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A Succinct Method for Non-Line-of-Sight Mitigation for Ultra-Wideband Indoor Positioning System

Ultra-wideband (UWB) is a promising indoor position technology with centimetre-level positioning accuracy in line-of-sight (LOS) situations. However, walls and other obstacles are common in an indoor environment, which can introduce non-line-of-sight (NLOS) and deteriorate UWB positioning accuracy t...

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Autores principales: Liu, Ang, Lin, Shiwei, Wang, Jianguo, Kong, Xiaoying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9657962/
https://www.ncbi.nlm.nih.gov/pubmed/36365945
http://dx.doi.org/10.3390/s22218247
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author Liu, Ang
Lin, Shiwei
Wang, Jianguo
Kong, Xiaoying
author_facet Liu, Ang
Lin, Shiwei
Wang, Jianguo
Kong, Xiaoying
author_sort Liu, Ang
collection PubMed
description Ultra-wideband (UWB) is a promising indoor position technology with centimetre-level positioning accuracy in line-of-sight (LOS) situations. However, walls and other obstacles are common in an indoor environment, which can introduce non-line-of-sight (NLOS) and deteriorate UWB positioning accuracy to the meter level. This paper proposed a succinct method to identify NLOS induced by walls and mitigate the error for improved UWB positioning with NLOS. First, NLOS is detected by a sliding window method, which can identify approximately 90% of NLOS cases in a harsh indoor environment. Then, a delay model is designed to mitigate the error of the UWB signal propagating through a wall. Finally, all the distance measurements, including LOS and NLOS, are used to calculate the mobile UWB tag position with ordinary least squares (OLS) or weighted least squares (WLS). Experiment results show that with correct NLOS indentation and delay model, the proposed method can achieve positioning accuracy in NLOS environments close to the level of LOS. Compared with OLS, WLS can further optimise the positioning results. Correct NLOS indentation, accurate delay model and proper weights in the WLS are the keys to accurate UWB positioning in NLOS environments.
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spelling pubmed-96579622022-11-15 A Succinct Method for Non-Line-of-Sight Mitigation for Ultra-Wideband Indoor Positioning System Liu, Ang Lin, Shiwei Wang, Jianguo Kong, Xiaoying Sensors (Basel) Article Ultra-wideband (UWB) is a promising indoor position technology with centimetre-level positioning accuracy in line-of-sight (LOS) situations. However, walls and other obstacles are common in an indoor environment, which can introduce non-line-of-sight (NLOS) and deteriorate UWB positioning accuracy to the meter level. This paper proposed a succinct method to identify NLOS induced by walls and mitigate the error for improved UWB positioning with NLOS. First, NLOS is detected by a sliding window method, which can identify approximately 90% of NLOS cases in a harsh indoor environment. Then, a delay model is designed to mitigate the error of the UWB signal propagating through a wall. Finally, all the distance measurements, including LOS and NLOS, are used to calculate the mobile UWB tag position with ordinary least squares (OLS) or weighted least squares (WLS). Experiment results show that with correct NLOS indentation and delay model, the proposed method can achieve positioning accuracy in NLOS environments close to the level of LOS. Compared with OLS, WLS can further optimise the positioning results. Correct NLOS indentation, accurate delay model and proper weights in the WLS are the keys to accurate UWB positioning in NLOS environments. MDPI 2022-10-27 /pmc/articles/PMC9657962/ /pubmed/36365945 http://dx.doi.org/10.3390/s22218247 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Liu, Ang
Lin, Shiwei
Wang, Jianguo
Kong, Xiaoying
A Succinct Method for Non-Line-of-Sight Mitigation for Ultra-Wideband Indoor Positioning System
title A Succinct Method for Non-Line-of-Sight Mitigation for Ultra-Wideband Indoor Positioning System
title_full A Succinct Method for Non-Line-of-Sight Mitigation for Ultra-Wideband Indoor Positioning System
title_fullStr A Succinct Method for Non-Line-of-Sight Mitigation for Ultra-Wideband Indoor Positioning System
title_full_unstemmed A Succinct Method for Non-Line-of-Sight Mitigation for Ultra-Wideband Indoor Positioning System
title_short A Succinct Method for Non-Line-of-Sight Mitigation for Ultra-Wideband Indoor Positioning System
title_sort succinct method for non-line-of-sight mitigation for ultra-wideband indoor positioning system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9657962/
https://www.ncbi.nlm.nih.gov/pubmed/36365945
http://dx.doi.org/10.3390/s22218247
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