Modern WLAN Fingerprinting Indoor Positioning Methods and Deployment Challenges

被引:245
|
作者
Khalajmehrabadi, Ali [1 ]
Gatsis, Nikolaos [1 ]
Akopian, David [1 ]
机构
[1] Univ Texas San Antonio, Dept Elect & Comp Engn, San Antonio, TX 78249 USA
来源
关键词
Indoor positioning; WLAN fingerprinting; real time processing; clustering; sparse recovery; outlier detection; ACCESS-POINT SELECTION; LOCATION DETERMINATION; LOCALIZATION; REGRESSION; NAVIGATION; ALGORITHM; TRACKING; ACCURATE; SYSTEM;
D O I
10.1109/COMST.2017.2671454
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Wireless local area networks (WLANs) have become a promising choice for indoor positioning as the only existing and established infrastructure, to localize the mobile and stationary users indoors. However, since WLANs have been initially designed for wireless networking and not positioning, the localization task based on WLAN signals has several challenges. Amongst the WLAN positioning methods, WLAN fingerprinting localization has recently garnered great attention due to its promising performance. Notwithstanding, WLAN fingerprinting faces several challenges and hence, in this paper, our goal is to overview these challenges and corresponding state-of-the-art solutions. This paper consists of three main parts: 1) conventional localization schemes; 2) state-of-the-art approaches; and 3) practical deployment challenges. Since all proposed methods in the WLAN literature have been conducted and tested in different settings, the reported results are not readily comparable. So, we compare some of the representative localization schemes in a single real environment and assess their localization accuracy, positioning error statistics, and complexity. Our results depict illustrative evaluation of the approaches in the literature and guide to future improvement opportunities.
引用
收藏
页码:1974 / 2002
页数:29
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