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3D Exploration and Navigation with Optimal-RRT Planners for Ground Robots in Indoor Incidents

Navigation and exploration in 3D environments is still a challenging task for autonomous robots that move on the ground. Robots for Search and Rescue missions must deal with unstructured and very complex scenarios. This paper presents a path planning system for navigation and exploration of ground r...

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Detalles Bibliográficos
Autores principales: Pérez-Higueras, Noé, Jardón, Alberto, Rodríguez, Ángel, Balaguer, Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6983016/
https://www.ncbi.nlm.nih.gov/pubmed/31906019
http://dx.doi.org/10.3390/s20010220
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author Pérez-Higueras, Noé
Jardón, Alberto
Rodríguez, Ángel
Balaguer, Carlos
author_facet Pérez-Higueras, Noé
Jardón, Alberto
Rodríguez, Ángel
Balaguer, Carlos
author_sort Pérez-Higueras, Noé
collection PubMed
description Navigation and exploration in 3D environments is still a challenging task for autonomous robots that move on the ground. Robots for Search and Rescue missions must deal with unstructured and very complex scenarios. This paper presents a path planning system for navigation and exploration of ground robots in such situations. We use (unordered) point clouds as the main sensory input without building any explicit representation of the environment from them. These 3D points are employed as space samples by an Optimal-RRTplanner (RRT [Formula: see text]) to compute safe and efficient paths. The use of an objective function for path construction and the natural exploratory behaviour of the RRT [Formula: see text] planner make it appropriate for the tasks. The approach is evaluated in different simulations showing the viability of autonomous navigation and exploration in complex 3D scenarios.
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spelling pubmed-69830162020-02-06 3D Exploration and Navigation with Optimal-RRT Planners for Ground Robots in Indoor Incidents Pérez-Higueras, Noé Jardón, Alberto Rodríguez, Ángel Balaguer, Carlos Sensors (Basel) Article Navigation and exploration in 3D environments is still a challenging task for autonomous robots that move on the ground. Robots for Search and Rescue missions must deal with unstructured and very complex scenarios. This paper presents a path planning system for navigation and exploration of ground robots in such situations. We use (unordered) point clouds as the main sensory input without building any explicit representation of the environment from them. These 3D points are employed as space samples by an Optimal-RRTplanner (RRT [Formula: see text]) to compute safe and efficient paths. The use of an objective function for path construction and the natural exploratory behaviour of the RRT [Formula: see text] planner make it appropriate for the tasks. The approach is evaluated in different simulations showing the viability of autonomous navigation and exploration in complex 3D scenarios. MDPI 2019-12-30 /pmc/articles/PMC6983016/ /pubmed/31906019 http://dx.doi.org/10.3390/s20010220 Text en © 2019 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
Pérez-Higueras, Noé
Jardón, Alberto
Rodríguez, Ángel
Balaguer, Carlos
3D Exploration and Navigation with Optimal-RRT Planners for Ground Robots in Indoor Incidents
title 3D Exploration and Navigation with Optimal-RRT Planners for Ground Robots in Indoor Incidents
title_full 3D Exploration and Navigation with Optimal-RRT Planners for Ground Robots in Indoor Incidents
title_fullStr 3D Exploration and Navigation with Optimal-RRT Planners for Ground Robots in Indoor Incidents
title_full_unstemmed 3D Exploration and Navigation with Optimal-RRT Planners for Ground Robots in Indoor Incidents
title_short 3D Exploration and Navigation with Optimal-RRT Planners for Ground Robots in Indoor Incidents
title_sort 3d exploration and navigation with optimal-rrt planners for ground robots in indoor incidents
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6983016/
https://www.ncbi.nlm.nih.gov/pubmed/31906019
http://dx.doi.org/10.3390/s20010220
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