Survey on NLOS Identification and Error Mitigation for UWB Indoor Positioning

被引:13
|
作者
Wang, Fang [1 ]
Tang, Hai [2 ]
Chen, Jialei [2 ]
机构
[1] Civil Aviat Flight Univ China, Sch Sci, Guanghan 618307, Peoples R China
[2] Civil Aviat Flight Univ China, Sch Comp Sci, Guanghan 618307, Peoples R China
关键词
NLOS identification; error mitigation; UWB; indoor positioning; OF-SIGHT IDENTIFICATION; LOS/NLOS IDENTIFICATION; LOCALIZATION; LOCATION; SYSTEMS; PATH; LOS;
D O I
10.3390/electronics12071678
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Ultra-wideband (UWB) positioning systems often operate in a non-line-of-sight (NLOS) environment. NLOS propagation has become the main source of ultra-wideband indoor positioning errors. As such, how to identify and correct NLOS errors has become a key problem that must be solved in high-accuracy indoor positioning technology. This paper firstly describes the influence of the NLOS propagation path on localization accuracy and the generation method of ultra-wideband signals, and secondly classifies and analyzes the currently available algorithms for ultra-wideband non-line-of-sight (NLOS) identification and error suppression. For the identification of NLOS, the residual analysis judgement method, statistical feature class identification method, machine learning method and geometric feature judgement method are discussed. For the suppression of NLOS propagation errors, weighting-based methods, filtering-based methods, line-of-sight reconstruction algorithms, neural network algorithms, optimization methods with constraints, and path tracing methods are discussed. Finally, we conclude the paper and point out the problems that need to be solved in NLOS indoor positioning.
引用
收藏
页数:18
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