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Localization Based on Magnetic Markers for an All-Wheel Steering Vehicle

Real-time continuous localization is a key technology in the development of intelligent transportation systems. In these systems, it is very important to have accurate information about the position and heading angle of the vehicle at all times. The most widely implemented methods for positioning ar...

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Autores principales: Byun, Yeun Sub, Kim, Young Chol
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5190996/
https://www.ncbi.nlm.nih.gov/pubmed/27916827
http://dx.doi.org/10.3390/s16122015
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author Byun, Yeun Sub
Kim, Young Chol
author_facet Byun, Yeun Sub
Kim, Young Chol
author_sort Byun, Yeun Sub
collection PubMed
description Real-time continuous localization is a key technology in the development of intelligent transportation systems. In these systems, it is very important to have accurate information about the position and heading angle of the vehicle at all times. The most widely implemented methods for positioning are the global positioning system (GPS), vision-based system, and magnetic marker system. Among these methods, the magnetic marker system is less vulnerable to indoor and outdoor environment conditions; moreover, it requires minimal maintenance expenses. In this paper, we present a position estimation scheme based on magnetic markers and odometry sensors for an all-wheel-steering vehicle. The heading angle of the vehicle is determined by using the position coordinates of the last two detected magnetic markers and odometer data. The instant position and heading angle of the vehicle are integrated with an extended Kalman filter to estimate the continuous position. GPS data with the real-time kinematics mode was obtained to evaluate the performance of the proposed position estimation system. The test results show that the performance of the proposed localization algorithm is accurate (mean error: 3 cm; max error: 9 cm) and reliable under unexpected missing markers or incorrect markers.
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spelling pubmed-51909962017-01-03 Localization Based on Magnetic Markers for an All-Wheel Steering Vehicle Byun, Yeun Sub Kim, Young Chol Sensors (Basel) Article Real-time continuous localization is a key technology in the development of intelligent transportation systems. In these systems, it is very important to have accurate information about the position and heading angle of the vehicle at all times. The most widely implemented methods for positioning are the global positioning system (GPS), vision-based system, and magnetic marker system. Among these methods, the magnetic marker system is less vulnerable to indoor and outdoor environment conditions; moreover, it requires minimal maintenance expenses. In this paper, we present a position estimation scheme based on magnetic markers and odometry sensors for an all-wheel-steering vehicle. The heading angle of the vehicle is determined by using the position coordinates of the last two detected magnetic markers and odometer data. The instant position and heading angle of the vehicle are integrated with an extended Kalman filter to estimate the continuous position. GPS data with the real-time kinematics mode was obtained to evaluate the performance of the proposed position estimation system. The test results show that the performance of the proposed localization algorithm is accurate (mean error: 3 cm; max error: 9 cm) and reliable under unexpected missing markers or incorrect markers. MDPI 2016-11-29 /pmc/articles/PMC5190996/ /pubmed/27916827 http://dx.doi.org/10.3390/s16122015 Text en © 2016 by the authors; 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Byun, Yeun Sub
Kim, Young Chol
Localization Based on Magnetic Markers for an All-Wheel Steering Vehicle
title Localization Based on Magnetic Markers for an All-Wheel Steering Vehicle
title_full Localization Based on Magnetic Markers for an All-Wheel Steering Vehicle
title_fullStr Localization Based on Magnetic Markers for an All-Wheel Steering Vehicle
title_full_unstemmed Localization Based on Magnetic Markers for an All-Wheel Steering Vehicle
title_short Localization Based on Magnetic Markers for an All-Wheel Steering Vehicle
title_sort localization based on magnetic markers for an all-wheel steering vehicle
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5190996/
https://www.ncbi.nlm.nih.gov/pubmed/27916827
http://dx.doi.org/10.3390/s16122015
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