Pushing the Boundaries of High-Precision AoA Estimation With Enhanced Phase Estimation Protocol

被引:0
|
作者
Zhao, Xiaopeng [1 ]
Wang, Guosheng [1 ]
An, Zhenlin [1 ]
Pan, Qingrui [1 ]
Lin, Qiongzheng [1 ]
Yang, Lei [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R China
来源
IEEE INTERNET OF THINGS JOURNAL | 2024年 / 11卷 / 17期
关键词
Backscatter; Location awareness; Radio frequency; Logic gates; Phase noise; Phase estimation; Meters; Angle of Arrival (AoA); antenna array; phase estimation; radio-frequency identification (RFID); wireless localization; BACKSCATTER;
D O I
10.1109/JIOT.2024.3401842
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The emergence of high-precision indoor backscatter tag tracking in GPS-deprived environments has advanced applications from virtual reality to factory automation. Despite this, the high-precision tracking range remains limited to just a few meters, restricting the use of backscatters to the vicinity of checkpoints in warehouses, even though they possess a communication range of 50 m. We have identified that this limited localization range primarily originates from the butterfly effect in localization systems, where a slight phase measurement error gradually escalates into a substantial localization error. This article introduces two innovative phase estimation protocols to address the intrinsic challenges in achieving high-accuracy phase estimation over long-distance communication. The first, consistent phase estimator (CPE), resolves the $\boldsymbol {\pi }$ -ambiguity commonly encountered with commercial radio-frequency identification readers. Building on this, CPE+ is designed to cancel flicker noise, neutral white noise, and restore spatial and temporal imbalances. Our experimental results demonstrate that CPE+ extends the range of accurate Angle of Arrival (AoA) estimation and centimeter-level localization from 8 to 15 m in stationary scenarios. It maintains decimeter-level accuracy across the entire 50-m communication range for CPE+ with two or more gateways. In dynamic scenarios, the error of CPE+ increases with tag speed, reaching a median localization error of 11.7 cm at 5 m for tag speeds of 50 cm/s.
引用
收藏
页码:28184 / 28199
页数:16
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