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Proposed Data-Driven Approach for Occupational Risk Management of Aircrew Fatigue

BACKGROUND: Fatigue is pervasive, under-reported, and potentially deadly where flight operations are concerned. The aviation industry appears to lack a standardized, practical, and easily replicable protocol for fatigue risk assessment which can be consistently applied across operators. AIM: Our pap...

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Autores principales: Seah, Benjamin Zhi Qiang, Gan, Wee Hoe, Wong, Sheau Hwa, Lim, Mei Ann, Goh, Poh Hui, Singh, Jarnail, Koh, David Soo Quee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Occupational Safety and Health Research Institute 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8640601/
https://www.ncbi.nlm.nih.gov/pubmed/34900365
http://dx.doi.org/10.1016/j.shaw.2021.06.002
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author Seah, Benjamin Zhi Qiang
Gan, Wee Hoe
Wong, Sheau Hwa
Lim, Mei Ann
Goh, Poh Hui
Singh, Jarnail
Koh, David Soo Quee
author_facet Seah, Benjamin Zhi Qiang
Gan, Wee Hoe
Wong, Sheau Hwa
Lim, Mei Ann
Goh, Poh Hui
Singh, Jarnail
Koh, David Soo Quee
author_sort Seah, Benjamin Zhi Qiang
collection PubMed
description BACKGROUND: Fatigue is pervasive, under-reported, and potentially deadly where flight operations are concerned. The aviation industry appears to lack a standardized, practical, and easily replicable protocol for fatigue risk assessment which can be consistently applied across operators. AIM: Our paper sought to present a framework, supported by real-world data with subjective and objective parameters, to monitor aircrew fatigue and performance, and to determine the safe crew configuration for commercial airline operations. METHODS: Our protocol identified risk factors for fatigue-induced performance degradation as triggers for fatigue risk and performance assessment. Using both subjective and objective measurements of sleep, fatigue, and performance in the form of instruments such as the Karolinska Sleepiness Scale, Samn-Perelli Crew Status Check, Psychomotor Vigilance Task, sleep logs, and a wearable actigraph for sleep log correlation and sleep duration and quality charting, a workflow flagging fatigue-prone flight operations for risk mitigation was developed and trialed. RESULTS: In an operational study aimed at occupational assessment of fatigue and performance in airline pilots on a three-men crew versus a four-men crew for a long-haul flight, we affirmed the technical feasibility of our proposed framework and approach, the validity of the battery of assessment instruments, and the meaningful interpretation of fatigue and work performance indicators to enable the formulation of safe work recommendations. CONCLUSION: A standardized occupational assessment protocol like ours is useful to achieve consistency and objectivity in the occupational assessment of fatigue and work performance.
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spelling pubmed-86406012021-12-10 Proposed Data-Driven Approach for Occupational Risk Management of Aircrew Fatigue Seah, Benjamin Zhi Qiang Gan, Wee Hoe Wong, Sheau Hwa Lim, Mei Ann Goh, Poh Hui Singh, Jarnail Koh, David Soo Quee Saf Health Work Original Article BACKGROUND: Fatigue is pervasive, under-reported, and potentially deadly where flight operations are concerned. The aviation industry appears to lack a standardized, practical, and easily replicable protocol for fatigue risk assessment which can be consistently applied across operators. AIM: Our paper sought to present a framework, supported by real-world data with subjective and objective parameters, to monitor aircrew fatigue and performance, and to determine the safe crew configuration for commercial airline operations. METHODS: Our protocol identified risk factors for fatigue-induced performance degradation as triggers for fatigue risk and performance assessment. Using both subjective and objective measurements of sleep, fatigue, and performance in the form of instruments such as the Karolinska Sleepiness Scale, Samn-Perelli Crew Status Check, Psychomotor Vigilance Task, sleep logs, and a wearable actigraph for sleep log correlation and sleep duration and quality charting, a workflow flagging fatigue-prone flight operations for risk mitigation was developed and trialed. RESULTS: In an operational study aimed at occupational assessment of fatigue and performance in airline pilots on a three-men crew versus a four-men crew for a long-haul flight, we affirmed the technical feasibility of our proposed framework and approach, the validity of the battery of assessment instruments, and the meaningful interpretation of fatigue and work performance indicators to enable the formulation of safe work recommendations. CONCLUSION: A standardized occupational assessment protocol like ours is useful to achieve consistency and objectivity in the occupational assessment of fatigue and work performance. Occupational Safety and Health Research Institute 2021-12 2021-06-17 /pmc/articles/PMC8640601/ /pubmed/34900365 http://dx.doi.org/10.1016/j.shaw.2021.06.002 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Article
Seah, Benjamin Zhi Qiang
Gan, Wee Hoe
Wong, Sheau Hwa
Lim, Mei Ann
Goh, Poh Hui
Singh, Jarnail
Koh, David Soo Quee
Proposed Data-Driven Approach for Occupational Risk Management of Aircrew Fatigue
title Proposed Data-Driven Approach for Occupational Risk Management of Aircrew Fatigue
title_full Proposed Data-Driven Approach for Occupational Risk Management of Aircrew Fatigue
title_fullStr Proposed Data-Driven Approach for Occupational Risk Management of Aircrew Fatigue
title_full_unstemmed Proposed Data-Driven Approach for Occupational Risk Management of Aircrew Fatigue
title_short Proposed Data-Driven Approach for Occupational Risk Management of Aircrew Fatigue
title_sort proposed data-driven approach for occupational risk management of aircrew fatigue
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8640601/
https://www.ncbi.nlm.nih.gov/pubmed/34900365
http://dx.doi.org/10.1016/j.shaw.2021.06.002
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