Decimeter-Level Indoor Localization Using WiFi Round-Trip Phase and Factor Graph Optimization

被引:6
作者
Shi, Fangzhan [1 ]
Li, Wenda [2 ]
Tang, Chong [1 ]
Fang, Yuan [1 ]
Brennan, Paul V. [3 ]
Chetty, Kevin [1 ]
机构
[1] UCL, Dept Secur & Crime Sci, London WC1E 6BT, England
[2] Univ Dundee, Dept Biomed Engn, Dundee DD1 4HN, Scotland
[3] UCL, Dept Elect & Elect Engn, London WC1E 6BT, England
基金
英国工程与自然科学研究理事会;
关键词
Location awareness; Wireless fidelity; Fingerprint recognition; Databases; MIMO communication; Optimization; Distance measurement; WiFi localization; round-trip phase; factor graph optimization; OFDM;
D O I
10.1109/JSAC.2023.3322812
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Indoor localization using WiFi signals has been studied since the emergence of WiFi communication. This paper presents a novel training-free approach to indoor localization using a customized WiFi protocol for data collection and a factor graph-based back-end for localization. The protocol measures the round-trip phase, which is very sensitive to small changes in displacement. This is because the sub-wavelength displacements introduce significant phase changes in WiFi signal. However, the phase cannot provide absolute range information due to angle wrap. Consequently, it can only be used for relative distance (displacement) measurement. By tracking the round-trip phase over time and unwrapping it, a relative distance measurement can be realized and achieve a mean absolute error (MAE) of 0.06m. For 2-D localization, factor graph optimization is applied to the round-trip phase measurements between the STA (station) and four APs (access points). Experiments show the proposed concept can offer a decimeter-level (0.26m MAE and 0.24m 50%CDF) performance for real-world indoor localization.
引用
收藏
页码:177 / 191
页数:15
相关论文
共 34 条
[1]  
[Anonymous], IEEE SA IEEE 802.11-2016
[2]  
[Anonymous], IEEE SA-IEEE 802.11az-2022
[3]   Fine Time Measurement for the Internet of Things: A Practical Approach Using ESP32 [J].
Barral Vales, Valentin ;
Campos Fernandez, Omar ;
Dominguez-Bolano, Tomas ;
Escudero, Carlos J. ;
Garcia-Naya, Jose A. .
IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (19) :18305-18318
[4]  
Campos R. S., 2015, RP Positioning: Fundamentals, Appli cations, and Tools
[5]   Achieving Centimeter-Accuracy Indoor Localization on WiFi Platforms: A Multi-Antenna Approach [J].
Chen, Chen ;
Chen, Yan ;
Han, Yi ;
Lai, Hung-Quoc ;
Zhang, Feng ;
Liu, K. J. Ray .
IEEE INTERNET OF THINGS JOURNAL, 2017, 4 (01) :122-134
[6]  
Collins TF, 2018, ARTECH HSE MOB COMM, P1
[7]  
Dellaert Frank, 2023, Zenodo
[8]   CRISLoc: Reconstructable CSI Fingerprinting for Indoor Smartphone Localization [J].
Gao, Zhihui ;
Gao, Yunfan ;
Wang, Sulei ;
Li, Dan ;
Xu, Yuedong .
IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (05) :3422-3437
[9]  
Gentner C, 2020, IEEE POSITION LOCAT, P1029, DOI [10.1109/plans46316.2020.9110232, 10.1109/PLANS46316.2020.9110232]
[10]   Phaser: Enabling Phased Array Signal Processing on Commodity WiFi Access Points [J].
Gjengset, Jon ;
Xiong, Jie ;
McPhillips, Graeme ;
Jamieson, Kyle .
PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING (MOBICOM '14), 2014, :153-163