A risk assessment model with systematical uncertainty treatment for container shipping operations

被引:15
|
作者
Nguyen, Son [1 ,2 ]
机构
[1] Univ Tasmania, Natl Ctr Ports & Shipping, Australian Maritime Coll, Hobart, Tas 7248, Australia
[2] Vietnam Maritime Univ, Fac Econ, Dept Maritime Transportat Econ, Hai Phong, Vietnam
关键词
Risk assessment; container shipping operation; Bayesian network; evidential Reasoning; risk mapping; SAFETY;
D O I
10.1080/03088839.2020.1729432
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
The substantial adverse effects of risk factors on container shipping and logistics promoted a deep integration of risk analysis into the decision-making process. This paper aims to develop a well-grounded quantitative model to operational risk in a container shipping context. Considering uncertainty as a primary component of the risk concept, methods were employed in an inter-complementary manner to enable not only a sense of foreseeability but also a deeper look into the weaknesses of the knowledge base. The intersubjectivity of the input extraction process was supported by the Evidential Reasoning (ER) algorithm. Risks are then assessed based on a Fuzzy Rules Bayesian Network (FRBN) model with a 2-level parameter structure before meaningful interpretations can be derived through a new risk mapping approach. Besides an illustrative case study, the model was tested by sensitivity analysis and an examination of multiple validity claims.
引用
收藏
页码:778 / 796
页数:19
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