DocumentCode
2169321
Title
Non-line-of-sight mitigation in TOA-based RTLS using partially linear model
Author
Hairan Wu ; Senchun Chai ; Lingguo Cui
Author_Institution
Sch. of Autom., Beijing Inst. of Technol., Beijing, China
fYear
2013
fDate
17-19 Nov. 2013
Firstpage
418
Lastpage
423
Abstract
Location-awareness is becoming an essential aspect of wireless networks. However, the non-line-of-sight (NLOS) environment with the presence of walls and other obstacles that result in positively biased estimations, which present a significant challenge for traditional multilateral techniques. In this paper, a robust estimator based on a partially linear model is proposed to improve the localization accuracy in the case of the NLOS environment. By employing linearization of multilateral ranging equations, the position estimation can be obtained without prior knowledge about the density of measurement errors. In order to evaluate the performance of the provided methodology, Monte Carlo simulations and practical experiments have been carried out. Comparing with the existing method, the proposed approach can achieve high localization accuracy especially when NLOS contamination is high.
Keywords
Monte Carlo methods; radio direction-finding; time-of-arrival estimation; Monte Carlo simulations; NLOS environment; TOA-based RTLS; localization accuracy; location-awareness; measurement errors; multilateral ranging equations; multilateral techniques; nonline-of-sight environment; nonline-of-sight mitigation; partially linear model; position estimation; positively biased estimations; robust estimator; wireless networks; Contamination; Distance measurement; Maximum likelihood estimation; Noise; Pollution measurement; Robustness; Non-line-of-sight (NLOS) mitigation; Partially linear model; Real time location system (RTLS);
fLanguage
English
Publisher
ieee
Conference_Titel
Communication Technology (ICCT), 2013 15th IEEE International Conference on
Conference_Location
Guilin
Type
conf
DOI
10.1109/ICCT.2013.6820412
Filename
6820412
Link To Document