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A Distance Increment Smoothing Method and Its Application on the Detection of NLOS in the Cooperative Positioning

The wide use of cooperative missions using multiple unmanned platforms has made relative distance information an essential factor for cooperative positioning and formation control. Reducing the range error effectively in real time has become the main technical challenge. We present a new method to d...

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Detalles Bibliográficos
Autores principales: Zhao, Dongqing, Wang, Dongmin, Xiang, Minzhi, Li, Jinfei, Yang, Chaoyong, Zhang, Letian, Li, Linyang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659529/
https://www.ncbi.nlm.nih.gov/pubmed/34884032
http://dx.doi.org/10.3390/s21238028
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author Zhao, Dongqing
Wang, Dongmin
Xiang, Minzhi
Li, Jinfei
Yang, Chaoyong
Zhang, Letian
Li, Linyang
author_facet Zhao, Dongqing
Wang, Dongmin
Xiang, Minzhi
Li, Jinfei
Yang, Chaoyong
Zhang, Letian
Li, Linyang
author_sort Zhao, Dongqing
collection PubMed
description The wide use of cooperative missions using multiple unmanned platforms has made relative distance information an essential factor for cooperative positioning and formation control. Reducing the range error effectively in real time has become the main technical challenge. We present a new method to deal with ranging errors based on the distance increment (DI). The DI calculated by dead reckoning is used to smooth the DI obtained by the cooperative positioning, and the smoothed DI is then used to detect and estimate the non-line-of-sight (NLOS) error as well as to smooth the observed values containing random noise in the filtering process. Simulation and experimental results show that the relative accuracy of NLOS estimation is 8.17%, with the maximum random error reduced by 40.27%. The algorithm weakens the influence of NLOS and random errors on the measurement distance, thus improving the relative distance precision and enhancing the stability and reliability of cooperative positioning.
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spelling pubmed-86595292021-12-10 A Distance Increment Smoothing Method and Its Application on the Detection of NLOS in the Cooperative Positioning Zhao, Dongqing Wang, Dongmin Xiang, Minzhi Li, Jinfei Yang, Chaoyong Zhang, Letian Li, Linyang Sensors (Basel) Article The wide use of cooperative missions using multiple unmanned platforms has made relative distance information an essential factor for cooperative positioning and formation control. Reducing the range error effectively in real time has become the main technical challenge. We present a new method to deal with ranging errors based on the distance increment (DI). The DI calculated by dead reckoning is used to smooth the DI obtained by the cooperative positioning, and the smoothed DI is then used to detect and estimate the non-line-of-sight (NLOS) error as well as to smooth the observed values containing random noise in the filtering process. Simulation and experimental results show that the relative accuracy of NLOS estimation is 8.17%, with the maximum random error reduced by 40.27%. The algorithm weakens the influence of NLOS and random errors on the measurement distance, thus improving the relative distance precision and enhancing the stability and reliability of cooperative positioning. MDPI 2021-12-01 /pmc/articles/PMC8659529/ /pubmed/34884032 http://dx.doi.org/10.3390/s21238028 Text en © 2021 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
Zhao, Dongqing
Wang, Dongmin
Xiang, Minzhi
Li, Jinfei
Yang, Chaoyong
Zhang, Letian
Li, Linyang
A Distance Increment Smoothing Method and Its Application on the Detection of NLOS in the Cooperative Positioning
title A Distance Increment Smoothing Method and Its Application on the Detection of NLOS in the Cooperative Positioning
title_full A Distance Increment Smoothing Method and Its Application on the Detection of NLOS in the Cooperative Positioning
title_fullStr A Distance Increment Smoothing Method and Its Application on the Detection of NLOS in the Cooperative Positioning
title_full_unstemmed A Distance Increment Smoothing Method and Its Application on the Detection of NLOS in the Cooperative Positioning
title_short A Distance Increment Smoothing Method and Its Application on the Detection of NLOS in the Cooperative Positioning
title_sort distance increment smoothing method and its application on the detection of nlos in the cooperative positioning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659529/
https://www.ncbi.nlm.nih.gov/pubmed/34884032
http://dx.doi.org/10.3390/s21238028
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