An optimization-based risk management framework with risk interdependence for effective disaster risk reduction

被引:4
|
作者
Safaeian, Mojgan [1 ]
Moses, Ren [2 ]
Ozguven, Eren E. [3 ]
Dulebenets, Maxim A. [4 ]
机构
[1] Florida A&M Univ Florida State Univ FAMU FSU, Coll Engn, Dept Civil & Environm Engn, 2035 Paul Dirac Dr, Sliger Bldg, Suite 206, Tallahassee, FL 32310 USA
[2] Florida A&M Univ Florida State Univ FAMU FSU, Coll Engn, Dept Civil & Environm Engn, 2525 Pottsdamer St,Bldg A,Suite A129, Tallahassee, FL 32310 USA
[3] Florida A&M Univ Florida State Univ FAMU FSU, Coll Engn, Dept Civil & Environm Engn, 2035 E Paul Dirac Dr,Sliger Bldg,Suite 207, Tallahassee, FL 32310 USA
[4] Florida A&M Univ Florida State Univ FAMU FSU, Coll Engn, Dept Civil & Environm Engn, 2035 E Paul Dirac Dr,Sliger Bldg,Suite 275, Tallahassee, FL 32310 USA
关键词
Project risk management; Disaster risk reduction; Optimization; Computational intelligence; Metaheuristics; RESPONSE STRATEGIES; MITIGATION; DECISION; METHODOLOGY; ALGORITHMS; DESIGN; SYSTEM; HEALTH;
D O I
10.1016/j.pdisas.2024.100313
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Effective risk management is crucial in the field of disaster management to mitigate the impact of disasters. It involves proactive planning, resource allocation, and the implementation of response measures. By identifying and assessing risks, stakeholders can take preventive measures and establish contingency plans, fostering resilience, coordination, and efficient disaster response and recovery processes. In the context of globalization, organizations face numerous uncertainties and risks, necessitating the implementation of efficient risk management plans. While the conventional risk response analysis assumes independence among risks, in reality, they are interconnected. Therefore, evaluating risk interactions becomes vital in comprehensive risk management evaluations. This study proposes an innovative framework for disaster risk management based on a review of relevant literature, global project management standards, and the insights gained from previous studies dealing with disaster management projects. To identify appropriate risk response strategies, an optimization model is developed that incorporates a maximization utility function and directly captures potential risk interdependence. An exact optimization method and two metaheuristics are proposed to solve the developed optimization model for the selection of risk response strategies. A detailed assessment of the considered solution algorithms in terms of various performance indicators and sensitivity analysis of model parameters are conducted through a comparative study. This analysis provides valuable insights into the effectiveness and practical applicability of the proposed methodology. The outcomes of this study will benefit practitioners and policymakers involved in disaster management by improving their ability to make informed decisions and allocate resources effectively.
引用
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页数:18
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