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UAV Visual and Laser Sensors Fusion for Detection and Positioning in Industrial Applications

This work presents a solution to localize Unmanned Autonomous Vehicles with respect to pipes and other cylindrical elements found in inspection and maintenance tasks both in industrial and civilian infrastructures. The proposed system exploits the different features of vision and laser based sensors...

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Detalles Bibliográficos
Autores principales: Guerra, Edmundo, Munguía, Rodrigo, Grau, Antoni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6069094/
https://www.ncbi.nlm.nih.gov/pubmed/29958450
http://dx.doi.org/10.3390/s18072071
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author Guerra, Edmundo
Munguía, Rodrigo
Grau, Antoni
author_facet Guerra, Edmundo
Munguía, Rodrigo
Grau, Antoni
author_sort Guerra, Edmundo
collection PubMed
description This work presents a solution to localize Unmanned Autonomous Vehicles with respect to pipes and other cylindrical elements found in inspection and maintenance tasks both in industrial and civilian infrastructures. The proposed system exploits the different features of vision and laser based sensors, combining them to obtain accurate positioning of the robot with respect to the cylindrical structures. A probabilistic (RANSAC-based) procedure is used to segment possible cylinders found in the laser scans, and this is used as a seed to accurately determine the robot position through a computer vision system. The priors obtained from the laser scan registration help to solve the problem of determining the apparent contour of the cylinders. In turn this apparent contour is used in a degenerate quadratic conic estimation, enabling to visually estimate the pose of the cylinder.
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spelling pubmed-60690942018-08-07 UAV Visual and Laser Sensors Fusion for Detection and Positioning in Industrial Applications Guerra, Edmundo Munguía, Rodrigo Grau, Antoni Sensors (Basel) Article This work presents a solution to localize Unmanned Autonomous Vehicles with respect to pipes and other cylindrical elements found in inspection and maintenance tasks both in industrial and civilian infrastructures. The proposed system exploits the different features of vision and laser based sensors, combining them to obtain accurate positioning of the robot with respect to the cylindrical structures. A probabilistic (RANSAC-based) procedure is used to segment possible cylinders found in the laser scans, and this is used as a seed to accurately determine the robot position through a computer vision system. The priors obtained from the laser scan registration help to solve the problem of determining the apparent contour of the cylinders. In turn this apparent contour is used in a degenerate quadratic conic estimation, enabling to visually estimate the pose of the cylinder. MDPI 2018-06-28 /pmc/articles/PMC6069094/ /pubmed/29958450 http://dx.doi.org/10.3390/s18072071 Text en © 2018 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
Guerra, Edmundo
Munguía, Rodrigo
Grau, Antoni
UAV Visual and Laser Sensors Fusion for Detection and Positioning in Industrial Applications
title UAV Visual and Laser Sensors Fusion for Detection and Positioning in Industrial Applications
title_full UAV Visual and Laser Sensors Fusion for Detection and Positioning in Industrial Applications
title_fullStr UAV Visual and Laser Sensors Fusion for Detection and Positioning in Industrial Applications
title_full_unstemmed UAV Visual and Laser Sensors Fusion for Detection and Positioning in Industrial Applications
title_short UAV Visual and Laser Sensors Fusion for Detection and Positioning in Industrial Applications
title_sort uav visual and laser sensors fusion for detection and positioning in industrial applications
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6069094/
https://www.ncbi.nlm.nih.gov/pubmed/29958450
http://dx.doi.org/10.3390/s18072071
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