728 | 51.816 | -85 | -78 | -77 | -81 | -82 | -79 | -84 | -72 |
| M | 1723698388.144 | 105.287 | 75.694 | 51.816 | -75 | -75 | -69 | -68 | -74 | -74 | -77 | -74 |
| N | 1723698128.155 | 110.381 | 38.418 | 51.816 | -69 | -70 | -74 | -75 | -72 | -73 | -66 | -74 |
| O | 1723698147.147 | 111.230 | 66.179 | 51.816 | -79 | -85 | -75 | -74 | -78 | -81 | -100 | -77 |
| P | 1723698129.150 | 114.627 | 40.873 | 51.816 | -69 | -73 | -75 | -77 | -72 | -74 | -66 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697798.147
- **Target RSSI fingerprint:** [-100, -100, -100, -100, -83, -83, -97, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.943600909800332,
60.5792760848999,
51.816
] | 16 |
7,693 | **[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 | 1723008577.161 | 22.925 | 84.307 | 51.816 | -81 | -90 | -72 | -77 | -82 | -74 | -72 | -81 |
| B | 1723008536.153 | 106.982 | 42.983 | 51.816 | -77 | -75 | -100 | -85 | -81 | -86 | -79 | -79 |
| C | 1723007936.158 | 142.642 | 63.618 | 51.816 | -72 | -77 | -70 | -85 | -77 | -76 | -80 | -81 |
| D | 1723008277.145 | 116.322 | 8.387 | 51.816 | -86 | -87 | -71 | -82 | -78 | -71 | -79 | -79 |
| E | 1723008450.158 | 33.113 | 83.869 | 51.816 | -79 | -82 | -88 | -72 | -79 | -82 | -70 | -77 |
| F | 1723008612.171 | 147.737 | 70.094 | 51.816 | -83 | -86 | -69 | -86 | -77 | -75 | -80 | -86 |
| G | 1723008479.182 | 46.698 | 11.014 | 51.816 | -82 | -73 | -82 | -72 | -100 | -78 | -68 | -69 |
| H | 1723008406.157 | 151.133 | 5.083 | 51.816 | -77 | -79 | -92 | -90 | -66 | -88 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008242.159
- **Target RSSI fingerprint:** [-79, -76, -73, -69, -79, -73, -69, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746521604683,
69.76237773895264,
51.816
] | 8 |
13,957 | **[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 | 1723002937.163 | 98.491 | 11.718 | 51.816 | -74 | -79 | -78 | -81 | -77 | -77 | -70 | -64 |
| B | 1723002872.140 | 69.623 | 80.392 | 51.816 | -79 | -74 | -80 | -82 | -86 | -71 | -71 | -67 |
| C | 1723003131.164 | 18.679 | 32.937 | 51.816 | -76 | -74 | -77 | -75 | -73 | -86 | -69 | -72 |
| D | 1723003459.153 | 73.868 | 94.100 | 51.816 | -77 | -72 | -84 | -79 | -73 | -70 | -68 | -71 |
| E | 1723003177.148 | 128.208 | 49.591 | 51.816 | -82 | -100 | -73 | -72 | -73 | -82 | -75 | -76 |
| F | 1723003237.151 | 57.736 | 91.911 | 51.816 | -80 | -82 | -86 | -85 | -89 | -81 | -69 | -74 |
| G | 1723003452.130 | 37.359 | 93.251 | 51.816 | -79 | -71 | -84 | -83 | -79 | -75 | -68 | -74 |
| H | 1723003205.136 | 20.377 | 43.779 | 51.816 | -100 | -82 | -81 | -81 | -73 | -88 | -88 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003412.155
- **Target RSSI fingerprint:** [-86, -100, -80, -80, -84, -71, -84, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17028839556595,
45.80934524536133,
51.816
] | 8 |
43,213 | **[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 | 1723698329.144 | 93.399 | 57.195 | 51.816 | -80 | -75 | -73 | -83 | -73 | -82 | -77 | -63 |
| B | 1723698210.152 | 104.438 | 85.846 | 51.816 | -80 | -72 | -73 | -77 | -100 | -81 | -85 | -76 |
| C | 1723698564.163 | 7.642 | 59.013 | 51.816 | -106 | -93 | -100 | -106 | -99 | -82 | -100 | -86 |
| D | 1723697968.152 | 113.778 | 65.224 | 51.816 | -79 | -74 | -77 | -77 | -70 | -81 | -72 | -68 |
| E | 1723698426.151 | 58.587 | 63.631 | 51.816 | -85 | -75 | -78 | -79 | -67 | -81 | -76 | -63 |
| F | 1723698022.139 | 76.418 | 79.131 | 51.816 | -80 | -79 | -72 | -75 | -73 | -80 | -73 | -68 |
| G | 1723698375.168 | 81.512 | 82.542 | 51.816 | -80 | -83 | -74 | -77 | -75 | -82 | -76 | -69 |
| H | 1723698119.154 | 68.776 | 16.601 | 51.816 | -70 | -83 | -100 | -72 | -73 | -79 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697999.153
- **Target RSSI fingerprint:** [-79, -77, -100, -75, -77, -69, -75, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.472575327715706,
33.49443435668945,
51.816
] | 8 |
10,212 | **[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 | 1722840989.176 | 123.114 | 139.578 | 60.960 | -89 | -100 | -64 | -71 | -69 | -75 | -67 | -68 |
| B | 1722840980.155 | 112.076 | 152.662 | 60.960 | -89 | -83 | -73 | -71 | -78 | -71 | -70 | -79 |
| C | 1722840846.158 | 33.963 | 146.107 | 60.960 | -71 | -77 | -83 | -79 | -84 | -72 | -76 | -72 |
| D | 1722841439.189 | 56.038 | 48.278 | 60.960 | -76 | -81 | -83 | -80 | -70 | -77 | -79 | -75 |
| E | 1722841141.167 | 23.774 | 135.331 | 60.960 | -70 | -78 | -76 | -77 | -79 | -73 | -77 | -73 |
| F | 1722841181.151 | 99.340 | 140.799 | 60.960 | -85 | -78 | -78 | -75 | -83 | -71 | -71 | -83 |
| G | 1722841220.193 | 78.963 | 69.072 | 60.960 | -78 | -74 | -80 | -79 | -66 | -74 | -77 | -71 |
| H | 1722841453.181 | 5.943 | 7.126 | 60.960 | -67 | -74 | -82 | -89 | -68 | -78 | -86 | -72 |
| I | 1722841127.159 | 76.416 | 181.552 | 60.960 | -88 | -79 | -77 | -79 | -81 | -75 | -75 | -74 |
| J | 1722841409.160 | 137.548 | 117.323 | 60.960 | -90 | -76 | -80 | -75 | -72 | -79 | -74 | -72 |
| K | 1722840847.155 | 38.208 | 149.424 | 60.960 | -72 | -80 | -84 | -83 | -79 | -72 | -80 | -72 |
| L | 1722841129.170 | 68.774 | 174.930 | 60.960 | -84 | -80 | -75 | -82 | -83 | -75 | -76 | -73 |
| M | 1722841073.182 | 82.359 | 113.939 | 60.960 | -73 | -77 | -83 | -77 | -76 | -68 | -65 | -75 |
| N | 1722841109.160 | 111.227 | 156.816 | 60.960 | -90 | -100 | -77 | -74 | -80 | -74 | -70 | -76 |
| O | 1722841414.159 | 122.265 | 104.703 | 60.960 | -86 | -76 | -75 | -75 | -68 | -76 | -73 | -71 |
| P | 1722841170.143 | 57.736 | 103.230 | 60.960 | -74 | -83 | -81 | -80 | -87 | -73 | -72 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841404.177
- **Target RSSI fingerprint:** [-92, -76, -84, -74, -73, -78, -71, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.85000819250516,
119.87132549285889,
60.96
] | 16 |
23,502 | **[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 | 1725937673.151 | 5.943 | 49.910 | 30.480 | -75 | -64 | -61 | -64 | -70 | -57 | -50 | -58 |
| B | 1725938020.149 | 35.661 | 15.553 | 30.480 | -69 | -79 | -76 | -78 | -100 | -74 | -69 | -62 |
| C | 1725938347.151 | 39.906 | 6.834 | 30.480 | -90 | -83 | -91 | -83 | -100 | -86 | -80 | -87 |
| D | 1725937580.150 | 62.831 | 10.417 | 30.480 | -69 | -79 | -83 | -77 | -100 | -79 | -76 | -65 |
| E | 1725937674.142 | 6.793 | 55.324 | 30.480 | -72 | -64 | -60 | -64 | -69 | -57 | -49 | -58 |
| F | 1725937943.139 | 67.925 | 80.286 | 30.480 | -100 | -79 | -81 | -82 | -67 | -83 | -81 | -75 |
| G | 1725938127.161 | 7.642 | 66.232 | 30.480 | -79 | -79 | -67 | -76 | -65 | -60 | -47 | -57 |
| H | 1725938197.149 | 95.945 | 21.923 | 30.480 | -73 | -86 | -86 | -85 | -62 | -87 | -85 | -76 |
| I | 1725938093.347 | 56.038 | 19.070 | 30.480 | -71 | -83 | -86 | -83 | -75 | -81 | -81 | -67 |
| J | 1725938125.137 | 6.793 | 60.181 | 30.480 | -79 | -79 | -67 | -72 | -66 | -60 | -48 | -59 |
| K | 1725938063.161 | 101.039 | 42.160 | 30.480 | -75 | -81 | -85 | -84 | -65 | -80 | -77 | -75 |
| L | 1725937916.157 | 14.434 | 108.937 | 30.480 | -100 | -74 | -73 | -74 | -66 | -70 | -53 | -61 |
| M | 1725937794.141 | 33.114 | 17.809 | 30.480 | -73 | -73 | -69 | -72 | -100 | -64 | -60 | -68 |
| N | 1725938003.160 | 3.396 | 36.135 | 30.480 | -80 | -69 | -67 | -69 | -75 | -64 | -59 | -55 |
| O | 1725937975.157 | 81.511 | 29.845 | 30.480 | -68 | -81 | -100 | -81 | -60 | -84 | -80 | -70 |
| P | 1725937690.147 | 16.132 | 107.716 | 30.480 | -78 | -71 | -71 | -72 | -67 | -72 | -52 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938161.160
- **Target RSSI fingerprint:** [-100, -75, -75, -79, -63, -83, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823650586195,
84.16073799133301,
30.48
] | 16 |
16,507 | **[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 | 1723006956.168 | 173.209 | 43.421 | 42.672 | -82 | -84 | -83 | -92 | -100 | -75 | -68 | -79 |
| B | 1723006920.134 | 56.887 | 83.988 | 42.672 | -78 | -84 | -84 | -76 | -65 | -72 | -68 | -73 |
| C | 1723006618.151 | 151.982 | 8.307 | 42.672 | -84 | -84 | -82 | -91 | -83 | -73 | -71 | -83 |
| D | 1723006364.151 | 39.906 | 20.105 | 42.672 | -85 | -82 | -77 | -88 | -74 | -70 | -74 | -63 |
| E | 1723006923.149 | 70.472 | 85.979 | 42.672 | -84 | -86 | -85 | -78 | -70 | -77 | -74 | -71 |
| F | 1723006466.141 | 36.510 | 82.542 | 42.672 | -85 | -85 | -86 | -76 | -74 | -74 | -72 | -78 |
| G | 1723006381.137 | 90.001 | 10.085 | 42.672 | -82 | -80 | -78 | -89 | -72 | -73 | -80 | -67 |
| H | 1723006784.146 | 36.510 | 80.525 | 42.672 | -76 | -73 | -85 | -80 | -78 | -82 | -88 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006928.171
- **Target RSSI fingerprint:** [-85, -83, -78, -77, -77, -77, -75, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09496793179999,
87.10676193237305,
42.672000000000004
] | 8 |
27,092 | **[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 | 1725941070.150 | 20.378 | 131.125 | 51.816 | -85 | -85 | -81 | -64 | -76 | -81 | -81 | -87 |
| B | 1725940919.162 | 61.982 | 51.635 | 51.816 | -76 | -74 | -75 | -79 | -78 | -74 | -75 | -69 |
| C | 1725941163.157 | 42.453 | 24.192 | 51.816 | -82 | -77 | -77 | -86 | -71 | -70 | -70 | -74 |
| D | 1725941011.156 | 65.378 | 86.019 | 51.816 | -79 | -82 | -84 | -84 | -76 | -75 | -79 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941063.142
- **Target RSSI fingerprint:** [-76, -78, -70, -55, -77, -79, -79, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.679496931089762,
118.86277675628662,
51.816
] | 4 |
29,117 | **[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 | 1723689788.146 | 236.895 | 88.275 | 42.672 | -100 | -85 | -83 | -80 | -87 | -85 | -100 | -100 |
| B | 1723690333.149 | 4.245 | 69.125 | 42.672 | -107 | -95 | -102 | -100 | -94 | -99 | -104 | -106 |
| C | 1723690232.139 | 95.098 | 29.832 | 42.672 | -100 | -85 | -73 | -87 | -85 | -76 | -77 | -72 |
| D | 1723689568.965 | 12.736 | 74.261 | 42.672 | -100 | -87 | -84 | -100 | -100 | -100 | -80 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689773.148
- **Target RSSI fingerprint:** [-85, -84, -100, -76, -78, -79, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
222.4605052507742,
113.44846248626709,
42.672000000000004
] | 4 |
26,718 | **[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 | 1725943440.132 | 68.775 | 75.163 | 60.960 | -85 | -77 | -68 | -76 | -80 | -79 | -67 | -79 |
| B | 1725943153.170 | 79.812 | 60.619 | 60.960 | -79 | -80 | -76 | -100 | -78 | -68 | -79 | -75 |
| C | 1725943032.151 | 47.548 | 93.835 | 60.960 | -72 | -73 | -70 | -78 | -78 | -78 | -70 | -74 |
| D | 1725942991.160 | 12.736 | 16.296 | 60.960 | -81 | -75 | -76 | -72 | -77 | -77 | -72 | -77 |
| E | 1725943274.145 | 56.038 | 36.825 | 60.960 | -80 | -74 | -73 | -77 | -71 | -75 | -70 | -73 |
| F | 1725943110.187 | 21.227 | 15.473 | 60.960 | -80 | -78 | -82 | -72 | -74 | -73 | -75 | -66 |
| G | 1725943357.152 | 70.473 | 68.488 | 60.960 | -81 | -86 | -77 | -73 | -76 | -70 | -81 | -75 |
| H | 1725943353.154 | 85.756 | 55.046 | 60.960 | -75 | -81 | -79 | -77 | -79 | -68 | -80 | -74 |
| I | 1725943642.165 | 33.963 | 6.224 | 60.960 | -83 | -100 | -100 | -89 | -81 | -87 | -100 | -100 |
| J | 1725943280.157 | 29.717 | 50.096 | 60.960 | -83 | -74 | -71 | -71 | -73 | -74 | -71 | -76 |
| K | 1725942953.163 | 81.511 | 60.181 | 60.960 | -77 | -82 | -84 | -79 | -75 | -73 | -83 | -72 |
| L | 1725943342.146 | 106.133 | 36.998 | 60.960 | -82 | -73 | -72 | -76 | -69 | -75 | -67 | -70 |
| M | 1725942964.162 | 63.680 | 72.562 | 60.960 | -85 | -83 | -82 | -75 | -74 | -75 | -69 | -71 |
| N | 1725942919.149 | 64.529 | 13.974 | 60.960 | -84 | -76 | -78 | -75 | -70 | -75 | -77 | -72 |
| O | 1725943449.158 | 103.586 | 47.176 | 60.960 | -82 | -73 | -68 | -78 | -75 | -79 | -60 | -79 |
| P | 1725942906.151 | 34.812 | 22.281 | 60.960 | -82 | -76 | -100 | -69 | -76 | -77 | -71 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943159.157
- **Target RSSI fingerprint:** [-76, -85, -76, -72, -75, -75, -83, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823539884691,
72.45626449584961,
60.96
] | 16 |
7,271 | **[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 | 1722833571.172 | 79.812 | 72.032 | 60.960 | -84 | -91 | -89 | -79 | -77 | -85 | -76 | -76 |
| B | 1722833437.164 | 6.793 | 55.138 | 60.960 | -89 | -85 | -78 | -83 | -93 | -83 | -77 | -76 |
| C | 1722833613.142 | 70.472 | 8.520 | 60.960 | -100 | -88 | -100 | -75 | -80 | -82 | -82 | -85 |
| D | 1722833860.172 | 61.133 | 71.408 | 60.960 | -83 | -80 | -82 | -85 | -72 | -78 | -83 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833701.132
- **Target RSSI fingerprint:** [-86, -89, -85, -81, -92, -74, -81, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13281951156269,
86.2574577331543,
60.96
] | 4 |
18,965 | **[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 | 1722833667.159 | 75.567 | 58.469 | 60.960 | -90 | -86 | -87 | -71 | -85 | -85 | -79 | -81 |
| B | 1722833729.138 | 28.019 | 81.573 | 60.960 | -85 | -85 | -83 | -84 | -84 | -78 | -84 | -79 |
| C | 1722833610.171 | 80.661 | 18.034 | 60.960 | -81 | -84 | -100 | -80 | -81 | -85 | -78 | -81 |
| D | 1722833582.153 | 103.586 | 91.619 | 60.960 | -92 | -83 | -83 | -86 | -83 | -70 | -90 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833711.178
- **Target RSSI fingerprint:** [-81, -82, -87, -79, -84, -79, -82, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56656749223264,
119.4599437713623,
60.96
] | 4 |
21,171 | **[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 | 1722839225.180 | 123.963 | 141.821 | 51.816 | -84 | -93 | -80 | -81 | -85 | -76 | -72 | -83 |
| B | 1722839005.190 | 122.265 | 107.795 | 51.816 | -88 | -83 | -83 | -77 | -87 | -78 | -76 | -70 |
| C | 1722838928.174 | 86.604 | 76.358 | 51.816 | -71 | -87 | -82 | -86 | -76 | -87 | -82 | -81 |
| D | 1722839082.169 | 52.642 | 97.896 | 51.816 | -82 | -71 | -84 | -80 | -83 | -77 | -71 | -73 |
| E | 1722838967.178 | 33.113 | 146.731 | 51.816 | -87 | -71 | -88 | -87 | -88 | -73 | -84 | -72 |
| F | 1722839101.151 | 117.171 | 154.016 | 51.816 | -84 | -92 | -83 | -90 | -85 | -80 | -88 | -73 |
| G | 1722839339.175 | 81.510 | 72.125 | 51.816 | -73 | -92 | -79 | -88 | -82 | -84 | -84 | -87 |
| H | 1722838924.167 | 101.888 | 89.217 | 51.816 | -75 | -90 | -80 | -83 | -83 | -71 | -81 | -80 |
| I | 1722839265.179 | 14.434 | 125.219 | 51.816 | -77 | -77 | -81 | -72 | -78 | -86 | -71 | -80 |
| J | 1722839047.176 | 62.831 | 166.636 | 51.816 | -87 | -86 | -84 | -86 | -75 | -74 | -72 | -77 |
| K | 1722838834.148 | 88.303 | 187.869 | 51.816 | -82 | -92 | -85 | -89 | -76 | -85 | -83 | -81 |
| L | 1722839164.160 | 11.038 | 124.158 | 51.816 | -88 | -87 | -84 | -77 | -88 | -89 | -77 | -90 |
| M | 1722839182.160 | 52.642 | 157.227 | 51.816 | -81 | -67 | -76 | -74 | -75 | -74 | -70 | -64 |
| N | 1722839025.167 | 112.076 | 161.978 | 51.816 | -85 | -90 | -78 | -72 | -85 | -79 | -71 | -80 |
| O | 1722839041.174 | 84.906 | 187.073 | 51.816 | -100 | -90 | -80 | -87 | -71 | -76 | -75 | -78 |
| P | 1722839091.150 | 84.906 | 126.639 | 51.816 | -82 | -72 | -83 | -76 | -82 | -74 | -72 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839171.153
- **Target RSSI fingerprint:** [-88, -70, -88, -88, -86, -75, -83, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26437711229496,
143.6518430709839,
51.816
] | 16 |
1,017 | **[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 | 1731994388.228 | 18.679 | 52.418 | 51.816 | -91 | -89 | -77 | -89 | -86 | -68 | -72 | -81 |
| B | 1731994395.198 | 24.623 | 47.150 | 51.816 | -91 | -86 | -86 | -90 | -91 | -81 | -80 | -78 |
| C | 1731994527.212 | 97.642 | 60.022 | 51.816 | -90 | -94 | -85 | -85 | -86 | -88 | -80 | -83 |
| D | 1731994941.206 | 77.265 | 1.115 | 51.816 | -105 | -101 | -95 | -103 | -97 | -99 | -90 | -99 |
| E | 1731994424.221 | 112.925 | 81.692 | 51.816 | -90 | -87 | -90 | -79 | -81 | -88 | -68 | -79 |
| F | 1731994614.205 | 85.755 | 96.781 | 51.816 | -89 | -87 | -89 | -90 | -83 | -77 | -78 | -88 |
| G | 1731994287.223 | 25.472 | 84.015 | 51.816 | -100 | -83 | -82 | -75 | -83 | -83 | -71 | -72 |
| H | 1731994629.230 | 107.831 | 63.804 | 51.816 | -76 | -80 | -82 | -73 | -71 | -74 | -78 | -69 |
| I | 1731994370.229 | 24.623 | 75.336 | 51.816 | -92 | -100 | -79 | -82 | -80 | -82 | -72 | -76 |
| J | 1731994340.225 | 106.133 | 85.952 | 51.816 | -82 | -84 | -88 | -82 | -85 | -77 | -83 | -72 |
| K | 1731994588.226 | 25.472 | 46.261 | 51.816 | -86 | -84 | -75 | -85 | -83 | -66 | -70 | -75 |
| L | 1731994837.223 | 88.303 | 31.663 | 51.816 | -81 | -85 | -86 | -78 | -69 | -80 | -79 | -72 |
| M | 1731994342.223 | 98.491 | 93.981 | 51.816 | -87 | -82 | -88 | -76 | -87 | -76 | -85 | -71 |
| N | 1731994651.216 | 58.585 | 17.464 | 51.816 | -84 | -88 | -85 | -78 | -79 | -81 | -84 | -75 |
| O | 1731994582.227 | 12.736 | 57.912 | 51.816 | -87 | -84 | -77 | -86 | -76 | -68 | -72 | -74 |
| P | 1731994534.206 | 92.548 | 80.697 | 51.816 | -82 | -85 | -87 | -81 | -87 | -79 | -83 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994445.213
- **Target RSSI fingerprint:** [-80, -88, -83, -78, -71, -78, -78, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26469592974574,
25.545477867126465,
51.816
] | 16 |
35,069 | **[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 | 1724130176.163 | 81.512 | 12.859 | 60.960 | -74 | -76 | -77 | -77 | -78 | -76 | -72 | -63 |
| B | 1724129990.124 | 88.305 | 15.540 | 60.960 | -73 | -79 | -100 | -84 | -79 | -80 | -73 | -64 |
| C | 1724130390.117 | 18.680 | 84.997 | 60.960 | -81 | -78 | -100 | -80 | -79 | -82 | -77 | -65 |
| D | 1724130145.142 | 135.005 | 69.457 | 60.960 | -77 | -79 | -81 | -81 | -75 | -72 | -77 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130292.146
- **Target RSSI fingerprint:** [-83, -82, -79, -83, -81, -77, -76, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868923805609686,
52.92226791381836,
60.96
] | 4 |
14,437 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841091.160 | 123.963 | 109.043 | 60.960 | -89 | -83 | -81 | -81 | -76 | -81 | -76 | -73 |
| B | 1722841374.186 | 53.491 | 102.009 | 60.960 | -73 | -85 | -85 | -85 | -81 | -74 | -74 | -73 |
| C | 1722841207.188 | 129.058 | 111.471 | 60.960 | -93 | -80 | -80 | -81 | -92 | -79 | -90 | -77 |
| D | 1722841297.159 | 127.359 | 111.312 | 60.960 | -90 | -86 | -81 | -84 | -77 | -81 | -78 | -72 |
| E | 1722841286.165 | 102.737 | 90.411 | 60.960 | -77 | -83 | -78 | -71 | -70 | -78 | -69 | -70 |
| F | 1722841372.151 | 45.849 | 95.958 | 60.960 | -91 | -84 | -87 | -87 | -88 | -83 | -83 | -83 |
| G | 1722841124.166 | 87.453 | 191.200 | 60.960 | -89 | -81 | -88 | -83 | -78 | -83 | -76 | -77 |
| H | 1722841214.187 | 101.888 | 88.301 | 60.960 | -88 | -79 | -82 | -71 | -80 | -73 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840920.171
- **Target RSSI fingerprint:** [-89, -84, -71, -75, -78, -74, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35906746670625,
186.75403118133545,
60.96
] | 8 |
32,930 | **[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 | 1724128986.148 | 15.284 | 90.849 | 51.816 | -100 | -78 | -100 | -78 | -78 | -74 | -66 | -71 |
| B | 1724128541.149 | 61.983 | 37.860 | 51.816 | -81 | -77 | -81 | -78 | -81 | -81 | -66 | -80 |
| C | 1724128477.138 | 137.552 | 40.820 | 51.816 | -81 | -81 | -77 | -74 | -82 | -83 | -100 | -74 |
| D | 1724128879.129 | 59.436 | 69.271 | 51.816 | -86 | -80 | -76 | -79 | -81 | -82 | -64 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128766.126
- **Target RSSI fingerprint:** [-78, -83, -79, -81, -82, -84, -84, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.19214845492255,
23.91322135925293,
51.816
] | 4 |
1,694 | **[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 | 1723002795.135 | 80.661 | 14.120 | 51.816 | -81 | -83 | -71 | -82 | -78 | -67 | -72 | -77 |
| B | 1723002959.166 | 129.057 | 50.693 | 51.816 | -81 | -74 | -83 | -74 | -85 | -85 | -76 | -77 |
| C | 1723003291.168 | 80.661 | 5.467 | 51.816 | -78 | -81 | -74 | -72 | -72 | -82 | -86 | -69 |
| D | 1723003092.174 | 69.623 | 85.023 | 51.816 | -90 | -83 | -89 | -84 | -71 | -72 | -76 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003131.164
- **Target RSSI fingerprint:** [-100, -75, -76, -73, -86, -83, -69, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.679368761205303,
32.93707847595215,
51.816
] | 4 |
42,185 | **[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 | 1724128389.150 | 14.434 | 92.495 | 51.816 | -80 | -67 | -100 | -100 | -79 | -77 | -81 | -74 |
| B | 1724128936.131 | 141.797 | 45.902 | 51.816 | -81 | -63 | -75 | -80 | -79 | -72 | -100 | -67 |
| C | 1724128620.110 | 42.454 | 63.645 | 51.816 | -87 | -100 | -87 | -81 | -80 | -81 | -68 | -80 |
| D | 1724128844.141 | 142.646 | 44.880 | 51.816 | -84 | -76 | -79 | -77 | -82 | -79 | -100 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128263.124
- **Target RSSI fingerprint:** [-94, -100, -100, -100, -94, -100, -81, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490860038552758,
120.95949649810791,
51.816
] | 4 |
31,275 | **[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 | 1723689763.150 | 192.742 | 84.572 | 42.672 | -84 | -78 | -81 | -73 | -76 | -81 | -85 | -91 |
| B | 1723689848.153 | 163.024 | 104.876 | 42.672 | -100 | -84 | -74 | -66 | -75 | -83 | -88 | -87 |
| C | 1723689773.148 | 222.461 | 113.448 | 42.672 | -84 | -78 | -77 | -85 | -75 | -100 | -78 | -79 |
| D | 1723690148.169 | 146.043 | 38.312 | 42.672 | -84 | -81 | -83 | -100 | -80 | -75 | -82 | -86 |
| E | 1723690080.153 | 220.762 | 75.004 | 42.672 | -82 | -100 | -100 | -91 | -100 | -85 | -100 | -91 |
| F | 1723690169.174 | 213.121 | 106.588 | 42.672 | -84 | -84 | -78 | -89 | -75 | -83 | -81 | -100 |
| G | 1723690057.167 | 171.515 | 90.902 | 42.672 | -100 | -86 | -73 | -84 | -70 | -83 | -77 | -80 |
| H | 1723689967.148 | 203.781 | 98.506 | 42.672 | -83 | -88 | -82 | -70 | -77 | -100 | -89 | -89 |
| I | 1723690331.158 | 5.944 | 69.152 | 42.672 | -84 | -100 | -94 | -100 | -100 | -95 | -86 | -92 |
| J | 1723689573.002 | 11.038 | 76.729 | 42.672 | -69 | -100 | -76 | -100 | -83 | -75 | -100 | -74 |
| K | 1723689844.165 | 151.137 | 93.410 | 42.672 | -81 | -80 | -76 | -100 | -81 | -75 | -75 | -76 |
| L | 1723690089.186 | 232.650 | 88.819 | 42.672 | -100 | -78 | -100 | -70 | -100 | -95 | -84 | -80 |
| M | 1723689807.189 | 171.515 | 16.017 | 42.672 | -88 | -86 | -100 | -100 | -100 | -83 | -86 | -78 |
| N | 1723690083.148 | 230.951 | 85.262 | 42.672 | -84 | -79 | -100 | -69 | -100 | -100 | -87 | -100 |
| O | 1723690237.155 | 72.172 | 40.289 | 42.672 | -67 | -100 | -76 | -100 | -76 | -70 | -79 | -71 |
| P | 1723689890.146 | 233.499 | 88.580 | 42.672 | -100 | -88 | -100 | -72 | -100 | -82 | -87 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690066.160
- **Target RSSI fingerprint:** [-100, -82, -88, -87, -87, -80, -69, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
192.74249882414404,
51.36963367462158,
42.672000000000004
] | 16 |
38,986 | **[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 | 1724123488.151 | 8.491 | 42.983 | 60.960 | -68 | -78 | -69 | -78 | -68 | -77 | -100 | -65 |
| B | 1724123442.143 | 112.079 | 45.106 | 60.960 | -100 | -84 | -78 | -80 | -79 | -72 | -73 | -66 |
| C | 1724123118.153 | 42.454 | 31.836 | 60.960 | -74 | -81 | -83 | -79 | -79 | -83 | -70 | -64 |
| D | 1724123573.151 | 12.736 | 47.933 | 60.960 | -69 | -82 | -82 | -100 | -75 | -74 | -82 | -66 |
| E | 1724123461.206 | 88.305 | 53.546 | 60.960 | -100 | -74 | -100 | -75 | -81 | -75 | -71 | -61 |
| F | 1724123109.148 | 82.361 | 52.206 | 60.960 | -100 | -78 | -79 | -78 | -83 | -73 | -73 | -63 |
| G | 1724123376.123 | 63.681 | 30.389 | 60.960 | -79 | -100 | -68 | -79 | -100 | -78 | -72 | -64 |
| H | 1724123250.146 | 56.040 | 16.177 | 60.960 | -77 | -81 | -78 | -76 | -82 | -75 | -77 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123575.146
- **Target RSSI fingerprint:** [-68, -78, -77, -100, -68, -76, -78, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.189030066658017,
46.76481246948242,
60.96
] | 8 |
35,767 | **[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 | 1723689638.143 | 128.212 | 69.683 | 42.672 | -100 | -82 | -78 | -89 | -76 | -85 | -80 | -81 |
| B | 1723690072.166 | 196.988 | 49.167 | 42.672 | -100 | -81 | -100 | -88 | -77 | -90 | -85 | -83 |
| C | 1723690224.156 | 134.156 | 12.089 | 42.672 | -85 | -84 | -85 | -94 | -84 | -89 | -72 | -76 |
| D | 1723690009.156 | 162.175 | 8.400 | 42.672 | -89 | -83 | -87 | -80 | -88 | -89 | -82 | -81 |
| E | 1723690123.152 | 153.685 | 87.903 | 42.672 | -84 | -100 | -88 | -90 | -89 | -78 | -76 | -77 |
| F | 1723690321.153 | 14.434 | 72.324 | 42.672 | -86 | -102 | -85 | -103 | -95 | -100 | -97 | -100 |
| G | 1723690156.196 | 167.270 | 60.632 | 42.672 | -86 | -85 | -82 | -87 | -76 | -82 | -78 | -76 |
| H | 1723690113.146 | 190.195 | 121.066 | 42.672 | -85 | -85 | -88 | -85 | -83 | -76 | -86 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690201.180
- **Target RSSI fingerprint:** [-89, -84, -89, -82, -84, -81, -82, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.98792831366262,
38.66988182067871,
42.672000000000004
] | 8 |
29,050 | **[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 | 1724128959.135 | 56.889 | 2.933 | 51.816 | -85 | -86 | -82 | -84 | -82 | -85 | -64 | -85 |
| B | 1724128883.147 | 40.756 | 59.889 | 51.816 | -100 | -100 | -85 | -76 | -84 | -80 | -65 | -74 |
| C | 1724128977.166 | 33.114 | 49.565 | 51.816 | -79 | -73 | -80 | -79 | -81 | -80 | -65 | -81 |
| D | 1724128739.109 | 123.967 | 68.754 | 51.816 | -80 | -90 | -80 | -78 | -80 | -76 | -81 | -68 |
| E | 1724128837.132 | 115.476 | 31.676 | 51.816 | -79 | -90 | -84 | -76 | -76 | -78 | -100 | -76 |
| F | 1724128427.128 | 28.020 | 51.383 | 51.816 | -77 | -78 | -71 | -80 | -81 | -72 | -63 | -80 |
| G | 1724128650.150 | 95.947 | 23.781 | 51.816 | -76 | -83 | -68 | -82 | -77 | -69 | -100 | -69 |
| H | 1724128784.125 | 50.096 | 12.023 | 51.816 | -79 | -85 | -67 | -75 | -79 | -75 | -66 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128654.131
- **Target RSSI fingerprint:** [-78, -89, -86, -79, -78, -78, -85, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
113.77752451660696,
31.72947406768799,
51.816
] | 8 |
35,112 | **[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 | 1724123504.132 | 55.191 | 69.404 | 60.960 | -82 | -76 | -71 | -78 | -78 | -80 | -77 | -66 |
| B | 1724123298.150 | 23.774 | 22.082 | 60.960 | -69 | -100 | -78 | -78 | -72 | -68 | -79 | -65 |
| C | 1724123389.164 | 46.700 | 60.911 | 60.960 | -79 | -83 | -79 | -79 | -83 | -81 | -79 | -68 |
| D | 1724123425.127 | 46.700 | 10.590 | 60.960 | -76 | -79 | -73 | -100 | -75 | -69 | -100 | -66 |
| E | 1724122983.141 | 2.547 | 60.009 | 60.960 | -85 | -100 | -100 | -99 | -100 | -87 | -100 | -79 |
| F | 1724123111.158 | 73.021 | 47.508 | 60.960 | -78 | -83 | -78 | -76 | -77 | -85 | -69 | -63 |
| G | 1724123436.151 | 93.399 | 34.901 | 60.960 | -84 | -83 | -76 | -78 | -83 | -84 | -75 | -68 |
| H | 1724123351.138 | 114.627 | 47.521 | 60.960 | -100 | -85 | -78 | -75 | -83 | -84 | -74 | -73 |
| I | 1724123533.132 | 113.778 | 44.695 | 60.960 | -100 | -77 | -100 | -75 | -79 | -100 | -74 | -75 |
| J | 1724123238.123 | 30.567 | 0.650 | 60.960 | -83 | -80 | -76 | -100 | -78 | -73 | -81 | -77 |
| K | 1724123575.146 | 10.189 | 46.765 | 60.960 | -68 | -78 | -100 | -76 | -78 | -68 | -78 | -64 |
| L | 1724123229.118 | 14.434 | 34.675 | 60.960 | -81 | -72 | -78 | -74 | -78 | -71 | -81 | -76 |
| M | 1724123347.179 | 105.287 | 65.078 | 60.960 | -100 | -80 | -75 | -74 | -70 | -79 | -68 | -71 |
| N | 1724123522.155 | 101.890 | 69.218 | 60.960 | -100 | -82 | -77 | -76 | -74 | -81 | -74 | -70 |
| O | 1724123086.121 | 106.985 | 42.598 | 60.960 | -86 | -78 | -75 | -74 | -78 | -76 | -69 | -66 |
| P | 1724123121.150 | 28.869 | 25.161 | 60.960 | -72 | -79 | -79 | -78 | -80 | -70 | -73 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123570.113
- **Target RSSI fingerprint:** [-74, -81, -80, -77, -82, -83, -68, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
24.623489327756875,
53.94408702850342,
60.96
] | 16 |
12,895 | **[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 | 1722833896.146 | 111.227 | 81.918 | 60.960 | -85 | -85 | -88 | -82 | -83 | -70 | -76 | -82 |
| B | 1722833425.152 | 54.340 | 19.640 | 60.960 | -89 | -94 | -83 | -89 | -78 | -81 | -80 | -78 |
| C | 1722833535.151 | 13.585 | 70.930 | 60.960 | -82 | -86 | -84 | -79 | -81 | -83 | -82 | -77 |
| D | 1722833501.158 | 115.473 | 77.605 | 60.960 | -86 | -88 | -86 | -83 | -79 | -70 | -76 | -81 |
| E | 1722833766.148 | 70.472 | 64.759 | 60.960 | -90 | -76 | -89 | -88 | -78 | -83 | -76 | -78 |
| F | 1722833452.158 | 32.264 | 87.239 | 60.960 | -82 | -78 | -85 | -77 | -100 | -79 | -82 | -75 |
| G | 1722833925.166 | 28.019 | 82.064 | 60.960 | -89 | -82 | -83 | -75 | -77 | -85 | -81 | -78 |
| H | 1722833432.149 | 27.170 | 40.422 | 60.960 | -89 | -89 | -96 | -84 | -88 | -80 | -78 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833793.181
- **Target RSSI fingerprint:** [-87, -95, -82, -74, -82, -73, -81, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60469619433772,
63.233351707458496,
60.96
] | 8 |
33,166 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123590.150 | 29.718 | 1.937 | 60.960 | -84 | -77 | -80 | -75 | -78 | -81 | -76 | -77 |
| B | 1724123569.152 | 29.718 | 56.280 | 60.960 | -74 | -79 | -82 | -80 | -75 | -82 | -68 | -65 |
| C | 1724123324.137 | 39.907 | 59.544 | 60.960 | -76 | -78 | -79 | -77 | -76 | -80 | -71 | -67 |
| D | 1724123344.142 | 97.645 | 77.990 | 60.960 | -100 | -72 | -73 | -78 | -77 | -81 | -76 | -72 |
| E | 1724123217.155 | 26.322 | 50.069 | 60.960 | -73 | -80 | -78 | -79 | -79 | -81 | -69 | -65 |
| F | 1724123363.150 | 91.701 | 30.071 | 60.960 | -100 | -79 | -78 | -78 | -78 | -83 | -69 | -63 |
| G | 1724123588.123 | 27.171 | 8.082 | 60.960 | -82 | -76 | -78 | -74 | -78 | -75 | -79 | -76 |
| H | 1724123527.144 | 112.928 | 48.596 | 60.960 | -100 | -74 | -80 | -78 | -80 | -84 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123543.135
- **Target RSSI fingerprint:** [-83, -77, -85, -100, -78, -82, -64, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.87046798327063,
22.34731674194336,
60.96
] | 8 |
24,736 | **[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 | 1725942799.173 | 31.416 | 1.274 | 60.960 | -100 | -100 | -100 | -100 | -82 | -82 | -81 | -100 |
| B | 1725942896.176 | 35.661 | 18.233 | 60.960 | -100 | -100 | -100 | -64 | -73 | -75 | -64 | -100 |
| C | 1725943305.158 | 2.547 | 19.720 | 60.960 | -77 | -76 | -83 | -78 | -80 | -74 | -77 | -81 |
| D | 1725943136.151 | 102.737 | 20.078 | 60.960 | -72 | -71 | -71 | -75 | -72 | -68 | -71 | -66 |
| E | 1725943451.186 | 106.133 | 45.517 | 60.960 | -69 | -68 | -73 | -76 | -79 | -73 | -77 | -61 |
| F | 1725942959.145 | 65.378 | 73.266 | 60.960 | -84 | -84 | -84 | -75 | -73 | -77 | -72 | -79 |
| G | 1725943177.158 | 54.340 | 11.877 | 60.960 | -74 | -73 | -74 | -78 | -78 | -77 | -74 | -65 |
| H | 1725943460.162 | 105.284 | 23.276 | 60.960 | -73 | -72 | -75 | -79 | -76 | -79 | -77 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943164.158
- **Target RSSI fingerprint:** [-77, -80, -76, -71, -76, -74, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.5291674066541,
66.2457275390625,
60.96
] | 8 |
36,581 | **[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 | 1723698343.136 | 30.567 | 26.952 | 51.816 | -78 | -79 | -82 | -78 | -71 | -84 | -76 | -69 |
| B | 1723697988.151 | 44.152 | 33.720 | 51.816 | -100 | -83 | -79 | -77 | -74 | -79 | -75 | -67 |
| C | 1723698125.144 | 95.947 | 31.637 | 51.816 | -72 | -69 | -78 | -72 | -84 | -65 | -73 | -68 |
| D | 1723698151.146 | 101.041 | 61.296 | 51.816 | -81 | -72 | -77 | -80 | -100 | -100 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698163.152
- **Target RSSI fingerprint:** [-100, -77, -78, -76, -74, -69, -73, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.548807278402656,
34.80820178985596,
51.816
] | 4 |
11,993 | **[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 | 1723006792.156 | 0.849 | 79.436 | 42.672 | -81 | -79 | -81 | -83 | -72 | -76 | -75 | -80 |
| B | 1723006445.159 | 21.227 | 42.226 | 42.672 | -87 | -85 | -76 | -73 | -100 | -78 | -72 | -79 |
| C | 1723006959.141 | 183.397 | 32.274 | 42.672 | -80 | -87 | -88 | -84 | -100 | -90 | -79 | -65 |
| D | 1723006888.155 | 25.472 | 39.214 | 42.672 | -89 | -68 | -89 | -79 | -76 | -83 | -68 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006893.159
- **Target RSSI fingerprint:** [-92, -85, -83, -83, -83, -82, -79, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.92467976927321,
40.302138328552246,
42.672000000000004
] | 4 |
41,531 | **[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 | 1723696521.134 | 56.889 | 65.688 | 42.672 | -78 | -79 | -77 | -77 | -82 | -75 | -80 | -65 |
| B | 1723696431.149 | 33.963 | 25.466 | 42.672 | -66 | -85 | -77 | -78 | -82 | -76 | -79 | -62 |
| C | 1723696457.146 | 54.341 | 66.312 | 42.672 | -76 | -84 | -100 | -72 | -82 | -70 | -72 | -69 |
| D | 1723696510.155 | 71.323 | 48.450 | 42.672 | -80 | -100 | -100 | -68 | -70 | -63 | -70 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696844.169
- **Target RSSI fingerprint:** [-100, -83, -76, -78, -80, -78, -85, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.6829876136029,
33.773112297058105,
42.672000000000004
] | 4 |
43,909 | **[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 | 1723691729.135 | 193.592 | 53.427 | 51.816 | -81 | -85 | -82 | -89 | -82 | -83 | -84 | -79 |
| B | 1723691577.136 | 165.572 | 102.792 | 51.816 | -77 | -82 | -84 | -83 | -83 | -79 | -73 | -80 |
| C | 1723691467.166 | 157.081 | 4.777 | 51.816 | -78 | -84 | -100 | -82 | -85 | -76 | -75 | -75 |
| D | 1723691469.142 | 154.534 | 1.407 | 51.816 | -79 | -80 | -83 | -81 | -84 | -75 | -72 | -74 |
| E | 1723691842.157 | 230.951 | 92.521 | 51.816 | -76 | -83 | -84 | -82 | -73 | -100 | -76 | -82 |
| F | 1723691296.151 | 127.363 | 75.960 | 51.816 | -100 | -75 | -83 | -81 | -76 | -77 | -77 | -79 |
| G | 1723691351.135 | 219.913 | 106.402 | 51.816 | -100 | -84 | -66 | -71 | -77 | -74 | -78 | -73 |
| H | 1723691434.143 | 219.064 | 115.293 | 51.816 | -77 | -85 | -80 | -84 | -83 | -88 | -82 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691655.155
- **Target RSSI fingerprint:** [-76, -85, -86, -82, -86, -77, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
200.38427493072746,
53.665409088134766,
51.816
] | 8 |
38,542 | **[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 | 1723696845.157 | 103.588 | 31.371 | 42.672 | -100 | -75 | -100 | -80 | -82 | -80 | -76 | -70 |
| B | 1723696833.162 | 124.816 | 49.711 | 42.672 | -85 | -75 | -80 | -76 | -78 | -77 | -84 | -86 |
| C | 1723696521.134 | 56.889 | 65.688 | 42.672 | -83 | -77 | -80 | -79 | -80 | -77 | -75 | -65 |
| D | 1723696602.141 | 45.002 | 31.172 | 42.672 | -81 | -76 | -76 | -83 | -100 | -78 | -76 | -62 |
| E | 1723696522.161 | 53.492 | 63.844 | 42.672 | -79 | -81 | -81 | -80 | -77 | -81 | -78 | -64 |
| F | 1723696826.136 | 104.438 | 79.821 | 42.672 | -79 | -100 | -79 | -74 | -71 | -81 | -80 | -88 |
| G | 1723696634.144 | 67.078 | 72.868 | 42.672 | -81 | -100 | -76 | -83 | -70 | -73 | -72 | -72 |
| H | 1723696645.140 | 99.343 | 89.243 | 42.672 | -76 | -100 | -78 | -83 | -64 | -74 | -77 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696877.137
- **Target RSSI fingerprint:** [-79, -75, -77, -80, -77, -79, -74, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11434778851964,
52.80283451080322,
42.672000000000004
] | 8 |
3,457 | **[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 | 1722833627.151 | 33.113 | 30.694 | 60.960 | -100 | -96 | -90 | -86 | -75 | -78 | -87 | -79 |
| B | 1722833686.155 | 121.416 | 56.187 | 60.960 | -83 | -79 | -83 | -63 | -80 | -77 | -78 | -77 |
| C | 1722833819.148 | 56.887 | 14.372 | 60.960 | -89 | -85 | -90 | -84 | -77 | -75 | -84 | -83 |
| D | 1722833484.151 | 106.133 | 44.097 | 60.960 | -82 | -78 | -79 | -65 | -77 | -78 | -78 | -75 |
| E | 1722833793.181 | 131.605 | 63.233 | 60.960 | -89 | -82 | -95 | -74 | -87 | -73 | -82 | -81 |
| F | 1722833743.147 | 3.396 | 56.001 | 60.960 | -100 | -83 | -78 | -81 | -75 | -85 | -84 | -78 |
| G | 1722833467.166 | 63.680 | 68.396 | 60.960 | -80 | -82 | -70 | -78 | -81 | -83 | -78 | -78 |
| H | 1722833999.155 | 99.340 | 32.924 | 60.960 | -85 | -81 | -83 | -83 | -84 | -80 | -70 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833710.135
- **Target RSSI fingerprint:** [-84, -81, -78, -86, -81, -87, -78, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26469260441763,
117.4030351638794,
60.96
] | 8 |
29,380 | **[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 | 1724128543.142 | 71.323 | 42.306 | 51.816 | -83 | -77 | -78 | -80 | -86 | -80 | -66 | -69 |
| B | 1724128468.127 | 100.192 | 22.825 | 51.816 | -100 | -100 | -74 | -74 | -78 | -70 | -100 | -74 |
| C | 1724128776.125 | 56.889 | 3.424 | 51.816 | -100 | -82 | -80 | -100 | -76 | -82 | -62 | -71 |
| D | 1724128806.129 | 59.436 | 71.607 | 51.816 | -74 | -78 | -77 | -70 | -100 | -80 | -67 | -73 |
| E | 1724128985.134 | 17.831 | 86.111 | 51.816 | -79 | -77 | -77 | -100 | -73 | -71 | -64 | -70 |
| F | 1724128574.151 | 139.250 | 42.704 | 51.816 | -100 | -81 | -81 | -84 | -81 | -82 | -82 | -79 |
| G | 1724128914.146 | 86.607 | 53.347 | 51.816 | -82 | -80 | -77 | -71 | -85 | -79 | -69 | -72 |
| H | 1724128803.138 | 45.002 | 64.136 | 51.816 | -76 | -74 | -78 | -75 | -79 | -83 | -67 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128930.143
- **Target RSSI fingerprint:** [-100, -81, -100, -65, -73, -71, -100, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.75924459371248,
68.60785484313965,
51.816
] | 8 |
30,122 | **[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 | 1724123191.130 | 73.021 | 19.481 | 60.960 | -100 | -78 | -100 | -76 | -78 | -75 | -66 | -62 |
| B | 1724123465.147 | 71.323 | 44.496 | 60.960 | -82 | -79 | -82 | -78 | -76 | -76 | -72 | -63 |
| C | 1724123476.125 | 23.774 | 20.436 | 60.960 | -80 | -80 | -71 | -100 | -79 | -80 | -84 | -66 |
| D | 1724123452.141 | 100.192 | 64.268 | 60.960 | -80 | -70 | -81 | -76 | -78 | -78 | -78 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123071.135
- **Target RSSI fingerprint:** [-80, -80, -78, -76, -77, -78, -79, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.303377783296575,
10.430517196655273,
60.96
] | 4 |
15,339 | **[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 | 1723008083.148 | 126.510 | 42.638 | 51.816 | -77 | -78 | -85 | -84 | -85 | -77 | -79 | -77 |
| B | 1723008704.147 | 212.266 | 3.318 | 51.816 | -100 | -110 | -90 | -100 | -104 | -105 | -94 | -109 |
| C | 1723008558.173 | 28.019 | 40.767 | 51.816 | -81 | -81 | -74 | -78 | -68 | -71 | -78 | -69 |
| D | 1723008086.169 | 111.227 | 42.107 | 51.816 | -79 | -75 | -87 | -86 | -82 | -72 | -77 | -78 |
| E | 1723008391.155 | 150.284 | 41.443 | 51.816 | -78 | -76 | -75 | -84 | -75 | -83 | -76 | -83 |
| F | 1723008020.155 | 18.679 | 54.382 | 51.816 | -88 | -82 | -74 | -71 | -73 | -68 | -76 | -69 |
| G | 1723008537.144 | 102.737 | 42.678 | 51.816 | -85 | -74 | -83 | -73 | -100 | -75 | -100 | -76 |
| H | 1723008333.156 | 24.623 | 39.041 | 51.816 | -82 | -80 | -82 | -77 | -76 | -74 | -74 | -71 |
| I | 1723007832.150 | 208.869 | 1.659 | 51.816 | -85 | -95 | -92 | -100 | -93 | -87 | -88 | -85 |
| J | 1723008388.157 | 145.190 | 57.010 | 51.816 | -76 | -74 | -76 | -83 | -77 | -82 | -76 | -80 |
| K | 1723008275.168 | 106.133 | 8.520 | 51.816 | -87 | -85 | -71 | -78 | -81 | -84 | -74 | -86 |
| L | 1723008241.176 | 7.642 | 74.208 | 51.816 | -77 | -79 | -76 | -70 | -83 | -81 | -83 | -72 |
| M | 1723008619.148 | 173.209 | 42.770 | 51.816 | -85 | -85 | -76 | -86 | -83 | -87 | -77 | -86 |
| N | 1723008006.165 | 9.340 | 81.467 | 51.816 | -82 | -80 | -100 | -74 | -72 | -80 | -77 | -75 |
| O | 1723007944.159 | 153.680 | 23.993 | 51.816 | -82 | -75 | -75 | -83 | -68 | -85 | -76 | -78 |
| P | 1723008097.156 | 56.038 | 40.806 | 51.816 | -85 | -79 | -83 | -74 | -80 | -81 | -79 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008410.148
- **Target RSSI fingerprint:** [-80, -78, -87, -82, -81, -74, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.20839373019226,
2.4284791946411133,
51.816
] | 16 |
4,046 | **[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 | 1722833545.163 | 1.698 | 59.438 | 60.960 | -89 | -85 | -91 | -87 | -85 | -85 | -92 | -80 |
| B | 1722833825.162 | 31.415 | 34.384 | 60.960 | -82 | -98 | -91 | -100 | -100 | -100 | -75 | -79 |
| C | 1722833614.171 | 68.774 | 6.622 | 60.960 | -100 | -88 | -79 | -100 | -100 | -100 | -81 | -83 |
| D | 1722833829.162 | 15.283 | 46.858 | 60.960 | -90 | -86 | -94 | -80 | -86 | -86 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833796.157
- **Target RSSI fingerprint:** [-86, -80, -80, -73, -77, -80, -83, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66125830169022,
56.35929584503174,
60.96
] | 4 |
15,175 | **[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 | 1722840855.170 | 48.397 | 156.909 | 60.960 | -82 | -100 | -86 | -81 | -82 | -83 | -81 | -75 |
| B | 1722841445.179 | 33.963 | 29.328 | 60.960 | -81 | -67 | -75 | -69 | -83 | -70 | -81 | -74 |
| C | 1722841295.173 | 119.718 | 104.796 | 60.960 | -77 | -100 | -81 | -76 | -74 | -74 | -74 | -69 |
| D | 1722841024.168 | 67.925 | 64.242 | 60.960 | -82 | -76 | -82 | -78 | -74 | -80 | -72 | -79 |
| E | 1722840899.167 | 121.416 | 138.450 | 60.960 | -78 | -71 | -77 | -81 | -77 | -77 | -70 | -74 |
| F | 1722841365.169 | 41.604 | 93.052 | 60.960 | -86 | -73 | -86 | -71 | -82 | -84 | -71 | -73 |
| G | 1722841293.194 | 112.076 | 98.625 | 60.960 | -86 | -83 | -82 | -88 | -77 | -76 | -77 | -72 |
| H | 1722841125.179 | 84.906 | 188.201 | 60.960 | -87 | -84 | -83 | -91 | -85 | -81 | -87 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841069.158
- **Target RSSI fingerprint:** [-85, -77, -80, -76, -69, -74, -65, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219174986205,
129.77102756500244,
60.96
] | 8 |
36,924 | **[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 | 1724128594.132 | 55.191 | 1.354 | 51.816 | -100 | -75 | -84 | -100 | -81 | -73 | -62 | -80 |
| B | 1724128649.146 | 95.098 | 23.356 | 51.816 | -76 | -83 | -100 | -87 | -77 | -84 | -100 | -69 |
| C | 1724128811.139 | 74.720 | 79.158 | 51.816 | -78 | -81 | -80 | -78 | -78 | -77 | -66 | -67 |
| D | 1724128652.142 | 102.739 | 27.005 | 51.816 | -76 | -85 | -100 | -77 | -78 | -84 | -85 | -73 |
| E | 1724128591.141 | 61.983 | 4.870 | 51.816 | -100 | -76 | -84 | -83 | -84 | -76 | -63 | -81 |
| F | 1724128697.134 | 56.040 | 69.590 | 51.816 | -100 | -87 | -82 | -78 | -81 | -81 | -66 | -72 |
| G | 1724128519.147 | 34.813 | 57.447 | 51.816 | -100 | -83 | -83 | -82 | -83 | -79 | -65 | -80 |
| H | 1724128878.141 | 63.681 | 71.554 | 51.816 | -79 | -85 | -81 | -79 | -79 | -89 | -65 | -69 |
| I | 1724128918.161 | 105.287 | 62.716 | 51.816 | -78 | -84 | -81 | -78 | -80 | -81 | -83 | -70 |
| J | 1724128454.144 | 81.512 | 49.512 | 51.816 | -63 | -100 | -74 | -79 | -68 | -82 | -73 | -63 |
| K | 1724128818.125 | 81.512 | 68.077 | 51.816 | -63 | -83 | -80 | -83 | -76 | -81 | -78 | -65 |
| L | 1724128472.147 | 120.570 | 31.783 | 51.816 | -73 | -80 | -78 | -76 | -79 | -76 | -100 | -75 |
| M | 1724128690.137 | 87.456 | 85.275 | 51.816 | -100 | -79 | -82 | -80 | -81 | -66 | -63 | -70 |
| N | 1724128877.133 | 68.776 | 73.836 | 51.816 | -80 | -85 | -80 | -80 | -79 | -77 | -64 | -70 |
| O | 1724128597.126 | 54.342 | 1.659 | 51.816 | -100 | -79 | -84 | -75 | -82 | -79 | -77 | -79 |
| P | 1724128460.131 | 91.701 | 22.931 | 51.816 | -61 | -100 | -79 | -79 | -79 | -82 | -100 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128685.150
- **Target RSSI fingerprint:** [-100, -79, -78, -82, -75, -67, -75, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
110.38118050118585,
96.27659320831299,
51.816
] | 16 |
42,771 | **[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 | 1723691486.155 | 123.967 | 53.546 | 51.816 | -82 | -83 | -100 | -72 | -79 | -71 | -81 | -68 |
| B | 1723691855.126 | 199.535 | 56.824 | 51.816 | -85 | -82 | -76 | -100 | -85 | -77 | -72 | -72 |
| C | 1723691623.169 | 196.988 | 95.573 | 51.816 | -82 | -71 | -78 | -74 | -75 | -80 | -80 | -79 |
| D | 1723691104.147 | 8.491 | 75.986 | 51.816 | -93 | -91 | -100 | -79 | -94 | -100 | -98 | -88 |
| E | 1723691862.128 | 173.214 | 28.531 | 51.816 | -84 | -88 | -80 | -100 | -81 | -79 | -74 | -74 |
| F | 1723691453.132 | 208.026 | 62.729 | 51.816 | -86 | -80 | -75 | -100 | -86 | -77 | -74 | -75 |
| G | 1723691838.123 | 226.706 | 101.625 | 51.816 | -83 | -86 | -80 | -85 | -75 | -86 | -78 | -80 |
| H | 1723691877.158 | 146.043 | 7.073 | 51.816 | -79 | -88 | -78 | -83 | -81 | -77 | -74 | -73 |
| I | 1723691368.128 | 194.441 | 129.333 | 51.816 | -87 | -79 | -77 | -79 | -81 | -82 | -77 | -79 |
| J | 1723691504.147 | 156.232 | 105.566 | 51.816 | -83 | -78 | -80 | -74 | -79 | -81 | -77 | -76 |
| K | 1723691489.446 | 119.721 | 61.389 | 51.816 | -85 | -82 | -100 | -71 | -80 | -69 | -82 | -68 |
| L | 1723691262.144 | 123.117 | 28.969 | 51.816 | -80 | -100 | -100 | -100 | -100 | -74 | -84 | -75 |
| M | 1723691617.161 | 174.912 | 75.522 | 51.816 | -82 | -81 | -82 | -77 | -79 | -82 | -78 | -77 |
| N | 1723691869.172 | 151.986 | 5.441 | 51.816 | -84 | -84 | -83 | -100 | -86 | -78 | -79 | -76 |
| O | 1723691329.275 | 193.592 | 53.838 | 51.816 | -100 | -78 | -80 | -79 | -83 | -86 | -84 | -81 |
| P | 1723691698.153 | 134.156 | 81.759 | 51.816 | -82 | -82 | -81 | -75 | -78 | -81 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691895.146
- **Target RSSI fingerprint:** [-78, -100, -81, -74, -81, -77, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37961512570345,
43.44721794128418,
51.816
] | 16 |
11,968 | **[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 | 1723008611.133 | 144.341 | 74.102 | 51.816 | -81 | -83 | -80 | -81 | -87 | -77 | -69 | -82 |
| B | 1723007981.158 | 79.812 | 51.502 | 51.816 | -76 | -73 | -87 | -74 | -81 | -83 | -82 | -60 |
| C | 1723008714.149 | 202.077 | 1.712 | 51.816 | -98 | -100 | -87 | -100 | -99 | -93 | -89 | -101 |
| D | 1723008298.170 | 146.039 | 38.683 | 51.816 | -71 | -82 | -79 | -100 | -81 | -84 | -89 | -73 |
| E | 1723007944.159 | 153.680 | 23.993 | 51.816 | -76 | -83 | -82 | -79 | -78 | -75 | -70 | -68 |
| F | 1723008392.148 | 151.982 | 36.600 | 51.816 | -74 | -84 | -78 | -79 | -82 | -75 | -70 | -81 |
| G | 1723008148.159 | 121.416 | 90.066 | 51.816 | -100 | -89 | -87 | -75 | -86 | -77 | -69 | -63 |
| H | 1723007835.160 | 213.115 | 1.937 | 51.816 | -89 | -100 | -77 | -97 | -85 | -89 | -84 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008372.170
- **Target RSSI fingerprint:** [-75, -86, -87, -73, -86, -77, -69, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
113.77433615791897,
89.34945583343506,
51.816
] | 8 |
6,275 | **[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 | 1723008608.144 | 134.152 | 84.174 | 51.816 | -100 | -80 | -79 | -72 | -81 | -83 | -76 | -75 |
| B | 1723008184.151 | 135.001 | 3.915 | 51.816 | -76 | -82 | -74 | -84 | -76 | -71 | -84 | -76 |
| C | 1723008477.168 | 40.755 | 19.746 | 51.816 | -83 | -76 | -88 | -74 | -78 | -67 | -65 | -100 |
| D | 1723008067.165 | 153.680 | 11.001 | 51.816 | -79 | -89 | -85 | -80 | -81 | -84 | -75 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008084.139
- **Target RSSI fingerprint:** [-78, -83, -77, -86, -77, -76, -81, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
121.41589604912248,
42.438669204711914,
51.816
] | 4 |
9,911 | **[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 | 1723004439.129 | 4.245 | 76.079 | 60.960 | -76 | -73 | -73 | -80 | -82 | -71 | -69 | -100 |
| B | 1723004854.158 | 64.529 | 90.570 | 60.960 | -86 | -89 | -78 | -78 | -77 | -88 | -85 | -63 |
| C | 1723004680.140 | 33.113 | 10.736 | 60.960 | -75 | -77 | -86 | -87 | -85 | -77 | -74 | -60 |
| D | 1723004595.175 | 135.001 | 12.819 | 60.960 | -75 | -74 | -83 | -68 | -70 | -64 | -70 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004909.148
- **Target RSSI fingerprint:** [-79, -82, -74, -77, -68, -77, -71, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15153259107065,
13.09786319732666,
60.96
] | 4 |
35,556 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691242.154 | 32.265 | 69.271 | 51.816 | -100 | -82 | -80 | -77 | -83 | -82 | -75 | -77 |
| B | 1723691278.131 | 142.646 | 28.133 | 51.816 | -84 | -75 | -81 | -77 | -79 | -100 | -67 | -68 |
| C | 1723691369.128 | 191.044 | 126.148 | 51.816 | -77 | -86 | -84 | -78 | -78 | -85 | -79 | -82 |
| D | 1723691320.146 | 184.252 | 67.586 | 51.816 | -100 | -100 | -76 | -100 | -75 | -76 | -83 | -78 |
| E | 1723691429.152 | 219.064 | 113.807 | 51.816 | -76 | -79 | -80 | -75 | -79 | -79 | -77 | -78 |
| F | 1723691105.121 | 9.340 | 76.238 | 51.816 | -100 | -88 | -100 | -79 | -100 | -92 | -98 | -100 |
| G | 1723691751.147 | 219.913 | 110.489 | 51.816 | -70 | -84 | -79 | -74 | -81 | -85 | -76 | -74 |
| H | 1723691346.136 | 227.555 | 94.366 | 51.816 | -79 | -82 | -79 | -82 | -77 | -82 | -78 | -83 |
| I | 1723691357.159 | 208.026 | 130.527 | 51.816 | -69 | -82 | -80 | -70 | -82 | -79 | -80 | -74 |
| J | 1723691734.209 | 208.026 | 68.528 | 51.816 | -82 | -83 | -100 | -76 | -78 | -76 | -79 | -79 |
| K | 1723691436.142 | 222.461 | 109.003 | 51.816 | -82 | -80 | -79 | -83 | -78 | -72 | -100 | -85 |
| L | 1723691755.157 | 212.271 | 126.719 | 51.816 | -69 | -85 | -80 | -72 | -80 | -78 | -78 | -74 |
| M | 1723691240.138 | 22.925 | 73.080 | 51.816 | -100 | -79 | -77 | -79 | -100 | -79 | -75 | -77 |
| N | 1723691720.145 | 185.101 | 65.038 | 51.816 | -86 | -84 | -77 | -100 | -76 | -75 | -80 | -80 |
| O | 1723691730.129 | 195.290 | 56.001 | 51.816 | -87 | -85 | -100 | -78 | -77 | -79 | -79 | -81 |
| P | 1723691281.173 | 135.854 | 39.280 | 51.816 | -78 | -80 | -79 | -78 | -80 | -80 | -66 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691520.240
- **Target RSSI fingerprint:** [-83, -85, -78, -100, -74, -75, -79, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
182.5534708055356,
67.28081703186035,
51.816
] | 16 |
36,451 | **[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 | 1723696916.160 | 16.133 | 56.837 | 42.672 | -76 | -100 | -74 | -78 | -90 | -73 | -82 | -75 |
| B | 1723696904.147 | 39.907 | 2.150 | 42.672 | -76 | -100 | -79 | -100 | -79 | -75 | -82 | -80 |
| C | 1723696265.137 | 5.095 | 57.182 | 42.672 | -83 | -100 | -100 | -96 | -91 | -100 | -90 | -83 |
| D | 1723696366.153 | 30.567 | 22.546 | 42.672 | -76 | -100 | -72 | -77 | -71 | -70 | -69 | -71 |
| E | 1723696631.148 | 54.341 | 65.994 | 42.672 | -86 | -75 | -85 | -73 | -81 | -82 | -73 | -72 |
| F | 1723696372.151 | 42.454 | 0.000 | 42.672 | -67 | -79 | -76 | -100 | -76 | -70 | -78 | -78 |
| G | 1723696739.172 | 89.154 | 25.081 | 42.672 | -80 | -74 | -82 | -72 | -67 | -77 | -68 | -70 |
| H | 1723696875.150 | 41.605 | 57.010 | 42.672 | -82 | -78 | -77 | -77 | -81 | -73 | -63 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696381.165
- **Target RSSI fingerprint:** [-69, -72, -78, -77, -70, -75, -67, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73783716972655,
7.28543758392334,
42.672000000000004
] | 8 |
35,753 | **[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 | 1724130011.132 | 40.756 | 36.626 | 60.960 | -82 | -81 | -77 | -83 | -77 | -74 | -81 | -69 |
| B | 1724130041.130 | 85.758 | 57.554 | 60.960 | -80 | -78 | -80 | -75 | -100 | -78 | -69 | -71 |
| C | 1724130179.123 | 67.927 | 6.423 | 60.960 | -84 | -84 | -78 | -78 | -81 | -72 | -73 | -65 |
| D | 1724130221.125 | 79.814 | 74.659 | 60.960 | -79 | -82 | -80 | -81 | -83 | -80 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130317.129
- **Target RSSI fingerprint:** [-79, -82, -76, -81, -75, -70, -75, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.2104274396985,
46.93732738494873,
60.96
] | 4 |
35,408 | **[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 | 1724129837.158 | 39.058 | 56.956 | 60.960 | -79 | -80 | -100 | -80 | -77 | -79 | -70 | -71 |
| B | 1724130387.144 | 25.473 | 71.408 | 60.960 | -78 | -80 | -82 | -78 | -83 | -79 | -77 | -64 |
| C | 1724129988.135 | 97.645 | 20.171 | 60.960 | -72 | -77 | -79 | -74 | -73 | -73 | -69 | -63 |
| D | 1724130039.133 | 80.663 | 67.997 | 60.960 | -100 | -77 | -75 | -100 | -79 | -73 | -79 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129719.136
- **Target RSSI fingerprint:** [-96, -100, -100, -100, -97, -100, -95, -96]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641773948543741,
118.13290596008301,
60.96
] | 4 |
12,254 | **[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 | 1723000075.177 | 136.699 | 39.639 | 42.672 | -81 | -89 | -78 | -87 | -84 | -75 | -70 | -85 |
| B | 1722999893.137 | 7.642 | 60.141 | 42.672 | -85 | -93 | -93 | -89 | -90 | -92 | -81 | -77 |
| C | 1722999500.149 | 140.944 | 28.598 | 42.672 | -78 | -100 | -76 | -68 | -69 | -66 | -73 | -100 |
| D | 1722999960.138 | 135.850 | 15.858 | 42.672 | -89 | -100 | -83 | -85 | -84 | -86 | -86 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999806.147
- **Target RSSI fingerprint:** [-73, -89, -85, -84, -87, -77, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
14.434057872712136,
32.81764507293701,
42.672000000000004
] | 4 |
32,063 | **[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 | 1723696997.162 | 6.793 | 57.248 | 42.672 | -81 | -103 | -95 | -100 | -102 | -100 | -101 | -79 |
| B | 1723696848.160 | 90.003 | 23.847 | 42.672 | -76 | -85 | -77 | -83 | -78 | -84 | -85 | -70 |
| C | 1723696393.141 | 109.532 | 34.039 | 42.672 | -100 | -80 | -78 | -68 | -80 | -75 | -71 | -82 |
| D | 1723696874.151 | 45.851 | 59.133 | 42.672 | -71 | -84 | -80 | -85 | -78 | -81 | -80 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696757.150
- **Target RSSI fingerprint:** [-100, -79, -100, -77, -69, -68, -74, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.32476018018436,
57.911930084228516,
42.672000000000004
] | 4 |
38,355 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693355.157 | 218.215 | 101.094 | 60.960 | -80 | -82 | -75 | -78 | -81 | -64 | -74 | -71 |
| B | 1723693375.146 | 177.459 | 111.763 | 60.960 | -69 | -80 | -83 | -78 | -75 | -78 | -74 | -75 |
| C | 1723693045.176 | 38.209 | 58.045 | 60.960 | -76 | -77 | -78 | -100 | -82 | -90 | -73 | -78 |
| D | 1723693106.146 | 157.081 | 94.087 | 60.960 | -68 | -74 | -73 | -77 | -74 | -72 | -72 | -66 |
| E | 1723693266.146 | 161.326 | 14.677 | 60.960 | -84 | -83 | -79 | -82 | -73 | -82 | -78 | -80 |
| F | 1723693471.153 | 148.590 | 1.101 | 60.960 | -83 | -84 | -80 | -83 | -71 | -84 | -77 | -78 |
| G | 1723693328.136 | 188.497 | 42.187 | 60.960 | -73 | -100 | -100 | -71 | -72 | -80 | -82 | -77 |
| H | 1723693276.139 | 146.043 | 0.531 | 60.960 | -100 | -79 | -85 | -79 | -81 | -81 | -79 | -75 |
| I | 1723692885.142 | 3.396 | 67.732 | 60.960 | -100 | -89 | -100 | -93 | -100 | -96 | -104 | -88 |
| J | 1723693117.143 | 168.119 | 83.099 | 60.960 | -81 | -81 | -82 | -70 | -76 | -82 | -77 | -79 |
| K | 1723693457.141 | 198.686 | 49.061 | 60.960 | -83 | -84 | -76 | -80 | -75 | -77 | -74 | -79 |
| L | 1723693799.151 | 5.095 | 68.011 | 60.960 | -100 | -95 | -90 | -94 | -102 | -92 | -96 | -79 |
| M | 1723693536.149 | 199.535 | 54.024 | 60.960 | -82 | -79 | -80 | -83 | -78 | -62 | -75 | -64 |
| N | 1723693455.141 | 206.328 | 56.638 | 60.960 | -83 | -82 | -76 | -82 | -75 | -85 | -75 | -78 |
| O | 1723693689.157 | 95.947 | 25.267 | 60.960 | -100 | -84 | -79 | -81 | -70 | -90 | -76 | -70 |
| P | 1723693157.157 | 213.121 | 110.051 | 60.960 | -80 | -74 | -74 | -73 | -82 | -65 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693160.157
- **Target RSSI fingerprint:** [-72, -76, -76, -74, -81, -65, -80, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
207.17695598973418,
123.17564964294434,
60.96
] | 16 |
5,962 | **[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 | 1723010178.137 | 39.057 | 41.616 | 60.960 | -89 | -79 | -84 | -86 | -79 | -75 | -72 | -69 |
| B | 1723010256.149 | 157.926 | 6.980 | 60.960 | -84 | -100 | -82 | -75 | -81 | -82 | -77 | -73 |
| C | 1723009898.147 | 89.152 | 6.476 | 60.960 | -78 | -70 | -73 | -83 | -83 | -72 | -79 | -65 |
| D | 1723009774.139 | 148.586 | 73.491 | 60.960 | -82 | -85 | -86 | -77 | -77 | -74 | -79 | -85 |
| E | 1723009815.138 | 112.925 | 6.025 | 60.960 | -87 | -100 | -85 | -75 | -77 | -79 | -69 | -73 |
| F | 1723010468.163 | 163.869 | 54.183 | 60.960 | -71 | -71 | -78 | -67 | -75 | -78 | -76 | -75 |
| G | 1723010122.160 | 80.661 | 9.462 | 60.960 | -78 | -78 | -74 | -84 | -81 | -74 | -81 | -65 |
| H | 1723010016.166 | 141.793 | 55.563 | 60.960 | -72 | -76 | -78 | -76 | -80 | -77 | -78 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010221.155
- **Target RSSI fingerprint:** [-69, -62, -73, -77, -75, -77, -82, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24590586326148,
86.49632453918457,
60.96
] | 8 |
27,570 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939495.151 | 61.133 | 46.898 | 42.672 | -75 | -73 | -81 | -77 | -77 | -72 | -77 | -59 |
| B | 1725939525.148 | 2.547 | 26.222 | 42.672 | -71 | -76 | -66 | -71 | -71 | -72 | -69 | -77 |
| C | 1725939883.156 | 59.435 | 12.076 | 42.672 | -84 | -77 | -100 | -62 | -67 | -77 | -78 | -77 |
| D | 1725939622.168 | 2.547 | 40.979 | 42.672 | -76 | -79 | -76 | -75 | -74 | -74 | -78 | -68 |
| E | 1725939729.161 | 3.396 | 37.369 | 42.672 | -72 | -73 | -67 | -68 | -68 | -70 | -67 | -74 |
| F | 1725939470.149 | 107.832 | 45.040 | 42.672 | -74 | -100 | -65 | -76 | -73 | -71 | -66 | -62 |
| G | 1725939339.159 | 17.830 | 107.397 | 42.672 | -75 | -68 | -76 | -80 | -75 | -79 | -70 | -72 |
| H | 1725939711.150 | 46.699 | 12.222 | 42.672 | -80 | -84 | -73 | -76 | -70 | -71 | -74 | -79 |
| I | 1725939602.155 | 45.850 | 50.056 | 42.672 | -78 | -76 | -77 | -74 | -72 | -71 | -73 | -64 |
| J | 1725939551.148 | 22.076 | 124.702 | 42.672 | -77 | -81 | -76 | -76 | -77 | -77 | -72 | -69 |
| K | 1725939568.145 | 85.756 | 67.838 | 42.672 | -79 | -78 | -76 | -76 | -76 | -73 | -71 | -63 |
| L | 1725939342.146 | 20.378 | 119.088 | 42.672 | -79 | -75 | -77 | -75 | -71 | -77 | -67 | -68 |
| M | 1725939804.160 | 67.076 | 42.279 | 42.672 | -100 | -76 | -77 | -76 | -76 | -70 | -74 | -64 |
| N | 1725939292.139 | 57.737 | 51.861 | 42.672 | -75 | -73 | -74 | -79 | -76 | -74 | -76 | -60 |
| O | 1725939727.151 | 0.849 | 27.018 | 42.672 | -75 | -77 | -71 | -74 | -74 | -76 | -70 | -80 |
| P | 1725939597.150 | 68.775 | 40.050 | 42.672 | -76 | -75 | -100 | -100 | -100 | -69 | -72 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939356.147
- **Target RSSI fingerprint:** [-79, -77, -76, -75, -74, -73, -72, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.944081249260414,
98.36004257202148,
42.672000000000004
] | 16 |
17,658 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999680.142 | 5.094 | 88.805 | 42.672 | -77 | -87 | -87 | -79 | -88 | -88 | -71 | -83 |
| B | 1723000044.144 | 33.113 | 13.682 | 42.672 | -100 | -82 | -100 | -71 | -85 | -88 | -69 | -73 |
| C | 1722999645.137 | 82.359 | 47.614 | 42.672 | -87 | -86 | -81 | -87 | -84 | -74 | -83 | -64 |
| D | 1723000188.155 | 77.265 | 6.476 | 42.672 | -82 | -84 | -77 | -78 | -85 | -77 | -76 | -71 |
| E | 1723000089.145 | 107.831 | 49.751 | 42.672 | -83 | -84 | -78 | -89 | -80 | -74 | -87 | -72 |
| F | 1722999568.143 | 1.698 | 84.731 | 42.672 | -82 | -87 | -89 | -89 | -90 | -86 | -84 | -100 |
| G | 1722999707.136 | 137.548 | 97.020 | 42.672 | -75 | -81 | -70 | -83 | -86 | -80 | -70 | -62 |
| H | 1722999717.183 | 138.397 | 75.986 | 42.672 | -73 | -86 | -78 | -88 | -83 | -78 | -73 | -61 |
| I | 1722999574.153 | 7.642 | 60.924 | 42.672 | -89 | -86 | -86 | -77 | -82 | -79 | -73 | -74 |
| J | 1722999954.137 | 138.397 | 17.106 | 42.672 | -73 | -74 | -77 | -81 | -74 | -81 | -73 | -73 |
| K | 1722999562.128 | 4.245 | 85.859 | 42.672 | -83 | -88 | -88 | -87 | -85 | -85 | -89 | -78 |
| L | 1722999755.140 | 75.567 | 22.546 | 42.672 | -100 | -84 | -90 | -81 | -84 | -91 | -75 | -79 |
| M | 1722999754.132 | 75.567 | 17.331 | 42.672 | -100 | -87 | -90 | -83 | -84 | -90 | -87 | -73 |
| N | 1722999834.160 | 114.623 | 15.128 | 42.672 | -82 | -82 | -76 | -74 | -75 | -77 | -68 | -78 |
| O | 1722999657.144 | 21.227 | 46.181 | 42.672 | -89 | -81 | -87 | -90 | -83 | -84 | -90 | -66 |
| P | 1722999513.149 | 118.020 | 13.231 | 42.672 | -82 | -82 | -84 | -88 | -78 | -80 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999720.145
- **Target RSSI fingerprint:** [-77, -78, -80, -90, -83, -86, -75, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
60.69870948791504,
42.672000000000004
] | 16 |
44,377 | **[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 | 1723691276.145 | 146.043 | 21.272 | 51.816 | -85 | -70 | -100 | -100 | -79 | -67 | -69 | -76 |
| B | 1723691337.141 | 215.668 | 80.020 | 51.816 | -86 | -100 | -71 | -76 | -81 | -79 | -82 | -76 |
| C | 1723691500.147 | 142.646 | 90.876 | 51.816 | -84 | -84 | -82 | -79 | -77 | -79 | -82 | -74 |
| D | 1723691301.136 | 146.892 | 96.038 | 51.816 | -82 | -79 | -80 | -80 | -81 | -78 | -81 | -72 |
| E | 1723691099.140 | 3.396 | 75.893 | 51.816 | -94 | -88 | -87 | -94 | -100 | -88 | -100 | -76 |
| F | 1723691899.165 | 45.851 | 51.834 | 51.816 | -79 | -70 | -100 | -80 | -79 | -76 | -77 | -72 |
| G | 1723691338.116 | 218.215 | 83.577 | 51.816 | -84 | -100 | -70 | -76 | -83 | -79 | -80 | -75 |
| H | 1723691480.158 | 138.401 | 26.833 | 51.816 | -79 | -68 | -87 | -78 | -81 | -67 | -75 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691314.120
- **Target RSSI fingerprint:** [-100, -100, -79, -74, -74, -100, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
169.8171821446843,
92.17604637145996,
51.816
] | 8 |
15,599 | **[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 | 1722828959.160 | 4.245 | 55.483 | 42.672 | -89 | -82 | -76 | -75 | -71 | -78 | -80 | -71 |
| B | 1722829037.151 | 68.774 | 9.316 | 42.672 | -85 | -79 | -82 | -78 | -81 | -73 | -78 | -78 |
| C | 1722828994.177 | 95.095 | 92.760 | 42.672 | -87 | -90 | -82 | -81 | -81 | -83 | -83 | -73 |
| D | 1722828774.151 | 32.264 | 36.653 | 42.672 | -85 | -81 | -86 | -85 | -84 | -76 | -71 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829109.151
- **Target RSSI fingerprint:** [-94, -97, -88, -82, -86, -92, -82, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22687983219514,
5.998210906982422,
42.672000000000004
] | 4 |
9,503 | **[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 | 1731994339.223 | 109.529 | 81.852 | 51.816 | -84 | -90 | -87 | -80 | -77 | -76 | -71 | -79 |
| B | 1731994602.211 | 60.283 | 77.844 | 51.816 | -76 | -84 | -88 | -84 | -81 | -78 | -74 | -76 |
| C | 1731994494.223 | 20.378 | 85.249 | 51.816 | -95 | -90 | -78 | -75 | -80 | -83 | -70 | -65 |
| D | 1731994748.231 | 75.567 | 123.640 | 51.816 | -86 | -79 | -87 | -88 | -86 | -73 | -88 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994690.218
- **Target RSSI fingerprint:** [-91, -86, -77, -75, -79, -81, -70, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.32094037167163,
95.25477409362793,
51.816
] | 4 |
31,816 | **[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 | 1723693374.147 | 181.704 | 115.081 | 60.960 | -69 | -100 | -80 | -81 | -78 | -77 | -76 | -76 |
| B | 1723693477.139 | 145.194 | 1.420 | 60.960 | -100 | -80 | -79 | -80 | -86 | -75 | -79 | -77 |
| C | 1723693508.176 | 158.779 | 98.440 | 60.960 | -75 | -78 | -81 | -79 | -73 | -80 | -75 | -68 |
| D | 1723693619.135 | 170.666 | 67.984 | 60.960 | -82 | -78 | -78 | -80 | -66 | -76 | -77 | -63 |
| E | 1723693091.139 | 123.967 | 59.889 | 60.960 | -75 | -74 | -72 | -69 | -75 | -100 | -68 | -63 |
| F | 1723693341.138 | 217.366 | 69.776 | 60.960 | -75 | -79 | -81 | -76 | -62 | -79 | -76 | -67 |
| G | 1723693048.131 | 51.794 | 51.622 | 60.960 | -81 | -79 | -100 | -78 | -100 | -83 | -74 | -78 |
| H | 1723693479.153 | 140.948 | 8.586 | 60.960 | -100 | -72 | -76 | -70 | -71 | -75 | -70 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693116.157
- **Target RSSI fingerprint:** [-76, -80, -72, -83, -84, -76, -81, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
165.57174761474658,
87.59776592254639,
60.96
] | 8 |
5,149 | **[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 | 1722833826.154 | 27.170 | 37.436 | 60.960 | -90 | -99 | -89 | -86 | -93 | -83 | -77 | -79 |
| B | 1722833514.165 | 74.718 | 121.039 | 60.960 | -85 | -83 | -84 | -86 | -84 | -87 | -82 | -84 |
| C | 1722833896.146 | 111.227 | 81.918 | 60.960 | -85 | -88 | -83 | -82 | -85 | -70 | -82 | -76 |
| D | 1722833513.161 | 75.567 | 119.195 | 60.960 | -84 | -81 | -81 | -88 | -80 | -85 | -82 | -83 |
| E | 1722833758.141 | 39.906 | 37.369 | 60.960 | -85 | -93 | -89 | -86 | -84 | -82 | -76 | -80 |
| F | 1722833995.176 | 114.623 | 46.964 | 60.960 | -87 | -78 | -100 | -100 | -82 | -100 | -82 | -76 |
| G | 1722833523.165 | 60.283 | 110.250 | 60.960 | -80 | -82 | -86 | -80 | -77 | -85 | -79 | -83 |
| H | 1722833469.171 | 71.321 | 61.415 | 60.960 | -92 | -93 | -86 | -89 | -72 | -81 | -84 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833633.181
- **Target RSSI fingerprint:** [-90, -85, -88, -85, -92, -83, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339688117017516,
49.65775489807129,
60.96
] | 8 |
20,591 | **[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 | 1731999706.231 | 59.434 | 111.922 | 42.672 | -82 | -79 | -82 | -76 | -80 | -77 | -74 | -83 |
| B | 1731999761.257 | 78.114 | 71.580 | 42.672 | -80 | -82 | -76 | -81 | -74 | -81 | -73 | -88 |
| C | 1731999849.237 | 112.076 | 181.340 | 42.672 | -87 | -90 | -90 | -85 | -78 | -85 | -78 | -92 |
| D | 1731999865.231 | 96.793 | 198.658 | 42.672 | -90 | -80 | -86 | -78 | -84 | -77 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999886.217
- **Target RSSI fingerprint:** [-92, -89, -87, -83, -86, -81, -86, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26437830390274,
133.9910078048706,
42.672000000000004
] | 4 |
11,690 | **[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 | 1723003158.148 | 108.680 | 11.267 | 51.816 | -77 | -67 | -70 | -71 | -74 | -100 | -69 | -62 |
| B | 1723002903.150 | 6.792 | 72.178 | 51.816 | -78 | -74 | -79 | -77 | -78 | -67 | -71 | -100 |
| C | 1723003274.167 | 135.001 | 9.568 | 51.816 | -79 | -79 | -81 | -83 | -78 | -81 | -71 | -83 |
| D | 1723002923.169 | 29.717 | 10.404 | 51.816 | -82 | -86 | -84 | -85 | -74 | -81 | -71 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003586.156
- **Target RSSI fingerprint:** [-100, -101, -103, -88, -105, -95, -100, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92497731347383,
0.43792247772216797,
51.816
] | 4 |
841 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006579.144 | 15.283 | 58.920 | 42.672 | -92 | -71 | -81 | -87 | -73 | -73 | -86 | -73 |
| B | 1723006519.160 | 127.359 | 6.410 | 42.672 | -75 | -83 | -78 | -86 | -71 | -85 | -88 | -82 |
| C | 1723006313.145 | 87.453 | 29.381 | 42.672 | -92 | -85 | -77 | -78 | -88 | -79 | -80 | -67 |
| D | 1723006698.185 | 68.774 | 86.138 | 42.672 | -90 | -86 | -100 | -76 | -89 | -78 | -71 | -77 |
| E | 1723006245.163 | 196.133 | 22.055 | 42.672 | -84 | -84 | -74 | -81 | -85 | -75 | -75 | -82 |
| F | 1723006633.327 | 146.888 | 38.205 | 42.672 | -77 | -77 | -79 | -82 | -83 | -78 | -76 | -76 |
| G | 1723006273.165 | 140.095 | 64.189 | 42.672 | -83 | -87 | -75 | -76 | -81 | -72 | -71 | -78 |
| H | 1723006425.140 | 88.302 | 39.294 | 42.672 | -84 | -85 | -80 | -86 | -82 | -100 | -87 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006814.152
- **Target RSSI fingerprint:** [-81, -76, -100, -73, -73, -72, -76, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.302172897516066,
15.234394073486328,
42.672000000000004
] | 8 |
35,547 | **[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 | 1724126699.134 | 138.401 | 47.189 | 42.672 | -70 | -82 | -100 | -89 | -89 | -80 | -89 | -77 |
| B | 1724127114.148 | 41.605 | 33.269 | 42.672 | -100 | -85 | -83 | -63 | -70 | -68 | -76 | -53 |
| C | 1724127000.166 | 50.945 | 8.121 | 42.672 | -74 | -100 | -77 | -91 | -100 | -100 | -67 | -76 |
| D | 1724126670.117 | 84.060 | 53.387 | 42.672 | -81 | -76 | -86 | -100 | -73 | -80 | -76 | -79 |
| E | 1724126803.125 | 86.607 | 14.969 | 42.672 | -90 | -90 | -79 | -88 | -100 | -89 | -67 | -81 |
| F | 1724127041.129 | 90.852 | 34.543 | 42.672 | -83 | -73 | -84 | -100 | -76 | -76 | -77 | -80 |
| G | 1724126685.140 | 102.739 | 25.784 | 42.672 | -89 | -89 | -92 | -91 | -85 | -78 | -89 | -85 |
| H | 1724126650.221 | 31.416 | 56.572 | 42.672 | -80 | -84 | -75 | -83 | -76 | -78 | -68 | -77 |
| I | 1724126818.138 | 49.247 | 11.877 | 42.672 | -84 | -100 | -75 | -80 | -100 | -75 | -65 | -61 |
| J | 1724127072.137 | 125.665 | 72.470 | 42.672 | -68 | -81 | -100 | -88 | -85 | -85 | -85 | -73 |
| K | 1724127124.139 | 52.643 | 33.906 | 42.672 | -100 | -79 | -72 | -70 | -71 | -100 | -64 | -59 |
| L | 1724127284.124 | 0.849 | 119.447 | 42.672 | -100 | -100 | -91 | -100 | -100 | -101 | -88 | -94 |
| M | 1724126617.151 | 39.907 | 43.819 | 42.672 | -100 | -72 | -79 | -58 | -59 | -67 | -75 | -53 |
| N | 1724127061.156 | 140.948 | 45.624 | 42.672 | -77 | -83 | -100 | -90 | -86 | -74 | -89 | -78 |
| O | 1724126984.130 | 95.947 | 19.614 | 42.672 | -88 | -89 | -100 | -82 | -82 | -83 | -69 | -70 |
| P | 1724127113.133 | 39.907 | 37.157 | 42.672 | -100 | -77 | -81 | -60 | -64 | -72 | -77 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126821.214
- **Target RSSI fingerprint:** [-83, -100, -72, -66, -73, -68, -66, -54]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
42.45430038100943,
26.049752235412598,
42.672000000000004
] | 16 |
43,495 | **[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 | 1723691293.140 | 119.721 | 67.652 | 51.816 | -80 | -85 | -85 | -86 | -100 | -82 | -76 | -74 |
| B | 1723691613.148 | 159.628 | 61.163 | 51.816 | -76 | -84 | -84 | -78 | -80 | -78 | -77 | -76 |
| C | 1723691765.148 | 202.932 | 140.188 | 51.816 | -75 | -80 | -85 | -87 | -81 | -84 | -83 | -82 |
| D | 1723691880.130 | 133.306 | 12.461 | 51.816 | -81 | -83 | -81 | -82 | -79 | -76 | -74 | -73 |
| E | 1723691894.255 | 69.625 | 41.377 | 51.816 | -73 | -100 | -77 | -77 | -84 | -77 | -76 | -77 |
| F | 1723691862.128 | 173.214 | 28.531 | 51.816 | -100 | -87 | -84 | -81 | -80 | -79 | -74 | -74 |
| G | 1723691517.132 | 174.912 | 80.020 | 51.816 | -100 | -84 | -83 | -76 | -79 | -79 | -81 | -76 |
| H | 1723691722.141 | 189.346 | 56.943 | 51.816 | -100 | -87 | -83 | -74 | -78 | -83 | -82 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691885.175
- **Target RSSI fingerprint:** [-83, -100, -79, -80, -79, -75, -75, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
110.38116839404479,
22.426939010620117,
51.816
] | 8 |
44,391 | **[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 | 1723696617.154 | 21.227 | 45.451 | 42.672 | -84 | -78 | -78 | -69 | -71 | -70 | -69 | -64 |
| B | 1723696742.140 | 102.739 | 32.061 | 42.672 | -66 | -80 | -78 | -86 | -75 | -68 | -70 | -74 |
| C | 1723696519.125 | 60.285 | 67.029 | 42.672 | -82 | -83 | -79 | -79 | -86 | -76 | -82 | -71 |
| D | 1723696641.146 | 95.098 | 87.651 | 42.672 | -71 | -82 | -100 | -82 | -75 | -67 | -73 | -85 |
| E | 1723696386.137 | 78.965 | 18.220 | 42.672 | -68 | -82 | -80 | -83 | -74 | -70 | -72 | -67 |
| F | 1723696856.166 | 80.663 | 25.041 | 42.672 | -83 | -84 | -82 | -82 | -71 | -80 | -75 | -68 |
| G | 1723696269.135 | 10.189 | 57.487 | 42.672 | -101 | -97 | -100 | -84 | -100 | -94 | -106 | -81 |
| H | 1723696596.164 | 72.172 | 44.190 | 42.672 | -86 | -81 | -76 | -77 | -77 | -80 | -76 | -63 |
| I | 1723696854.197 | 84.059 | 20.874 | 42.672 | -83 | -78 | -74 | -73 | -75 | -84 | -77 | -59 |
| J | 1723696421.130 | 78.116 | 46.194 | 42.672 | -86 | -79 | -78 | -79 | -80 | -81 | -77 | -63 |
| K | 1723696651.161 | 112.079 | 76.331 | 42.672 | -69 | -71 | -100 | -100 | -75 | -68 | -72 | -83 |
| L | 1723696917.152 | 14.434 | 60.486 | 42.672 | -82 | -74 | -73 | -75 | -100 | -73 | -74 | -73 |
| M | 1723696669.138 | 107.834 | 30.562 | 42.672 | -83 | -81 | -77 | -100 | -78 | -85 | -78 | -80 |
| N | 1723696714.144 | 26.322 | 35.684 | 42.672 | -81 | -80 | -70 | -79 | -85 | -74 | -76 | -74 |
| O | 1723696431.149 | 33.963 | 25.466 | 42.672 | -82 | -85 | -77 | -66 | -78 | -79 | -76 | -62 |
| P | 1723696423.133 | 69.625 | 42.133 | 42.672 | -84 | -80 | -78 | -76 | -77 | -81 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696882.166
- **Target RSSI fingerprint:** [-100, -79, -73, -67, -80, -78, -71, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.52897433681927,
46.57902717590332,
42.672000000000004
] | 16 |
42,920 | **[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 | 1724126798.142 | 109.532 | 26.143 | 42.672 | -100 | -83 | -93 | -87 | -100 | -100 | -80 | -88 |
| B | 1724127077.140 | 115.476 | 93.331 | 42.672 | -82 | -87 | -70 | -81 | -100 | -86 | -85 | -83 |
| C | 1724126753.141 | 45.002 | 30.402 | 42.672 | -63 | -100 | -84 | -69 | -78 | -68 | -71 | -54 |
| D | 1724127203.166 | 16.133 | 89.071 | 42.672 | -91 | -88 | -100 | -86 | -71 | -83 | -66 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127282.153
- **Target RSSI fingerprint:** [-100, -100, -100, -98, -86, -99, -83, -93]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547258022860566,
117.65517234802246,
42.672000000000004
] | 4 |
35,777 | **[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 | 1723696267.142 | 7.642 | 57.474 | 42.672 | -100 | -100 | -85 | -95 | -100 | -101 | -96 | -81 |
| B | 1723696510.155 | 71.323 | 48.450 | 42.672 | -100 | -68 | -80 | -63 | -100 | -70 | -70 | -70 |
| C | 1723696541.155 | 32.265 | 20.781 | 42.672 | -79 | -85 | -79 | -82 | -72 | -86 | -79 | -74 |
| D | 1723696907.139 | 35.662 | 14.279 | 42.672 | -70 | -100 | -79 | -100 | -68 | -77 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696543.158
- **Target RSSI fingerprint:** [-78, -100, -80, -100, -72, -78, -77, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.510691151444725,
11.98315143585205,
42.672000000000004
] | 4 |
43,102 | **[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 | 1724123312.142 | 8.491 | 43.235 | 60.960 | -81 | -70 | -68 | -65 | -73 | -73 | -100 | -65 |
| B | 1724123190.129 | 73.870 | 19.959 | 60.960 | -76 | -84 | -77 | -78 | -77 | -79 | -68 | -62 |
| C | 1724123124.115 | 20.378 | 20.569 | 60.960 | -82 | -83 | -69 | -80 | -79 | -80 | -80 | -65 |
| D | 1724123464.133 | 75.569 | 46.738 | 60.960 | -77 | -78 | -100 | -84 | -77 | -77 | -69 | -63 |
| E | 1724123544.132 | 73.021 | 21.896 | 60.960 | -79 | -82 | -79 | -81 | -100 | -81 | -65 | -63 |
| F | 1724123590.150 | 29.718 | 1.937 | 60.960 | -84 | -80 | -84 | -81 | -75 | -78 | -76 | -77 |
| G | 1724123435.143 | 89.154 | 32.446 | 60.960 | -75 | -82 | -84 | -78 | -78 | -78 | -72 | -67 |
| H | 1724123608.114 | 8.491 | 52.856 | 60.960 | -79 | -76 | -82 | -78 | -77 | -74 | -86 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123422.153
- **Target RSSI fingerprint:** [-86, -82, -74, -81, -80, -82, -80, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.81251939441489,
4.697713851928711,
60.96
] | 8 |
759 | **[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 | 1731994338.214 | 112.925 | 77.605 | 51.816 | -87 | -79 | -87 | -82 | -76 | -77 | -71 | -76 |
| B | 1731994180.220 | 63.680 | 8.626 | 51.816 | -72 | -100 | -82 | -91 | -93 | -95 | -88 | -80 |
| C | 1731994500.215 | 46.698 | 65.476 | 51.816 | -75 | -100 | -79 | -84 | -79 | -86 | -72 | -65 |
| D | 1731994777.223 | 15.283 | 59.159 | 51.816 | -92 | -100 | -77 | -85 | -83 | -74 | -75 | -70 |
| E | 1731994361.227 | 60.283 | 105.446 | 51.816 | -90 | -84 | -100 | -91 | -79 | -86 | -85 | -71 |
| F | 1731994369.221 | 28.868 | 78.574 | 51.816 | -88 | -83 | -80 | -82 | -81 | -79 | -76 | -72 |
| G | 1731994181.221 | 63.680 | 8.374 | 51.816 | -74 | -100 | -84 | -95 | -90 | -95 | -93 | -82 |
| H | 1731994337.229 | 116.322 | 73.677 | 51.816 | -89 | -78 | -88 | -85 | -78 | -78 | -72 | -78 |
| I | 1731994350.207 | 75.567 | 118.133 | 51.816 | -93 | -82 | -88 | -73 | -81 | -79 | -74 | -84 |
| J | 1731994635.219 | 95.944 | 44.575 | 51.816 | -82 | -75 | -81 | -79 | -85 | -68 | -70 | -75 |
| K | 1731994557.234 | 57.736 | 106.574 | 51.816 | -88 | -84 | -85 | -89 | -83 | -87 | -86 | -71 |
| L | 1731994356.202 | 73.019 | 119.500 | 51.816 | -88 | -76 | -84 | -88 | -86 | -70 | -89 | -75 |
| M | 1731994837.223 | 88.303 | 31.663 | 51.816 | -85 | -81 | -86 | -78 | -69 | -80 | -72 | -79 |
| N | 1731994349.228 | 76.416 | 117.430 | 51.816 | -94 | -84 | -89 | -73 | -82 | -81 | -74 | -85 |
| O | 1731994307.236 | 66.227 | 66.737 | 51.816 | -94 | -100 | -76 | -80 | -78 | -70 | -76 | -64 |
| P | 1731994763.240 | 21.227 | 76.676 | 51.816 | -89 | -83 | -78 | -83 | -83 | -84 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994437.202
- **Target RSSI fingerprint:** [-93, -74, -83, -79, -75, -72, -71, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83094926459022,
53.38673114776611,
51.816
] | 16 |
30,680 | **[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 | 1724130297.135 | 28.869 | 51.954 | 60.960 | -100 | -74 | -77 | -100 | -73 | -71 | -73 | -71 |
| B | 1724130358.131 | 84.909 | 14.252 | 60.960 | -100 | -82 | -84 | -82 | -80 | -80 | -72 | -64 |
| C | 1724129949.124 | 84.060 | 44.628 | 60.960 | -74 | -83 | -79 | -75 | -81 | -74 | -71 | -69 |
| D | 1724130054.126 | 103.588 | 21.445 | 60.960 | -81 | -84 | -82 | -81 | -84 | -80 | -77 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129914.130
- **Target RSSI fingerprint:** [-77, -81, -83, -75, -78, -71, -77, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26682547972004,
74.44682121276855,
60.96
] | 4 |
23,333 | **[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 | 1725938132.151 | 7.642 | 70.970 | 30.480 | -75 | -79 | -68 | -100 | -60 | -66 | -47 | -58 |
| B | 1725938281.162 | 48.397 | 7.856 | 30.480 | -80 | -81 | -82 | -67 | -78 | -80 | -74 | -58 |
| C | 1725938126.149 | 7.642 | 64.667 | 30.480 | -80 | -74 | -66 | -78 | -61 | -64 | -48 | -58 |
| D | 1725938055.132 | 98.492 | 25.108 | 30.480 | -83 | -81 | -84 | -76 | -80 | -62 | -79 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937597.139
- **Target RSSI fingerprint:** [-87, -83, -87, -76, -85, -61, -84, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64282075550811,
16.614513397216797,
30.48
] | 4 |
37,054 | **[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 | 1724126902.140 | 104.438 | 90.929 | 42.672 | -100 | -72 | -85 | -100 | -89 | -84 | -100 | -83 |
| B | 1724126756.139 | 54.342 | 35.512 | 42.672 | -84 | -81 | -74 | -78 | -86 | -73 | -66 | -61 |
| C | 1724127139.128 | 120.570 | 67.387 | 42.672 | -89 | -86 | -82 | -88 | -85 | -77 | -85 | -72 |
| D | 1724127103.145 | 31.416 | 55.470 | 42.672 | -100 | -74 | -85 | -69 | -77 | -83 | -62 | -80 |
| E | 1724127191.156 | 40.756 | 33.229 | 42.672 | -82 | -100 | -78 | -70 | -83 | -100 | -63 | -67 |
| F | 1724126619.153 | 43.303 | 35.326 | 42.672 | -60 | -80 | -72 | -80 | -76 | -70 | -74 | -57 |
| G | 1724126800.141 | 100.192 | 21.471 | 42.672 | -100 | -100 | -100 | -100 | -90 | -90 | -82 | -83 |
| H | 1724126931.126 | 42.454 | 29.102 | 42.672 | -61 | -85 | -69 | -83 | -80 | -70 | -78 | -55 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126810.136
- **Target RSSI fingerprint:** [-91, -100, -100, -71, -100, -88, -62, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.888762510552645,
0.9023857116699219,
42.672000000000004
] | 8 |
15,946 | **[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 | 1722840980.155 | 112.076 | 152.662 | 60.960 | -78 | -79 | -89 | -73 | -79 | -71 | -71 | -70 |
| B | 1722841233.147 | 52.642 | 79.038 | 60.960 | -76 | -78 | -77 | -83 | -82 | -80 | -76 | -70 |
| C | 1722841262.168 | 47.548 | 158.754 | 60.960 | -86 | -83 | -76 | -81 | -76 | -80 | -74 | -78 |
| D | 1722840834.184 | 10.189 | 124.343 | 60.960 | -85 | -76 | -76 | -78 | -81 | -71 | -79 | -73 |
| E | 1722841130.172 | 65.378 | 171.520 | 60.960 | -80 | -83 | -79 | -75 | -71 | -79 | -69 | -74 |
| F | 1722841349.191 | 15.283 | 126.692 | 60.960 | -83 | -80 | -71 | -76 | -75 | -76 | -74 | -77 |
| G | 1722840967.197 | 65.378 | 112.705 | 60.960 | -85 | -83 | -75 | -79 | -72 | -80 | -73 | -72 |
| H | 1722841100.164 | 134.152 | 119.181 | 60.960 | -100 | -73 | -87 | -100 | -75 | -72 | -74 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841180.159
- **Target RSSI fingerprint:** [-83, -85, -85, -77, -84, -76, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94406828595676,
137.36168384552002,
60.96
] | 8 |
32,880 | **[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 | 1723696699.151 | 45.851 | 60.924 | 42.672 | -78 | -78 | -78 | -89 | -77 | -81 | -78 | -63 |
| B | 1723696841.151 | 121.419 | 41.138 | 42.672 | -82 | -81 | -80 | -84 | -80 | -91 | -82 | -89 |
| C | 1723696770.140 | 86.607 | 49.061 | 42.672 | -80 | -76 | -77 | -82 | -81 | -80 | -76 | -61 |
| D | 1723696912.166 | 25.473 | 38.617 | 42.672 | -79 | -100 | -71 | -75 | -100 | -72 | -76 | -81 |
| E | 1723696860.149 | 71.323 | 42.664 | 42.672 | -81 | -78 | -77 | -71 | -70 | -68 | -67 | -70 |
| F | 1723696680.157 | 81.512 | 23.276 | 42.672 | -81 | -78 | -81 | -79 | -68 | -79 | -67 | -67 |
| G | 1723696483.150 | 125.665 | 49.897 | 42.672 | -78 | -74 | -76 | -68 | -78 | -70 | -79 | -100 |
| H | 1723696385.158 | 74.720 | 16.150 | 42.672 | -84 | -100 | -76 | -69 | -73 | -71 | -69 | -67 |
| I | 1723696630.150 | 50.096 | 63.565 | 42.672 | -80 | -72 | -79 | -77 | -72 | -68 | -71 | -70 |
| J | 1723696654.159 | 119.721 | 61.840 | 42.672 | -74 | -78 | -78 | -81 | -77 | -76 | -79 | -100 |
| K | 1723696769.148 | 90.003 | 51.091 | 42.672 | -81 | -76 | -75 | -81 | -78 | -82 | -77 | -62 |
| L | 1723696747.144 | 122.268 | 42.173 | 42.672 | -82 | -79 | -79 | -66 | -71 | -69 | -77 | -84 |
| M | 1723696801.142 | 26.322 | 51.356 | 42.672 | -76 | -71 | -100 | -83 | -72 | -73 | -71 | -66 |
| N | 1723696697.166 | 54.341 | 64.945 | 42.672 | -78 | -77 | -80 | -81 | -69 | -79 | -70 | -63 |
| O | 1723696613.153 | 28.020 | 30.469 | 42.672 | -82 | -73 | -82 | -86 | -72 | -71 | -66 | -65 |
| P | 1723696433.135 | 29.718 | 23.396 | 42.672 | -81 | -75 | -74 | -77 | -79 | -75 | -75 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696536.126
- **Target RSSI fingerprint:** [-77, -78, -73, -77, -76, -72, -74, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.92531769974436,
43.99130344390869,
42.672000000000004
] | 16 |
7,950 | **[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 | 1723006450.224 | 9.340 | 63.485 | 42.672 | -88 | -85 | -84 | -77 | -78 | -78 | -77 | -83 |
| B | 1723006321.156 | 72.170 | 68.621 | 42.672 | -86 | -80 | -85 | -82 | -84 | -81 | -77 | -71 |
| C | 1723006581.155 | 19.528 | 51.463 | 42.672 | -89 | -85 | -80 | -71 | -72 | -71 | -77 | -62 |
| D | 1723006380.142 | 84.906 | 10.178 | 42.672 | -87 | -80 | -82 | -85 | -86 | -78 | -77 | -73 |
| E | 1723006757.171 | 94.246 | 11.837 | 42.672 | -88 | -87 | -83 | -91 | -90 | -100 | -81 | -79 |
| F | 1723006699.149 | 73.868 | 86.443 | 42.672 | -88 | -77 | -85 | -86 | -89 | -71 | -100 | -70 |
| G | 1723006474.129 | 74.717 | 87.253 | 42.672 | -89 | -80 | -84 | -86 | -89 | -74 | -78 | -70 |
| H | 1723006516.160 | 143.492 | 6.834 | 42.672 | -72 | -80 | -82 | -72 | -74 | -81 | -80 | -83 |
| I | 1723006903.160 | 2.547 | 77.008 | 42.672 | -83 | -100 | -82 | -87 | -78 | -79 | -82 | -76 |
| J | 1723006560.141 | 35.661 | 79.277 | 42.672 | -86 | -83 | -82 | -89 | -82 | -74 | -77 | -72 |
| K | 1723006307.149 | 96.793 | 4.379 | 42.672 | -72 | -100 | -81 | -72 | -74 | -100 | -71 | -81 |
| L | 1723006429.148 | 67.925 | 39.108 | 42.672 | -89 | -83 | -84 | -91 | -82 | -100 | -75 | -63 |
| M | 1723006027.159 | 204.624 | 1.433 | 42.672 | -91 | -99 | -100 | -95 | -99 | -100 | -76 | -88 |
| N | 1723006496.120 | 140.944 | 68.581 | 42.672 | -83 | -78 | -88 | -86 | -83 | -76 | -73 | -77 |
| O | 1723006920.134 | 56.887 | 83.988 | 42.672 | -90 | -72 | -84 | -84 | -89 | -65 | -100 | -73 |
| P | 1723006565.161 | 11.038 | 78.866 | 42.672 | -86 | -82 | -79 | -88 | -78 | -72 | -79 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006297.165
- **Target RSSI fingerprint:** [-72, -85, -84, -86, -73, -86, -78, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.71777212842677,
3.6758947372436523,
42.672000000000004
] | 16 |
32,923 | **[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 | 1724129790.143 | 16.982 | 103.190 | 60.960 | -100 | -73 | -73 | -70 | -100 | -76 | -79 | -70 |
| B | 1724130325.125 | 120.570 | 64.083 | 60.960 | -72 | -82 | -81 | -82 | -73 | -72 | -70 | -73 |
| C | 1724130092.123 | 103.588 | 91.048 | 60.960 | -77 | -77 | -76 | -78 | -76 | -83 | -73 | -65 |
| D | 1724130153.147 | 139.250 | 61.402 | 60.960 | -83 | -76 | -77 | -74 | -79 | -81 | -73 | -76 |
| E | 1724130050.144 | 101.890 | 21.737 | 60.960 | -78 | -75 | -76 | -74 | -77 | -73 | -75 | -70 |
| F | 1724129857.141 | 89.154 | 50.228 | 60.960 | -86 | -74 | -79 | -81 | -78 | -81 | -74 | -68 |
| G | 1724129871.130 | 108.683 | 24.391 | 60.960 | -78 | -87 | -81 | -85 | -68 | -78 | -72 | -76 |
| H | 1724129984.131 | 116.325 | 28.903 | 60.960 | -76 | -78 | -77 | -84 | -73 | -82 | -67 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130281.162
- **Target RSSI fingerprint:** [-77, -82, -80, -82, -75, -83, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32322351974157,
75.22977352142334,
60.96
] | 8 |
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