Exploring hazardous chemical explosion accidents with association rules and Bayesian networks

危险废物 贝叶斯网络 故障树分析 事故(哲学) 过程(计算) 控制(管理) 工艺安全 工程类 风险分析(工程) 运筹学 灵敏度(控制系统) 计算机科学 可靠性工程 运营管理 业务 废物管理 在制品 人工智能 电子工程 哲学 操作系统 认识论
作者
Xin Li,Chao Chen,Yidu Hong,Fuqiang Yang
出处
期刊:Reliability Engineering & System Safety [Elsevier BV]
卷期号:233: 109099-109099 被引量:37
标识
DOI:10.1016/j.ress.2023.109099
摘要

Hazardous chemical accidents pose a severe threat to human and economic activities. To explore the causes and paths of hazardous chemical explosion accidents (HCEAs) in China, a qualitative and quantitative model was proposed in this study. Firstly, 129 accident cases were collected from the official website of the Ministry of Emergency Management of the People's Republic of China, and the accident factors were screened based on association rule (AR). Then, the fault tree (FT) structure of HCEA was developed by the AR, and the qualitative model was transformed into a quantitative Bayesian network (BN) model. Finally, the accident path, the importance size of the basic events, and the sensitivity of the direct cause of the accident were uncovered based on the BN model. The results show that improper temperature control due to operating procedures is the most likely route to accidents. Among the basic events, process management and operating procedures issues ranked the first in importance, with the most significant impact on HCEA. The sensitivity of improper temperature control far exceeds other direct causes and is most likely to induce accidents directly. According to the study results, some feasible measures are put forward to improve the safety management of hazardous chemical production.
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