Investigation of ship collision accident risk factors using BP-DEMATEL method based on HFACS-SCA

IF 11 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Reliability Engineering & System Safety Pub Date : 2025-05-01 Epub Date: 2025-01-31 DOI:10.1016/j.ress.2025.110875
Mingyang Guo , Miao Chen , Lihao Yuan , Zhihui Zhang , Jia Lv , Zhiyong Cai
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Abstract

This paper proposes an objective analysis method based on historical data to comprehensively analyze the causal relationships and importance ranking of various risk factors in ship collision accidents. Firstly, 343 ship collision accident reports were investigated, and a HFACS-SCA model for analyzing risk factors in ship collisions was proposed based on the HFACS. Subsequently, Apriori and entropy methods were employed to analyze the data and obtain the weights of each risk factor. Finally, the BP-DEMATEL method was introduced to establish a quantitative evaluation system, resulting in the analysis of risk factors in collision accidents and the proposal of preventive measures. The results indicate that organizational factors are the main causal factors, while unsafe acts are the main effect factors in the main layers of HFACS-SCA. Among all risk factors, "Over speed" and "Safety management system defects are identified as significant causes of accidents. The method proposed in this paper does not require expert judgment and obtains more objective and realistic results through historical data analysis. The findings of this study could assist relevant researchers in formulating preventive measures for ship collisions and enhancing the level of ship safety management.
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基于HFACS-SCA的BP-DEMATEL方法研究船舶碰撞事故风险因素
本文提出了一种基于历史数据的客观分析方法,综合分析船舶碰撞事故中各种危险因素的因果关系和重要性排序。首先,对343起船舶碰撞事故报告进行调查,提出了基于HFACS的船舶碰撞危险因素分析HFACS- sca模型。随后,采用Apriori和熵值法对数据进行分析,得到各风险因素的权重。最后,引入BP-DEMATEL方法,建立定量评价体系,分析碰撞事故的危险因素,提出预防措施。结果表明,在HFACS-SCA的主要层次中,组织因素是主要的因果因素,不安全行为是主要的影响因素。在所有危险因素中,“超速”和“安全管理系统缺陷”被确定为事故的重要原因。本文提出的方法不需要专家判断,通过对历史数据的分析,得到更加客观、真实的结果。研究结果可为相关研究人员制定船舶碰撞预防措施,提高船舶安全管理水平提供参考。
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来源期刊
Reliability Engineering & System Safety
Reliability Engineering & System Safety 管理科学-工程:工业
CiteScore
15.20
自引率
39.50%
发文量
621
审稿时长
67 days
期刊介绍: Elsevier publishes Reliability Engineering & System Safety in association with the European Safety and Reliability Association and the Safety Engineering and Risk Analysis Division. The international journal is devoted to developing and applying methods to enhance the safety and reliability of complex technological systems, like nuclear power plants, chemical plants, hazardous waste facilities, space systems, offshore and maritime systems, transportation systems, constructed infrastructure, and manufacturing plants. The journal normally publishes only articles that involve the analysis of substantive problems related to the reliability of complex systems or present techniques and/or theoretical results that have a discernable relationship to the solution of such problems. An important aim is to balance academic material and practical applications.
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