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Global Coverage Measurement Planning Strategies for Mobile Robots Equipped with a Remote Gas Sensor

The problem of gas detection is relevant to many real-world applications, such as leak detection in industrial settings and landfill monitoring. In this paper, we address the problem of gas detection in large areas with a mobile robotic platform equipped with a remote gas sensor. We propose an algor...

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Detalles Bibliográficos
Autores principales: Arain, Muhammad Asif, Trincavelli, Marco, Cirillo, Marcello, Schaffernicht, Erik, Lilienthal, Achim J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4435115/
https://www.ncbi.nlm.nih.gov/pubmed/25803707
http://dx.doi.org/10.3390/s150306845
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author Arain, Muhammad Asif
Trincavelli, Marco
Cirillo, Marcello
Schaffernicht, Erik
Lilienthal, Achim J.
author_facet Arain, Muhammad Asif
Trincavelli, Marco
Cirillo, Marcello
Schaffernicht, Erik
Lilienthal, Achim J.
author_sort Arain, Muhammad Asif
collection PubMed
description The problem of gas detection is relevant to many real-world applications, such as leak detection in industrial settings and landfill monitoring. In this paper, we address the problem of gas detection in large areas with a mobile robotic platform equipped with a remote gas sensor. We propose an algorithm that leverages a novel method based on convex relaxation for quickly solving sensor placement problems, and for generating an efficient exploration plan for the robot. To demonstrate the applicability of our method to real-world environments, we performed a large number of experimental trials, both on randomly generated maps and on the map of a real environment. Our approach proves to be highly efficient in terms of computational requirements and to provide nearly-optimal solutions.
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spelling pubmed-44351152015-05-19 Global Coverage Measurement Planning Strategies for Mobile Robots Equipped with a Remote Gas Sensor Arain, Muhammad Asif Trincavelli, Marco Cirillo, Marcello Schaffernicht, Erik Lilienthal, Achim J. Sensors (Basel) Article The problem of gas detection is relevant to many real-world applications, such as leak detection in industrial settings and landfill monitoring. In this paper, we address the problem of gas detection in large areas with a mobile robotic platform equipped with a remote gas sensor. We propose an algorithm that leverages a novel method based on convex relaxation for quickly solving sensor placement problems, and for generating an efficient exploration plan for the robot. To demonstrate the applicability of our method to real-world environments, we performed a large number of experimental trials, both on randomly generated maps and on the map of a real environment. Our approach proves to be highly efficient in terms of computational requirements and to provide nearly-optimal solutions. MDPI 2015-03-20 /pmc/articles/PMC4435115/ /pubmed/25803707 http://dx.doi.org/10.3390/s150306845 Text en © 2015 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 license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Arain, Muhammad Asif
Trincavelli, Marco
Cirillo, Marcello
Schaffernicht, Erik
Lilienthal, Achim J.
Global Coverage Measurement Planning Strategies for Mobile Robots Equipped with a Remote Gas Sensor
title Global Coverage Measurement Planning Strategies for Mobile Robots Equipped with a Remote Gas Sensor
title_full Global Coverage Measurement Planning Strategies for Mobile Robots Equipped with a Remote Gas Sensor
title_fullStr Global Coverage Measurement Planning Strategies for Mobile Robots Equipped with a Remote Gas Sensor
title_full_unstemmed Global Coverage Measurement Planning Strategies for Mobile Robots Equipped with a Remote Gas Sensor
title_short Global Coverage Measurement Planning Strategies for Mobile Robots Equipped with a Remote Gas Sensor
title_sort global coverage measurement planning strategies for mobile robots equipped with a remote gas sensor
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4435115/
https://www.ncbi.nlm.nih.gov/pubmed/25803707
http://dx.doi.org/10.3390/s150306845
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