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Indoor Positioning System with UWB Based on a Digital Twin

Ultra-wideband (UWB) technology is used for indoor positioning, but its positioning accuracy is usually degenerated by various obstacles in the indoor environment because of non-line-of-sight (NLOS). Facing the complex and changeable indoor environment, an indoor positioning system with UWB based on...

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Detalles Bibliográficos
Autores principales: Lou, Ping, Zhao, Qi, Zhang, Xiaomei, Li, Da, Hu, Jiwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9413971/
https://www.ncbi.nlm.nih.gov/pubmed/36015697
http://dx.doi.org/10.3390/s22165936
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author Lou, Ping
Zhao, Qi
Zhang, Xiaomei
Li, Da
Hu, Jiwei
author_facet Lou, Ping
Zhao, Qi
Zhang, Xiaomei
Li, Da
Hu, Jiwei
author_sort Lou, Ping
collection PubMed
description Ultra-wideband (UWB) technology is used for indoor positioning, but its positioning accuracy is usually degenerated by various obstacles in the indoor environment because of non-line-of-sight (NLOS). Facing the complex and changeable indoor environment, an indoor positioning system with UWB based on a digital twin is presented in this paper. The indoor positioning accuracy is improved with a perception–prediction feedback of cyber-physics space in this indoor positioning system. In addition, an anchor layout method with virtuality–reality interaction and an error mitigation method based on neural networks is put forward in this system. Finally, a case study is presented to validate this indoor positioning system with a significant improvement in positioning accuracy.
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spelling pubmed-94139712022-08-27 Indoor Positioning System with UWB Based on a Digital Twin Lou, Ping Zhao, Qi Zhang, Xiaomei Li, Da Hu, Jiwei Sensors (Basel) Article Ultra-wideband (UWB) technology is used for indoor positioning, but its positioning accuracy is usually degenerated by various obstacles in the indoor environment because of non-line-of-sight (NLOS). Facing the complex and changeable indoor environment, an indoor positioning system with UWB based on a digital twin is presented in this paper. The indoor positioning accuracy is improved with a perception–prediction feedback of cyber-physics space in this indoor positioning system. In addition, an anchor layout method with virtuality–reality interaction and an error mitigation method based on neural networks is put forward in this system. Finally, a case study is presented to validate this indoor positioning system with a significant improvement in positioning accuracy. MDPI 2022-08-09 /pmc/articles/PMC9413971/ /pubmed/36015697 http://dx.doi.org/10.3390/s22165936 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
Lou, Ping
Zhao, Qi
Zhang, Xiaomei
Li, Da
Hu, Jiwei
Indoor Positioning System with UWB Based on a Digital Twin
title Indoor Positioning System with UWB Based on a Digital Twin
title_full Indoor Positioning System with UWB Based on a Digital Twin
title_fullStr Indoor Positioning System with UWB Based on a Digital Twin
title_full_unstemmed Indoor Positioning System with UWB Based on a Digital Twin
title_short Indoor Positioning System with UWB Based on a Digital Twin
title_sort indoor positioning system with uwb based on a digital twin
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9413971/
https://www.ncbi.nlm.nih.gov/pubmed/36015697
http://dx.doi.org/10.3390/s22165936
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