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

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. Th...

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Published in:Risk Analysis
Main Authors: Tzu Yang Loh, Mario P. Brito, Neil Bose, Jingjing Xu, Kiril Tenekedjiev
Format: Article in Journal/Newspaper
Language:unknown
Subjects:
Online Access:https://doi.org/10.1111/risa.13376
id ftrepec:oai:RePEc:wly:riskan:v:39:y:2019:i:12:p:2744-2765
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spelling ftrepec:oai:RePEc:wly:riskan:v:39:y:2019:i:12:p:2744-2765 2023-05-15T13:53:22+02:00 A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions Tzu Yang Loh Mario P. Brito Neil Bose Jingjing Xu Kiril Tenekedjiev https://doi.org/10.1111/risa.13376 unknown https://doi.org/10.1111/risa.13376 article ftrepec https://doi.org/10.1111/risa.13376 2020-12-04T13:31:15Z 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 RePEc (Research Papers in Economics) Antarctic The Antarctic Risk Analysis 39 12 2744 2765
institution Open Polar
collection RePEc (Research Papers in Economics)
op_collection_id ftrepec
language unknown
description 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.
format Article in Journal/Newspaper
author Tzu Yang Loh
Mario P. Brito
Neil Bose
Jingjing Xu
Kiril Tenekedjiev
spellingShingle Tzu Yang Loh
Mario P. Brito
Neil Bose
Jingjing Xu
Kiril Tenekedjiev
A Fuzzy‐Based Risk Assessment Framework for Autonomous Underwater Vehicle Under‐Ice Missions
author_facet Tzu Yang Loh
Mario P. Brito
Neil Bose
Jingjing Xu
Kiril Tenekedjiev
author_sort Tzu Yang Loh
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
url https://doi.org/10.1111/risa.13376
geographic Antarctic
The Antarctic
geographic_facet Antarctic
The Antarctic
genre Antarc*
Antarctic
genre_facet Antarc*
Antarctic
op_relation https://doi.org/10.1111/risa.13376
op_doi https://doi.org/10.1111/risa.13376
container_title Risk Analysis
container_volume 39
container_issue 12
container_start_page 2744
op_container_end_page 2765
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