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Localization and Mapping Using Only a Rotating FMCW Radar Sensor

Rotating radar sensors are perception systems rarely used in mobile robotics. This paper is concerned with the use of a mobile ground-based panoramic radar sensor which is able to deliver both distance and velocity of multiple targets in its surrounding. The consequence of using such a sensor in hig...

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Detalles Bibliográficos
Autores principales: Vivet, Damien, Checchin, Paul, Chapuis, Roland
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3673098/
https://www.ncbi.nlm.nih.gov/pubmed/23567523
http://dx.doi.org/10.3390/s130404527
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author Vivet, Damien
Checchin, Paul
Chapuis, Roland
author_facet Vivet, Damien
Checchin, Paul
Chapuis, Roland
author_sort Vivet, Damien
collection PubMed
description Rotating radar sensors are perception systems rarely used in mobile robotics. This paper is concerned with the use of a mobile ground-based panoramic radar sensor which is able to deliver both distance and velocity of multiple targets in its surrounding. The consequence of using such a sensor in high speed robotics is the appearance of both geometric and Doppler velocity distortions in the collected data. These effects are, in the majority of studies, ignored or considered as noise and then corrected based on proprioceptive sensors or localization systems. Our purpose is to study and use data distortion and Doppler effect as sources of information in order to estimate the vehicle's displacement. The linear and angular velocities of the mobile robot are estimated by analyzing the distortion of the measurements provided by the panoramic Frequency Modulated Continuous Wave (FMCW) radar, called IMPALA. Without the use of any proprioceptive sensor, these estimates are then used to build the trajectory of the vehicle and the radar map of outdoor environments. In this paper, radar-only localization and mapping results are presented for a ground vehicle moving at high speed.
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spelling pubmed-36730982013-06-19 Localization and Mapping Using Only a Rotating FMCW Radar Sensor Vivet, Damien Checchin, Paul Chapuis, Roland Sensors (Basel) Article Rotating radar sensors are perception systems rarely used in mobile robotics. This paper is concerned with the use of a mobile ground-based panoramic radar sensor which is able to deliver both distance and velocity of multiple targets in its surrounding. The consequence of using such a sensor in high speed robotics is the appearance of both geometric and Doppler velocity distortions in the collected data. These effects are, in the majority of studies, ignored or considered as noise and then corrected based on proprioceptive sensors or localization systems. Our purpose is to study and use data distortion and Doppler effect as sources of information in order to estimate the vehicle's displacement. The linear and angular velocities of the mobile robot are estimated by analyzing the distortion of the measurements provided by the panoramic Frequency Modulated Continuous Wave (FMCW) radar, called IMPALA. Without the use of any proprioceptive sensor, these estimates are then used to build the trajectory of the vehicle and the radar map of outdoor environments. In this paper, radar-only localization and mapping results are presented for a ground vehicle moving at high speed. Molecular Diversity Preservation International (MDPI) 2013-04-08 /pmc/articles/PMC3673098/ /pubmed/23567523 http://dx.doi.org/10.3390/s130404527 Text en © 2013 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 license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Vivet, Damien
Checchin, Paul
Chapuis, Roland
Localization and Mapping Using Only a Rotating FMCW Radar Sensor
title Localization and Mapping Using Only a Rotating FMCW Radar Sensor
title_full Localization and Mapping Using Only a Rotating FMCW Radar Sensor
title_fullStr Localization and Mapping Using Only a Rotating FMCW Radar Sensor
title_full_unstemmed Localization and Mapping Using Only a Rotating FMCW Radar Sensor
title_short Localization and Mapping Using Only a Rotating FMCW Radar Sensor
title_sort localization and mapping using only a rotating fmcw radar sensor
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3673098/
https://www.ncbi.nlm.nih.gov/pubmed/23567523
http://dx.doi.org/10.3390/s130404527
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