The process of training ChatGPT using HFACS to analyse aviation accident reports

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dc.contributor.authorSaunders, Declan
dc.contributor.authorHu, Kyle
dc.contributor.authorLi, Wen-Chin
dc.date.accessioned2024-05-31T12:51:54Z
dc.date.available2024-05-31T12:51:54Z
dc.date.issued2024-04-24
dc.descriptionhttps://ergonomics.org.uk/events-calendar/ehf2024.htmlen_UK
dc.description.abstractThis study investigates the feasibility of a generative-pre-trained transformer (GPT) to analyse aviation accident reports related to decision error, based on the Human Factors Analysis and Classification System (HFACS) framework. The application of artificial intelligence (AI) combined with machine learning (ML) is expected to expand significantly in aviation. It will have an impact on safety management and accident classification and prevention based on the development of the large language model (LLM) and prompt engineering. The results have demonstrated that there are challenges to using AI to classify accidents related to pilots’ cognitive processes, which might have an impact on pilots’ decision-making, violation, and operational behaviours. Currently, AI tends to misclassify causal factors implicated by human behaviours and cognitive processes of decision-making. This research reveals the potential of AI's utility in initial quick analysis with unexpected and unpredictable hallucinations, which may require a domain expert’s validation.en_UK
dc.identifier.citationSaunders D, Hu K, Li W-C. (2024) The process of training ChatGPT using HFACS to analyse aviation accident reports. Ergonomics & Human Factors 2024, 22-24 April 2024, Kenilworth, UKen_UK
dc.identifier.urihttps://dspace.lib.cranfield.ac.uk/handle/1826/21744
dc.language.isoen_UKen_UK
dc.publisherChartered Institute of Ergonomics and Human Factorsen_UK
dc.rightsAttribution 4.0 International*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subjectartificial intelligenceen_UK
dc.subjectAviation Safetyen_UK
dc.subjectChatGPTen_UK
dc.subjectHuman Factors Analysis and Classification Systemen_UK
dc.titleThe process of training ChatGPT using HFACS to analyse aviation accident reportsen_UK
dc.typeConference paperen_UK

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