A novel CSI-based fingerprinting for localization with a single AP

被引:28
|
作者
Zhang, Lei [1 ,2 ,3 ]
Ding, Enjie [1 ,2 ,3 ]
Hu, Yanjun [1 ,2 ,3 ]
Liu, Yafeng [1 ,2 ,3 ]
机构
[1] China Univ Min & Technol, Sch Informat & Control Engn, Xuzhou 221000, Jiangsu, Peoples R China
[2] China Univ Min & Technol, IoT Percept Mine Res Ctr, Xuzhou 221000, Jiangsu, Peoples R China
[3] Natl & Local Joint Engn Lab Internet Applicat Tec, Xuzhou 221008, Jiangsu, Peoples R China
关键词
WiFi network; Indoor localization; Channel state information; Phase decomposition; MIMO-OFDM; INDOOR LOCALIZATION;
D O I
10.1186/s13638-019-1371-y
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
WiFi-based indoor localization techniques are critical for location-based services. Among them, fingerprint-based method gains considerable interest due to its high accuracy and low equipment requirement. One of the major challenges faced by fingerprint-based position system is that in some places there are not enough access points (AP) to provide features for accurate location. To address that, we propose a novel fingerprint-based system using only a single AP. We propose a novel phase decomposition method to obtain the phase of multipath provided by a AP and use the decomposed phase as a fingerprint after the feature exaction by principal component analysis (PCA). Performance in the laboratory, meeting room, and corridor is investigated, and our system is also compared with a RSSI-based and a CSI-based fingerprint localization system. As the experimental results suggest, the minimum mean distance error is 0.6m in the laboratory, 0.45m in the meeting room, and 1.08m in the corridor, outperforming the other two systems.
引用
收藏
页数:14
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