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An Optimal Footprint Based Coverage Planning for Hydro Blasting Robots

The hydro blasting of metallic surfaces is an essential maintenance task in various industrial sites. Its requirement of a considerable labour force and time, calls for automating the hydro blasting jobs through mobile robots. A hydro blasting robot should be able to cover the required area for a su...

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Autores principales: Pathmakumar, Thejus, Rayguru, Madan Mohan, Ghanta, Sriharsha, Kalimuthu, Manivannan, Elara, Mohan Rajesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7915230/
https://www.ncbi.nlm.nih.gov/pubmed/33567658
http://dx.doi.org/10.3390/s21041194
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author Pathmakumar, Thejus
Rayguru, Madan Mohan
Ghanta, Sriharsha
Kalimuthu, Manivannan
Elara, Mohan Rajesh
author_facet Pathmakumar, Thejus
Rayguru, Madan Mohan
Ghanta, Sriharsha
Kalimuthu, Manivannan
Elara, Mohan Rajesh
author_sort Pathmakumar, Thejus
collection PubMed
description The hydro blasting of metallic surfaces is an essential maintenance task in various industrial sites. Its requirement of a considerable labour force and time, calls for automating the hydro blasting jobs through mobile robots. A hydro blasting robot should be able to cover the required area for a successful implementation. If a conventional robot footprint is chosen, the blasting may become inefficient, even though the concerned area is completely covered. In this work, the blasting arm’s sweeping angle is chosen as the robot’s footprint for hydro blasting task, and a multi-objective optimization-based framework is proposed to compute the optimal sweeping arc. The genetic algorithm (GA) methodology is exploited to compute the optimal footprint, which minimizes the blasting time and energy simultaneously. Multiple numerical simulations are performed to show the effectiveness of the proposed approach. Moreover, the strategy is successfully implemented on our hydro blasting robot named Hornbill, and the efficacy of the proposed approach is validated through experimental trials.
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spelling pubmed-79152302021-03-01 An Optimal Footprint Based Coverage Planning for Hydro Blasting Robots Pathmakumar, Thejus Rayguru, Madan Mohan Ghanta, Sriharsha Kalimuthu, Manivannan Elara, Mohan Rajesh Sensors (Basel) Article The hydro blasting of metallic surfaces is an essential maintenance task in various industrial sites. Its requirement of a considerable labour force and time, calls for automating the hydro blasting jobs through mobile robots. A hydro blasting robot should be able to cover the required area for a successful implementation. If a conventional robot footprint is chosen, the blasting may become inefficient, even though the concerned area is completely covered. In this work, the blasting arm’s sweeping angle is chosen as the robot’s footprint for hydro blasting task, and a multi-objective optimization-based framework is proposed to compute the optimal sweeping arc. The genetic algorithm (GA) methodology is exploited to compute the optimal footprint, which minimizes the blasting time and energy simultaneously. Multiple numerical simulations are performed to show the effectiveness of the proposed approach. Moreover, the strategy is successfully implemented on our hydro blasting robot named Hornbill, and the efficacy of the proposed approach is validated through experimental trials. MDPI 2021-02-08 /pmc/articles/PMC7915230/ /pubmed/33567658 http://dx.doi.org/10.3390/s21041194 Text en © 2021 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
Pathmakumar, Thejus
Rayguru, Madan Mohan
Ghanta, Sriharsha
Kalimuthu, Manivannan
Elara, Mohan Rajesh
An Optimal Footprint Based Coverage Planning for Hydro Blasting Robots
title An Optimal Footprint Based Coverage Planning for Hydro Blasting Robots
title_full An Optimal Footprint Based Coverage Planning for Hydro Blasting Robots
title_fullStr An Optimal Footprint Based Coverage Planning for Hydro Blasting Robots
title_full_unstemmed An Optimal Footprint Based Coverage Planning for Hydro Blasting Robots
title_short An Optimal Footprint Based Coverage Planning for Hydro Blasting Robots
title_sort optimal footprint based coverage planning for hydro blasting robots
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7915230/
https://www.ncbi.nlm.nih.gov/pubmed/33567658
http://dx.doi.org/10.3390/s21041194
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