Critical nodes in interdependent networks with deterministic and probabilistic cascading failures

被引:0
作者
Alexander Veremyev
Konstantin Pavlikov
Eduardo L. Pasiliao
My T. Thai
Vladimir Boginski
机构
[1] University of Central Florida,Department of Industrial Engineering and Management Systems
[2] University of Southern Denmark,Department of Business and Economics
[3] Air Force Research Laboratory,Munitions Directorate
[4] University of Florida,Department of Computer and Information Science and Engineering
来源
Journal of Global Optimization | 2019年 / 74卷
关键词
Combinatorial optimization; Interdependent networks; Cascading failures; Critical nodes; Vulnerability assessment; Conditional value-at-risk;
D O I
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中图分类号
学科分类号
摘要
We consider optimization problems of identifying critical nodes in coupled interdependent networks, that is, choosing a subset of nodes whose deletion causes the maximum network fragmentation (quantified by an appropriate metric) in the presence of deterministic or probabilistic cascading failure propagations. We use two commonly considered network fragmentation metrics: total number of disabled nodes and total number of disabled pair-wise connectivities. First, we discuss computational complexity issues and develop linear mixed integer programming (MIP) formulations for the corresponding optimization problems in the deterministic case. We then extend these problems to the case with probabilistic failure propagations using Conditional Value-at-Risk measure. We develop a scenario-based linear MIP model and propose an exact Markov chain-based algorithm to solve these problems. Finally, we perform a series of computational experiments on synthetic and semi-synthetic networks and discuss some interesting insights that illustrate the properties of the proposed models.
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页码:803 / 838
页数:35
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