Fuzzy system dynamics risk analysis (FuSDRA) of autonomous underwater vehicle operations in the Antarctic
With the maturing of autonomous technology and better accessibility, there has been a growing interest in the use of autonomous underwater vehicles (AUVs). The deployment of AUVs for under-ice marine science research in the Antarctic is one such example. However, a higher risk of AUV loss is present...
Main Authors: | , , , , |
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Format: | Article in Journal/Newspaper |
Language: | unknown |
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2020
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Online Access: | https://figshare.com/articles/journal_contribution/Fuzzy_system_dynamics_risk_analysis_FuSDRA_of_autonomous_underwater_vehicle_operations_in_the_Antarctic/22983656 |
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author | Loh, TY Brito, MP Neil Bose Xu, J Kiril Tenekedjiev |
author_facet | Loh, TY Brito, MP Neil Bose Xu, J Kiril Tenekedjiev |
author_sort | Loh, TY |
collection | Research from University Of Tasmania |
description | With the maturing of autonomous technology and better accessibility, there has been a growing interest in the use of autonomous underwater vehicles (AUVs). The deployment of AUVs for under-ice marine science research in the Antarctic is one such example. However, a higher risk of AUV loss is present during such endeavors due to the extreme operating environment. To control the risk of loss, existing risk analyses approaches tend to focus more on the AUV’s technical aspects and neglect the role of soft factors, such as organizational and human influences. In addition, the dynamic and complex interrelationships of risk variables are also often overlooked due to uncertainties and challenges in quantification. To overcome these shortfalls, a hybrid fuzzy system dynamics risk analysis (FuSDRA) is proposed. In the FuSDRA framework, system dynamics models the interrelationships between risk variables from different dimensions and considers the time-dependent nature of risk while fuzzy logic accounts for uncertainties. To demonstrate its application, an example based on an actual Antarctic AUV program is presented. Focusing on funding and experience of the AUV team, simulation of the FuSDRA risk model shows a declining risk of loss from 0.293 in the early years of the Antarctic AUV program, reaching a minimum of 0.206 before increasing again in later years. Risk control policy recommendations were then derived from the analysis. The example demonstrated how FuSDRA can be applied to inform funding and risk management strategies, or broader application both within the AUV domain and on other complex technological systems. |
format | Article in Journal/Newspaper |
genre | Antarc* Antarctic |
genre_facet | Antarc* Antarctic |
geographic | Antarctic The Antarctic |
geographic_facet | Antarctic The Antarctic |
id | ftunivtasmanfig:oai:figshare.com:article/22983656 |
institution | Open Polar |
language | unknown |
op_collection_id | ftunivtasmanfig |
op_relation | 102.100.100/557854 https://figshare.com/articles/journal_contribution/Fuzzy_system_dynamics_risk_analysis_FuSDRA_of_autonomous_underwater_vehicle_operations_in_the_Antarctic/22983656 |
op_rights | In Copyright |
publishDate | 2020 |
record_format | openpolar |
spelling | ftunivtasmanfig:oai:figshare.com:article/22983656 2025-03-16T15:17:31+00:00 Fuzzy system dynamics risk analysis (FuSDRA) of autonomous underwater vehicle operations in the Antarctic Loh, TY Brito, MP Neil Bose Xu, J Kiril Tenekedjiev 2020-01-01T00:00:00Z https://figshare.com/articles/journal_contribution/Fuzzy_system_dynamics_risk_analysis_FuSDRA_of_autonomous_underwater_vehicle_operations_in_the_Antarctic/22983656 unknown 102.100.100/557854 https://figshare.com/articles/journal_contribution/Fuzzy_system_dynamics_risk_analysis_FuSDRA_of_autonomous_underwater_vehicle_operations_in_the_Antarctic/22983656 In Copyright Autonomous vehicle systems Ocean engineering Decision support and group support systems autonomous underwater vehicle fuzzy set theory risk analysis system dynamics Text Journal contribution 2020 ftunivtasmanfig 2025-02-17T09:48:16Z With the maturing of autonomous technology and better accessibility, there has been a growing interest in the use of autonomous underwater vehicles (AUVs). The deployment of AUVs for under-ice marine science research in the Antarctic is one such example. However, a higher risk of AUV loss is present during such endeavors due to the extreme operating environment. To control the risk of loss, existing risk analyses approaches tend to focus more on the AUV’s technical aspects and neglect the role of soft factors, such as organizational and human influences. In addition, the dynamic and complex interrelationships of risk variables are also often overlooked due to uncertainties and challenges in quantification. To overcome these shortfalls, a hybrid fuzzy system dynamics risk analysis (FuSDRA) is proposed. In the FuSDRA framework, system dynamics models the interrelationships between risk variables from different dimensions and considers the time-dependent nature of risk while fuzzy logic accounts for uncertainties. To demonstrate its application, an example based on an actual Antarctic AUV program is presented. Focusing on funding and experience of the AUV team, simulation of the FuSDRA risk model shows a declining risk of loss from 0.293 in the early years of the Antarctic AUV program, reaching a minimum of 0.206 before increasing again in later years. Risk control policy recommendations were then derived from the analysis. The example demonstrated how FuSDRA can be applied to inform funding and risk management strategies, or broader application both within the AUV domain and on other complex technological systems. Article in Journal/Newspaper Antarc* Antarctic Research from University Of Tasmania Antarctic The Antarctic |
spellingShingle | Autonomous vehicle systems Ocean engineering Decision support and group support systems autonomous underwater vehicle fuzzy set theory risk analysis system dynamics Loh, TY Brito, MP Neil Bose Xu, J Kiril Tenekedjiev Fuzzy system dynamics risk analysis (FuSDRA) of autonomous underwater vehicle operations in the Antarctic |
title | Fuzzy system dynamics risk analysis (FuSDRA) of autonomous underwater vehicle operations in the Antarctic |
title_full | Fuzzy system dynamics risk analysis (FuSDRA) of autonomous underwater vehicle operations in the Antarctic |
title_fullStr | Fuzzy system dynamics risk analysis (FuSDRA) of autonomous underwater vehicle operations in the Antarctic |
title_full_unstemmed | Fuzzy system dynamics risk analysis (FuSDRA) of autonomous underwater vehicle operations in the Antarctic |
title_short | Fuzzy system dynamics risk analysis (FuSDRA) of autonomous underwater vehicle operations in the Antarctic |
title_sort | fuzzy system dynamics risk analysis (fusdra) of autonomous underwater vehicle operations in the antarctic |
topic | Autonomous vehicle systems Ocean engineering Decision support and group support systems autonomous underwater vehicle fuzzy set theory risk analysis system dynamics |
topic_facet | Autonomous vehicle systems Ocean engineering Decision support and group support systems autonomous underwater vehicle fuzzy set theory risk analysis system dynamics |
url | https://figshare.com/articles/journal_contribution/Fuzzy_system_dynamics_risk_analysis_FuSDRA_of_autonomous_underwater_vehicle_operations_in_the_Antarctic/22983656 |