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Ergonomics Volume 62, 2019 - Issue 2: Ergonomics and Human Factors in Aviation
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Articles

Using Neural Networks to predict HFACS unsafe acts from the pre-conditions of unsafe acts

Don HarrisMobility and Transport Research Centre, Coventry University, Coventry, UKCorrespondence[email protected]
&
Wen-Chin LiSafety and Accident Investigation Centre, Cranfield University, Cranfield, UK
Pages 181-191 | Received 20 Jun 2017, Accepted 15 Nov 2017, Published online: 19 Dec 2017

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Elizabeth Maynard & Don Harris. (2022) Using neural networks to predict high-risk flight environments from accident and incident data. International Journal of Occupational Safety and Ergonomics 28:2, pages 1204-1212.
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Articles from other publishers (11)

Farzane Omrani, Hossein Etemadfard & Rouzbeh Shad. (2024) Assessment of aviation accident datasets in severity prediction through machine learning. Journal of Air Transport Management 115, pages 102531.
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Qin Xiao, Fan Luo, Yapeng Li & Dan Pan. (2023) Risk prediction and early warning of pilots’ unsafe behaviors using association rule mining and system dynamics. Journal of Air Transport Management 110, pages 102422.
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Yuanyuan Guo, Youchao Sun, Yide He, Fangzhou Du, Siyu Su & Chong Peng. (2023) Deep-Learning-Based Model for Accident-Type Prediction During Approach and Landing. IEEE Transactions on Aerospace and Electronic Systems 59:1, pages 472-482.
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X. Yang, W.J. Zhang, H.G. Lyu, X.Y. Zhou, Q.W. Wang & R. Ramezani. (2023) Hybrid early-warning framework for unsafe crew acts detection and prediction. Ocean & Coastal Management 231, pages 106383.
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Bin Meng & Na Lu. (2022) A Hybrid Model Integrating HFACS and BN for Analyzing Human Factors in CFIT Accidents. Aerospace 9:11, pages 711.
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Fangyuan Tian, Hongxia Li, Shuicheng Tian, Chenning Tian & Jiang Shao. (2022) Is There a Difference in Brain Functional Connectivity between Chinese Coal Mine Workers Who Have Engaged in Unsafe Behavior and Those Who Have Not?. International Journal of Environmental Research and Public Health 19:1, pages 509.
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Wen‐Chin Li, Peter Kearney, Jingyi Zhang, Yueh‐Ling Hsu & Graham Braithwaite. (2020) The Analysis of Occurrences Associated with Air Traffic Volume and Air Traffic Controllers’ Alertness for Fatigue Risk Management. Risk Analysis 41:6, pages 1004-1018.
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Ruihua Xu & Fan Luo. (2021) Risk prediction and early warning for air traffic controllers’ unsafe acts using association rule mining and random forest. Safety Science 135, pages 105125.
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Xing Yang, Tingjun Yong, Meihua Li, Wenying Wang, Huichun Xie & Jinping Du. (2021) Relationship between Cognitive Learning Psychological Classification and Neural Network Design Elements. Complexity 2021, pages 1-10.
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Amin Amiri Ebrahimabadi, Ahmad Soltanzadeh & Samira Ghiyasi. (2020) Analysis of Occupational Accidents Based on the Human Factors Analysis and Classification System (HFACS): A Case Study in a Copper Mine. Journal of Ergonomics 8:1, pages 12-20.
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Daniel Alberto Pamplona & Claudio Jorge Pinto Alves. (2020) Does a fighter pilot live in the danger zone? A risk assessment applied to military aviation. Transportation Research Interdisciplinary Perspectives 5, pages 100114.
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