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Component-Wise Error Correction Method for UWB-Based Localization in Target-Following Mobile Robot

Target-following mobile robots have gained attention in various industrial applications. This study proposes an ultra-wideband-based target localization method that provides highly accurate and robust target tracking performance for a following robot. Based on the least square approximation framewor...

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Autores principales: Bae, Kyungbin, Son, Yooha, Song, Young-Eun, Jung, Hoeryong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838499/
https://www.ncbi.nlm.nih.gov/pubmed/35161924
http://dx.doi.org/10.3390/s22031180
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author Bae, Kyungbin
Son, Yooha
Song, Young-Eun
Jung, Hoeryong
author_facet Bae, Kyungbin
Son, Yooha
Song, Young-Eun
Jung, Hoeryong
author_sort Bae, Kyungbin
collection PubMed
description Target-following mobile robots have gained attention in various industrial applications. This study proposes an ultra-wideband-based target localization method that provides highly accurate and robust target tracking performance for a following robot. Based on the least square approximation framework, the proposed method improves localization accuracy by compensating localization bias and high-frequency deviations component by component. Initial calibration method is proposed to measure the device-dependent localization bias, which enables a compensation of the bias error not only at the calibration points, but also at the any other points. An iterative complementary filter, which recursively produces optimal estimation for each timeframe as a weighted sum of previous and current estimation depending on the reliability of each estimation, is proposed to reduce the deviation of the localization error. The performance of the proposed method is validated using simulations and experiments. Both the magnitude and deviation of the localization error were significantly improved by up to 77 and 51%, respectively, compared with the previous method.
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spelling pubmed-88384992022-02-13 Component-Wise Error Correction Method for UWB-Based Localization in Target-Following Mobile Robot Bae, Kyungbin Son, Yooha Song, Young-Eun Jung, Hoeryong Sensors (Basel) Article Target-following mobile robots have gained attention in various industrial applications. This study proposes an ultra-wideband-based target localization method that provides highly accurate and robust target tracking performance for a following robot. Based on the least square approximation framework, the proposed method improves localization accuracy by compensating localization bias and high-frequency deviations component by component. Initial calibration method is proposed to measure the device-dependent localization bias, which enables a compensation of the bias error not only at the calibration points, but also at the any other points. An iterative complementary filter, which recursively produces optimal estimation for each timeframe as a weighted sum of previous and current estimation depending on the reliability of each estimation, is proposed to reduce the deviation of the localization error. The performance of the proposed method is validated using simulations and experiments. Both the magnitude and deviation of the localization error were significantly improved by up to 77 and 51%, respectively, compared with the previous method. MDPI 2022-02-04 /pmc/articles/PMC8838499/ /pubmed/35161924 http://dx.doi.org/10.3390/s22031180 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
Bae, Kyungbin
Son, Yooha
Song, Young-Eun
Jung, Hoeryong
Component-Wise Error Correction Method for UWB-Based Localization in Target-Following Mobile Robot
title Component-Wise Error Correction Method for UWB-Based Localization in Target-Following Mobile Robot
title_full Component-Wise Error Correction Method for UWB-Based Localization in Target-Following Mobile Robot
title_fullStr Component-Wise Error Correction Method for UWB-Based Localization in Target-Following Mobile Robot
title_full_unstemmed Component-Wise Error Correction Method for UWB-Based Localization in Target-Following Mobile Robot
title_short Component-Wise Error Correction Method for UWB-Based Localization in Target-Following Mobile Robot
title_sort component-wise error correction method for uwb-based localization in target-following mobile robot
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8838499/
https://www.ncbi.nlm.nih.gov/pubmed/35161924
http://dx.doi.org/10.3390/s22031180
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