Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1783615682089320448 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7697802 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT martinezjorgel reactivenavigationonnaturalenvironmentsbycontinuousclassificationofgroundtraversability AT moralesjesus reactivenavigationonnaturalenvironmentsbycontinuousclassificationofgroundtraversability AT sanchezmanuel reactivenavigationonnaturalenvironmentsbycontinuousclassificationofgroundtraversability AT moranmariano reactivenavigationonnaturalenvironmentsbycontinuousclassificationofgroundtraversability AT reinaantonioj reactivenavigationonnaturalenvironmentsbycontinuousclassificationofgroundtraversability AT fernandezlozanojjesus reactivenavigationonnaturalenvironmentsbycontinuousclassificationofgroundtraversability |