Holistic risk assessment of container shipping service based on Bayesian Network Modelling

容器(类型理论) 贝叶斯网络 服务(商务) 风险分析(工程) 风险评估 风险管理 业务 运筹学 计算机科学 计算机安全 工程类 财务 营销 机械工程 人工智能
作者
Yusheng Zhou,Xue Li,Kum Fai Yuen
出处
期刊:Reliability Engineering & System Safety [Elsevier]
卷期号:220: 108305-108305 被引量:61
标识
DOI:10.1016/j.ress.2021.108305
摘要

Container shipping makes significant contribution to the global economy and is confronted with various hazards and risks especially during the COVID-19 pandemic. These risks can disrupt resilient container shipping service, leading to further deterioration of the global economy. Hence, it is vital to develop resilient container shipping service, which is associated with being on-time, safe, and hassle-free. Theoretically, this research identifies 28 root risks using the PESTLE framework, conducts risk assessment using a hybrid method comprising failure modes and effects analysis, evidential reasoning, and rule-based Bayesian network. A three-hierarchy Bayesian network model is established. The results reveal that economic, political, and technical risks are the most threatening risks affecting resilient container shipping service. Moreover, the holistic container shipping risk is most sensitive to environmental risks. Managerially, this research provides container shipping companies with guidance of drafting risk mitigation plans with economic risks and political risks as priorities.
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