A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions

Abstract The use of autonomous underwater vehicles (AUVs) for various scientific, commercial, and military applications has become more common with maturing technology and improved accessibility. One relatively new development lies in the use of AUVs for under‐ice marine science research in the Anta...

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Published in:Risk Analysis
Main Authors: Loh, Tzu Yang, Brito, Mario P., Bose, Neil, Xu, Jingjing, Tenekedjiev, Kiril
Other Authors: Australian Research Council
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2019
Subjects:
Online Access:http://dx.doi.org/10.1111/risa.13376
https://onlinelibrary.wiley.com/doi/pdf/10.1111/risa.13376
https://onlinelibrary.wiley.com/doi/full-xml/10.1111/risa.13376
https://onlinelibrary.wiley.com/doi/am-pdf/10.1111/risa.13376
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spelling crwiley:10.1111/risa.13376 2024-05-19T07:29:13+00:00 A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions Loh, Tzu Yang Brito, Mario P. Bose, Neil Xu, Jingjing Tenekedjiev, Kiril Australian Research Council 2019 http://dx.doi.org/10.1111/risa.13376 https://onlinelibrary.wiley.com/doi/pdf/10.1111/risa.13376 https://onlinelibrary.wiley.com/doi/full-xml/10.1111/risa.13376 https://onlinelibrary.wiley.com/doi/am-pdf/10.1111/risa.13376 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#am http://onlinelibrary.wiley.com/termsAndConditions#vor Risk Analysis volume 39, issue 12, page 2744-2765 ISSN 0272-4332 1539-6924 journal-article 2019 crwiley https://doi.org/10.1111/risa.13376 2024-04-25T08:29:55Z Abstract The use of autonomous underwater vehicles (AUVs) for various scientific, commercial, and military applications has become more common with maturing technology and improved accessibility. One relatively new development lies in the use of AUVs for under‐ice marine science research in the Antarctic. The extreme environment, ice cover, and inaccessibility as compared to open‐water missions can result in a higher risk of loss. Therefore, having an effective assessment of risks before undertaking any Antarctic under‐ice missions is crucial to ensure an AUV's survival. Existing risk assessment approaches predominantly focused on the use of historical fault log data of an AUV and elicitation of experts’ opinions for probabilistic quantification. However, an AUV program in its early phases lacks historical data and any assessment of risk may be vague and ambiguous. In this article, a fuzzy‐based risk assessment framework is proposed for quantifying the risk of AUV loss under ice. The framework uses the knowledge, prior experience of available subject matter experts, and the widely used semiquantitative risk assessment matrix, albeit in a new form. A well‐developed example based on an upcoming mission by an ISE‐explorer class AUV is presented to demonstrate the application and effectiveness of the proposed framework. The example demonstrates that the proposed fuzzy‐based risk assessment framework is pragmatically useful for future under‐ice AUV deployments. Sensitivity analysis demonstrates the validity of the proposed method. Article in Journal/Newspaper Antarc* Antarctic Wiley Online Library Risk Analysis 39 12 2744 2765
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract The use of autonomous underwater vehicles (AUVs) for various scientific, commercial, and military applications has become more common with maturing technology and improved accessibility. One relatively new development lies in the use of AUVs for under‐ice marine science research in the Antarctic. The extreme environment, ice cover, and inaccessibility as compared to open‐water missions can result in a higher risk of loss. Therefore, having an effective assessment of risks before undertaking any Antarctic under‐ice missions is crucial to ensure an AUV's survival. Existing risk assessment approaches predominantly focused on the use of historical fault log data of an AUV and elicitation of experts’ opinions for probabilistic quantification. However, an AUV program in its early phases lacks historical data and any assessment of risk may be vague and ambiguous. In this article, a fuzzy‐based risk assessment framework is proposed for quantifying the risk of AUV loss under ice. The framework uses the knowledge, prior experience of available subject matter experts, and the widely used semiquantitative risk assessment matrix, albeit in a new form. A well‐developed example based on an upcoming mission by an ISE‐explorer class AUV is presented to demonstrate the application and effectiveness of the proposed framework. The example demonstrates that the proposed fuzzy‐based risk assessment framework is pragmatically useful for future under‐ice AUV deployments. Sensitivity analysis demonstrates the validity of the proposed method.
author2 Australian Research Council
format Article in Journal/Newspaper
author Loh, Tzu Yang
Brito, Mario P.
Bose, Neil
Xu, Jingjing
Tenekedjiev, Kiril
spellingShingle Loh, Tzu Yang
Brito, Mario P.
Bose, Neil
Xu, Jingjing
Tenekedjiev, Kiril
A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions
author_facet Loh, Tzu Yang
Brito, Mario P.
Bose, Neil
Xu, Jingjing
Tenekedjiev, Kiril
author_sort Loh, Tzu Yang
title A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions
title_short A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions
title_full A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions
title_fullStr A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions
title_full_unstemmed A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions
title_sort fuzzy‐based risk assessment framework for autonomous underwater vehicle under‐ice missions
publisher Wiley
publishDate 2019
url http://dx.doi.org/10.1111/risa.13376
https://onlinelibrary.wiley.com/doi/pdf/10.1111/risa.13376
https://onlinelibrary.wiley.com/doi/full-xml/10.1111/risa.13376
https://onlinelibrary.wiley.com/doi/am-pdf/10.1111/risa.13376
genre Antarc*
Antarctic
genre_facet Antarc*
Antarctic
op_source Risk Analysis
volume 39, issue 12, page 2744-2765
ISSN 0272-4332 1539-6924
op_rights http://onlinelibrary.wiley.com/termsAndConditions#am
http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1111/risa.13376
container_title Risk Analysis
container_volume 39
container_issue 12
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