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Reactive Navigation on Natural Environments by Continuous Classification of Ground Traversability

Reactivity is a key component for autonomous vehicles navigating on natural terrains in order to safely avoid unknown obstacles. To this end, it is necessary to continuously assess traversability by processing on-board sensor data. This paper describes the case study of mobile robot Andabata that cl...

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Detalles Bibliográficos
Autores principales: Martínez, Jorge L., Morales, Jesús, Sánchez, Manuel, Morán, Mariano, Reina, Antonio J., Fernández-Lozano, J. Jesús
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7697802/
https://www.ncbi.nlm.nih.gov/pubmed/33182808
http://dx.doi.org/10.3390/s20226423
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author Martínez, Jorge L.
Morales, Jesús
Sánchez, Manuel
Morán, Mariano
Reina, Antonio J.
Fernández-Lozano, J. Jesús
author_facet Martínez, Jorge L.
Morales, Jesús
Sánchez, Manuel
Morán, Mariano
Reina, Antonio J.
Fernández-Lozano, J. Jesús
author_sort Martínez, Jorge L.
collection PubMed
description Reactivity is a key component for autonomous vehicles navigating on natural terrains in order to safely avoid unknown obstacles. To this end, it is necessary to continuously assess traversability by processing on-board sensor data. This paper describes the case study of mobile robot Andabata that classifies traversable points from 3D laser scans acquired in motion of its vicinity to build 2D local traversability maps. Realistic robotic simulations with Gazebo were employed to appropriately adjust reactive behaviors. As a result, successful navigation tests with Andabata using the robot operating system (ROS) were performed on natural environments at low speeds.
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spelling pubmed-76978022020-11-29 Reactive Navigation on Natural Environments by Continuous Classification of Ground Traversability Martínez, Jorge L. Morales, Jesús Sánchez, Manuel Morán, Mariano Reina, Antonio J. Fernández-Lozano, J. Jesús Sensors (Basel) Letter Reactivity is a key component for autonomous vehicles navigating on natural terrains in order to safely avoid unknown obstacles. To this end, it is necessary to continuously assess traversability by processing on-board sensor data. This paper describes the case study of mobile robot Andabata that classifies traversable points from 3D laser scans acquired in motion of its vicinity to build 2D local traversability maps. Realistic robotic simulations with Gazebo were employed to appropriately adjust reactive behaviors. As a result, successful navigation tests with Andabata using the robot operating system (ROS) were performed on natural environments at low speeds. MDPI 2020-11-10 /pmc/articles/PMC7697802/ /pubmed/33182808 http://dx.doi.org/10.3390/s20226423 Text en © 2020 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 Letter
Martínez, Jorge L.
Morales, Jesús
Sánchez, Manuel
Morán, Mariano
Reina, Antonio J.
Fernández-Lozano, J. Jesús
Reactive Navigation on Natural Environments by Continuous Classification of Ground Traversability
title Reactive Navigation on Natural Environments by Continuous Classification of Ground Traversability
title_full Reactive Navigation on Natural Environments by Continuous Classification of Ground Traversability
title_fullStr Reactive Navigation on Natural Environments by Continuous Classification of Ground Traversability
title_full_unstemmed Reactive Navigation on Natural Environments by Continuous Classification of Ground Traversability
title_short Reactive Navigation on Natural Environments by Continuous Classification of Ground Traversability
title_sort reactive navigation on natural environments by continuous classification of ground traversability
topic Letter
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7697802/
https://www.ncbi.nlm.nih.gov/pubmed/33182808
http://dx.doi.org/10.3390/s20226423
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