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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9413971 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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