成本受限级联攻击策略下复杂网络的鲁棒性

IF 1.8 4区 物理与天体物理 Q3 PHYSICS, APPLIED Modern Physics Letters B Pub Date : 2023-12-30 DOI:10.1142/s0217984924501483
Lin Ding, Lunxiao Xie, Juan Wen, Minsheng Tan
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引用次数: 0

摘要

复杂网络对各种可能引发级联故障的攻击的鲁棒性已引起越来越多的关注。大多数现有研究都没有考虑到攻击每个网络组件(节点或边缘)的成本可能是不相等的。因此,我们在本文中探讨了基于异构成本的网络对级联攻击的鲁棒性。我们引入了一个攻击成本模型,其中包含成本敏感参数和预算约束参数。在此基础上,我们考虑了三种攻击策略,包括中心策略、平均度策略和叶策略。通过考虑负载本地优先再分配规则,比较了它们的级联攻击效果。在不同的复杂网络中,对失效节点的比例和新的鲁棒性指标值(即预算约束阈值)进行了监测。数值实验表明,当攻击成本从同质性变为异质性时,经典集线器策略的性能会逐渐下降。在各节点攻击成本异质性较弱的情况下,叶子策略逐渐达到最大攻击性能。此外,预算、网络结构和鲁棒性指标都会影响最优攻击策略的选择。
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Robustness of complex networks under cost-constrained cascaded attack strategies
The robustness of complex networks to various kinds of attacks that could trigger cascading failures has attracted increasing attention. Most existing studies fail to consider that the cost to attack each network component (node or edge) may be unequal. Therefore, in this paper, we explore the network robustness to cascaded attacks based on heterogeneous costs. We introduce an attack cost model with both cost-sensitive and budget-constraint parameters. On this basis, three attack strategies are considered, including hub strategy, average degree strategy, and leaf strategy. Their cascaded attack effects are compared by considering the load local preferential redistribution rule. Both the fraction of failed nodes and the value of a new robustness metric, i.e. the budget-constraint threshold, are monitored in different complex networks. Numerical experiments indicate that as the attack cost changes from homogeneity to heterogeneity, the performance of the classic hub strategy decreases gradually. For the situation of weak heterogeneity of attack cost of each node, leaf strategy achieves the maximum attack performance gradually. Moreover, the budget, network structure, and robustness metrics may all affect the selection of the optimal attack strategy.
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来源期刊
Modern Physics Letters B
Modern Physics Letters B 物理-物理:凝聚态物理
CiteScore
3.70
自引率
10.50%
发文量
235
审稿时长
5.9 months
期刊介绍: MPLB opens a channel for the fast circulation of important and useful research findings in Condensed Matter Physics, Statistical Physics, as well as Atomic, Molecular and Optical Physics. A strong emphasis is placed on topics of current interest, such as cold atoms and molecules, new topological materials and phases, and novel low-dimensional materials. The journal also contains a Brief Reviews section with the purpose of publishing short reports on the latest experimental findings and urgent new theoretical developments.
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