A Bayesian decision network-based pre-disaster mitigation model for earthquake-induced cascading events to balance costs and benefits on a limited budget

被引:3
作者
Gu, Wenjing [2 ]
Qiu, Jiangnan [2 ]
Hu, Jilei [1 ]
Tang, Xiaowei [3 ]
机构
[1] China Three Gorges Univ, Minist Educ, Key Lab Geol Hazards Three Gorges Reservoir Area, Yichang 443002, Peoples R China
[2] Dalian Univ Technol, Sch Econ & Management, Dalian 116024, Peoples R China
[3] Dalian Univ Technol, Inst Geotech Engn, Dalian 116024, Liaoning, Peoples R China
基金
中国国家自然科学基金;
关键词
Earthquake -induced cascading disasters; Pre -disaster mitigation; Bayesian decision network; Cost-benefit analyses; Limited budgets; MANAGEMENT; RISK; UNCERTAINTY; INVESTMENT; LOCATION; SURVIVAL; SUPPORT; DEBRIS;
D O I
10.1016/j.cie.2024.110161
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Cascading disasters induced by earthquakes amplify the severity of the initial impact on environment. Although decisionmakers may face uncertainty, an effective mitigation strategy is critical in environmental management. We propose an earthquake -induced cascading disaster mitigation-Bayesian decision network (ECDM-BDN) model to assess pre -disaster mitigating strategies under limited budgets from the perspective of systematic thinking. This model graphically represents the complex relationship among various variables in a seismic hazard system and resistance system based on disaster system theory. It can predict the triggering of cascading events through probabilistic reasoning and identify the key variable accountable for the range of outputs observed through sensitivity analysis. In addition, cost-benefit analyses are carried out by combining Bayesian decision network utility nodes and dynamic programming to obtain a balance between costs and benefits in the context of limited budgets. An earthquake -induced liquefaction served as a case study to demonstrate the proposed model's effectiveness. Experimental results indicate that the ECDM-BDN model can balance the costs and effects of each pre -disaster mitigating strategy as well as select the optimal one according to the utility value. The proposed model can perform a "white -box" decision -making process, which is expected to guide earthquake -induced cascading event pre -disaster mitigation in cases of limited budgets.
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页数:19
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