Cargando…

An Indoor UWB 3D Positioning Method for Coplanar Base Stations

As an indispensable type of information, location data are used in various industries. Ultrawideband (UWB) technology has been used for indoor location estimation due to its excellent ranging performance. However, the accuracy of the location estimation results is heavily affected by the deployment...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhou, Ning, Si, Minghao, Li, Dehai, Seow, Chee Kiat, Mi, Jinzhong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9785631/
https://www.ncbi.nlm.nih.gov/pubmed/36560002
http://dx.doi.org/10.3390/s22249634
_version_ 1784858095654010880
author Zhou, Ning
Si, Minghao
Li, Dehai
Seow, Chee Kiat
Mi, Jinzhong
author_facet Zhou, Ning
Si, Minghao
Li, Dehai
Seow, Chee Kiat
Mi, Jinzhong
author_sort Zhou, Ning
collection PubMed
description As an indispensable type of information, location data are used in various industries. Ultrawideband (UWB) technology has been used for indoor location estimation due to its excellent ranging performance. However, the accuracy of the location estimation results is heavily affected by the deployment of base stations; in particular, the base station deployment space is limited in certain scenarios. In underground mines, base stations must be placed on the roof to ensure signal coverage, which is almost coplanar in nature. Existing indoor positioning solutions suffer from both difficulties in the correct convergence of results and poor positioning accuracy under coplanar base-station conditions. To correctly estimate position in coplanar base-station scenarios, this paper proposes a novel iterative method. Based on the Newton iteration method, a selection range for the initial value and iterative convergence control conditions were derived to improve the convergence performance of the algorithm. In this paper, we mathematically analyze the impact of the localization solution for coplanar base stations and derive the expression for the localization accuracy performance. The proposed method demonstrated a positioning accuracy of 5 cm in the experimental campaign for the comparative analysis, with the multi-epoch observation results being stable within 10 cm. Furthermore, it was found that, when base stations are coplanar, the test point accuracy can be improved by an average of 63.54% compared to the conventional positioning algorithm. In the base-station coplanar deployment scenario, the upper bound of the CDF convergence in the proposed method outperformed the conventional positioning algorithm by about 30%.
format Online
Article
Text
id pubmed-9785631
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-97856312022-12-24 An Indoor UWB 3D Positioning Method for Coplanar Base Stations Zhou, Ning Si, Minghao Li, Dehai Seow, Chee Kiat Mi, Jinzhong Sensors (Basel) Article As an indispensable type of information, location data are used in various industries. Ultrawideband (UWB) technology has been used for indoor location estimation due to its excellent ranging performance. However, the accuracy of the location estimation results is heavily affected by the deployment of base stations; in particular, the base station deployment space is limited in certain scenarios. In underground mines, base stations must be placed on the roof to ensure signal coverage, which is almost coplanar in nature. Existing indoor positioning solutions suffer from both difficulties in the correct convergence of results and poor positioning accuracy under coplanar base-station conditions. To correctly estimate position in coplanar base-station scenarios, this paper proposes a novel iterative method. Based on the Newton iteration method, a selection range for the initial value and iterative convergence control conditions were derived to improve the convergence performance of the algorithm. In this paper, we mathematically analyze the impact of the localization solution for coplanar base stations and derive the expression for the localization accuracy performance. The proposed method demonstrated a positioning accuracy of 5 cm in the experimental campaign for the comparative analysis, with the multi-epoch observation results being stable within 10 cm. Furthermore, it was found that, when base stations are coplanar, the test point accuracy can be improved by an average of 63.54% compared to the conventional positioning algorithm. In the base-station coplanar deployment scenario, the upper bound of the CDF convergence in the proposed method outperformed the conventional positioning algorithm by about 30%. MDPI 2022-12-08 /pmc/articles/PMC9785631/ /pubmed/36560002 http://dx.doi.org/10.3390/s22249634 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
Zhou, Ning
Si, Minghao
Li, Dehai
Seow, Chee Kiat
Mi, Jinzhong
An Indoor UWB 3D Positioning Method for Coplanar Base Stations
title An Indoor UWB 3D Positioning Method for Coplanar Base Stations
title_full An Indoor UWB 3D Positioning Method for Coplanar Base Stations
title_fullStr An Indoor UWB 3D Positioning Method for Coplanar Base Stations
title_full_unstemmed An Indoor UWB 3D Positioning Method for Coplanar Base Stations
title_short An Indoor UWB 3D Positioning Method for Coplanar Base Stations
title_sort indoor uwb 3d positioning method for coplanar base stations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9785631/
https://www.ncbi.nlm.nih.gov/pubmed/36560002
http://dx.doi.org/10.3390/s22249634
work_keys_str_mv AT zhouning anindooruwb3dpositioningmethodforcoplanarbasestations
AT siminghao anindooruwb3dpositioningmethodforcoplanarbasestations
AT lidehai anindooruwb3dpositioningmethodforcoplanarbasestations
AT seowcheekiat anindooruwb3dpositioningmethodforcoplanarbasestations
AT mijinzhong anindooruwb3dpositioningmethodforcoplanarbasestations
AT zhouning indooruwb3dpositioningmethodforcoplanarbasestations
AT siminghao indooruwb3dpositioningmethodforcoplanarbasestations
AT lidehai indooruwb3dpositioningmethodforcoplanarbasestations
AT seowcheekiat indooruwb3dpositioningmethodforcoplanarbasestations
AT mijinzhong indooruwb3dpositioningmethodforcoplanarbasestations