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Autonomous Exploration for Radioactive Hotspots Localization Taking Account of Sensor Limitations

Effective radioactive hotspot localization and detection is limited by sensor characteristics (i.e., the long acquisition time and poor angular resolution AR of a gamma camera) that significantly degrade the performance of autonomous exploration in terms of the completion time and accuracy. The goal...

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Detalles Bibliográficos
Autores principales: Ardiny, Hadi, Witwicki, Stefan, Mondada, Francesco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6358856/
https://www.ncbi.nlm.nih.gov/pubmed/30642085
http://dx.doi.org/10.3390/s19020292
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author Ardiny, Hadi
Witwicki, Stefan
Mondada, Francesco
author_facet Ardiny, Hadi
Witwicki, Stefan
Mondada, Francesco
author_sort Ardiny, Hadi
collection PubMed
description Effective radioactive hotspot localization and detection is limited by sensor characteristics (i.e., the long acquisition time and poor angular resolution AR of a gamma camera) that significantly degrade the performance of autonomous exploration in terms of the completion time and accuracy. The goal of this research is to study effective exploration algorithms that take into account these specific sensor limitations. These exploration algorithms are adapted and implemented based on behaviour-based and multi-criteria decision making MCDM approaches on an autonomous robot. The algorithms were also tested in simulation and validated by experiments performed on a real robot. According to the results, the algorithms demonstrate the ability to mitigate the unfavourable effects of the limitations.
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spelling pubmed-63588562019-02-06 Autonomous Exploration for Radioactive Hotspots Localization Taking Account of Sensor Limitations Ardiny, Hadi Witwicki, Stefan Mondada, Francesco Sensors (Basel) Article Effective radioactive hotspot localization and detection is limited by sensor characteristics (i.e., the long acquisition time and poor angular resolution AR of a gamma camera) that significantly degrade the performance of autonomous exploration in terms of the completion time and accuracy. The goal of this research is to study effective exploration algorithms that take into account these specific sensor limitations. These exploration algorithms are adapted and implemented based on behaviour-based and multi-criteria decision making MCDM approaches on an autonomous robot. The algorithms were also tested in simulation and validated by experiments performed on a real robot. According to the results, the algorithms demonstrate the ability to mitigate the unfavourable effects of the limitations. MDPI 2019-01-12 /pmc/articles/PMC6358856/ /pubmed/30642085 http://dx.doi.org/10.3390/s19020292 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
Ardiny, Hadi
Witwicki, Stefan
Mondada, Francesco
Autonomous Exploration for Radioactive Hotspots Localization Taking Account of Sensor Limitations
title Autonomous Exploration for Radioactive Hotspots Localization Taking Account of Sensor Limitations
title_full Autonomous Exploration for Radioactive Hotspots Localization Taking Account of Sensor Limitations
title_fullStr Autonomous Exploration for Radioactive Hotspots Localization Taking Account of Sensor Limitations
title_full_unstemmed Autonomous Exploration for Radioactive Hotspots Localization Taking Account of Sensor Limitations
title_short Autonomous Exploration for Radioactive Hotspots Localization Taking Account of Sensor Limitations
title_sort autonomous exploration for radioactive hotspots localization taking account of sensor limitations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6358856/
https://www.ncbi.nlm.nih.gov/pubmed/30642085
http://dx.doi.org/10.3390/s19020292
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