PILA: Sub-Meter Localization Using CSI from Commodity Wi-Fi Devices

被引:8
|
作者
Tian, Zengshan [1 ]
Li, Ze [1 ]
Zhou, Mu [1 ]
Jin, Yue [1 ]
Wu, Zipeng [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, Chongqing Key Lab Mobile Commun Technol, Chongqing 400065, Peoples R China
基金
中国国家自然科学基金;
关键词
indoor localization; Wi-Fi; Channel State Information; Angle-of-Arrival; Received Signal Strength; LOCATION; ALGORITHM;
D O I
10.3390/s16101664
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The aim of this paper is to present a new indoor localization approach by employing the Angle-of-arrival (AOA) and Received Signal Strength (RSS) measurements in Wi-Fi network. To achieve this goal, we first collect the Channel State Information (CSI) by using the commodity Wi-Fi devices with our designed three antennas to estimate the AOA of Wi-Fi signal. Second, we propose a direct path identification algorithm to obtain the direct signal path for the sake of reducing the interference of multipath effect on the AOA estimation. Third, we construct a new objective function to solve the localization problem by integrating the AOA and RSS information. Although the localization problem is non-convex, we use the Second-order Cone Programming (SOCP) relaxation approach to transform it into a convex problem. Finally, the effectiveness of our approach is verified based on the prototype implementation by using the commodity Wi-Fi devices. The experimental results show that our approach can achieve the median error 0.7 m in the actual indoor environment.
引用
收藏
页数:20
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