Exploiting high-precision AoA estimation method using CSI from a single WiFi station

被引:0
|
作者
Bi, Jingxue [1 ,2 ]
Zhao, Meiqi [1 ]
Zheng, Guoqiang [1 ]
Chen, Taoyi [2 ]
Cao, Hongji [1 ]
Yao, Guobiao [1 ]
Su, Fei [1 ]
Wang, Teng [1 ]
Li, Wanqiu [1 ]
Zhang, Guojian [1 ]
机构
[1] Shandong Jianzhu Univ, Sch Surveying & Geoinformat, Jinan 250101, Peoples R China
[2] CETC, Res Inst 54, 589 Zhongshan West Rd, Shijiazhuang 050081, Peoples R China
基金
北京市自然科学基金;
关键词
WiFi; CSI; AoA; Direct path; Multi-layer filtering; spatial smoothing MUSIC; DBSCAN; LOCALIZATION;
D O I
10.1016/j.sigpro.2024.109750
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
The accuracy of estimating the angle of arrival (AoA) using wireless fidelity (WiFi) channel state information (CSI) has been a topic of intense interest in the fields of the Internet of Things, location-based services, etc. We propose a high-precision method of AoA estimation of the direct path (DP) using WiFi CSI from a single station. It contains three stages: data preprocessing, AoA-time of flight (ToF) joint estimation for all paths, and the DP's AoA estimation. Firstly, phase calibration, linear transform, and multiple-layer filtering are accordingly conducted after CSI collection in the preprocessing stage to output the denoised CSI. Then, the AoA and ToF values for all paths are simultaneously obtained utilizing a spatial smoothing multiple signal classification (MUSIC) algorithm. Finally, the density-based spatial clustering for noise applications (DBSCAN) algorithm divides all the AoA and ToF values into several clusters. The target cluster that meets the requirements of maximum counts and minimum mean ToF is subsequently selected. The weighted centroid AoA value of the target cluster is regarded as the AoA of the DP. AoA estimation experiments using different sampling packets are conducted in a small conference room with an Intel 5300 network interface card along a straight line. The proposed method could recognize the DP with a rate of 100 percent and estimate the AoA of the DP with a mean absolute error of 2 degrees and root mean square error of 2.82 degrees Compared with SpotFi and hierarchical clustering-logistic regression systems, the proposed method improves AoA estimation accuracy by at least 75 %. Therefore, the proposed method could achieve a high-precision estimation of the AoA of the DP in the case 26 of different short distances.
引用
收藏
页数:13
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