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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8659529 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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