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GADEN: A 3D Gas Dispersion Simulator for Mobile Robot Olfaction in Realistic Environments

This work presents a simulation framework developed under the widely used Robot Operating System (ROS) to enable the validation of robotics systems and gas sensing algorithms under realistic environments. The framework is rooted in the principles of computational fluid dynamics and filament dispersi...

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Detalles Bibliográficos
Autores principales: Monroy, Javier, Hernandez-Bennetts, Victor, Fan, Han, Lilienthal, Achim, Gonzalez-Jimenez, Javier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5539624/
https://www.ncbi.nlm.nih.gov/pubmed/28644375
http://dx.doi.org/10.3390/s17071479
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author Monroy, Javier
Hernandez-Bennetts, Victor
Fan, Han
Lilienthal, Achim
Gonzalez-Jimenez, Javier
author_facet Monroy, Javier
Hernandez-Bennetts, Victor
Fan, Han
Lilienthal, Achim
Gonzalez-Jimenez, Javier
author_sort Monroy, Javier
collection PubMed
description This work presents a simulation framework developed under the widely used Robot Operating System (ROS) to enable the validation of robotics systems and gas sensing algorithms under realistic environments. The framework is rooted in the principles of computational fluid dynamics and filament dispersion theory, modeling wind flow and gas dispersion in 3D real-world scenarios (i.e., accounting for walls, furniture, etc.). Moreover, it integrates the simulation of different environmental sensors, such as metal oxide gas sensors, photo ionization detectors, or anemometers. We illustrate the potential and applicability of the proposed tool by presenting a simulation case in a complex and realistic office-like environment where gas leaks of different chemicals occur simultaneously. Furthermore, we accomplish quantitative and qualitative validation by comparing our simulated results against real-world data recorded inside a wind tunnel where methane was released under different wind flow profiles. Based on these results, we conclude that our simulation framework can provide a good approximation to real world measurements when advective airflows are present in the environment.
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spelling pubmed-55396242017-08-11 GADEN: A 3D Gas Dispersion Simulator for Mobile Robot Olfaction in Realistic Environments Monroy, Javier Hernandez-Bennetts, Victor Fan, Han Lilienthal, Achim Gonzalez-Jimenez, Javier Sensors (Basel) Article This work presents a simulation framework developed under the widely used Robot Operating System (ROS) to enable the validation of robotics systems and gas sensing algorithms under realistic environments. The framework is rooted in the principles of computational fluid dynamics and filament dispersion theory, modeling wind flow and gas dispersion in 3D real-world scenarios (i.e., accounting for walls, furniture, etc.). Moreover, it integrates the simulation of different environmental sensors, such as metal oxide gas sensors, photo ionization detectors, or anemometers. We illustrate the potential and applicability of the proposed tool by presenting a simulation case in a complex and realistic office-like environment where gas leaks of different chemicals occur simultaneously. Furthermore, we accomplish quantitative and qualitative validation by comparing our simulated results against real-world data recorded inside a wind tunnel where methane was released under different wind flow profiles. Based on these results, we conclude that our simulation framework can provide a good approximation to real world measurements when advective airflows are present in the environment. MDPI 2017-06-23 /pmc/articles/PMC5539624/ /pubmed/28644375 http://dx.doi.org/10.3390/s17071479 Text en © 2017 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
Monroy, Javier
Hernandez-Bennetts, Victor
Fan, Han
Lilienthal, Achim
Gonzalez-Jimenez, Javier
GADEN: A 3D Gas Dispersion Simulator for Mobile Robot Olfaction in Realistic Environments
title GADEN: A 3D Gas Dispersion Simulator for Mobile Robot Olfaction in Realistic Environments
title_full GADEN: A 3D Gas Dispersion Simulator for Mobile Robot Olfaction in Realistic Environments
title_fullStr GADEN: A 3D Gas Dispersion Simulator for Mobile Robot Olfaction in Realistic Environments
title_full_unstemmed GADEN: A 3D Gas Dispersion Simulator for Mobile Robot Olfaction in Realistic Environments
title_short GADEN: A 3D Gas Dispersion Simulator for Mobile Robot Olfaction in Realistic Environments
title_sort gaden: a 3d gas dispersion simulator for mobile robot olfaction in realistic environments
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5539624/
https://www.ncbi.nlm.nih.gov/pubmed/28644375
http://dx.doi.org/10.3390/s17071479
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