WiFi Fingerprint Localization With Circular Boundary

被引:6
|
作者
Tao, Ye [1 ]
Zhao, Long [1 ]
机构
[1] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金; 国家重点研发计划;
关键词
Wireless fidelity; Shape; Loss measurement; Location awareness; Databases; Linear programming; Transmitting antennas; Indoor localization; WiFi fingerprint; AP heterogeneity; circular boundary; AP-Sequence;
D O I
10.1109/LCOMM.2021.3092721
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
For the issues (heterogeneity, heavy initial training, etc.) in WiFi fingerprinting-based positioning technology, a circular boundary is proposed in this letter. First, the correctness of the boundary is proved by theoretical derivation. Then, for the fact that only the information of reference points (RPs) is known in real environment, objective functions are set and the relationship between the center and radius is explored to solve the expression of circular boundary. Finally, the AP-Sequence algorithm is adopted to estimate users' location. Experimental results show that the proposed algorithm with low-overhead fingerprinting achieving an average localization error of 5-8 m outperforms other state-of-the-art approaches based on AP-Sequence (e.g. FreeLoc, SBL.).
引用
收藏
页码:2928 / 2932
页数:5
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