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The robustness of multiplex networks under layer node-based attack

机译:基于层节点攻击的多路复用网络的鲁棒性

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摘要

From transportation networks to complex infrastructures, and to social andeconomic networks, a large variety of systems can be described in terms ofmultiplex networks formed by a set of nodes interacting through differentnetwork layers. Network robustness, as one of the most successful applicationareas of complex networks, has also attracted great interest in boththeoretical and empirical researches. However, the vast majority of existingresearches mainly focus on the robustness of single-layer networks aninterdependent networks, how multiplex networks respond to potential attack isstill short of further exploration. Here we study the robustness of multiplexnetworks under two attack strategies: layer node-based random attack and layernode-based targeted attack. A theoretical analysis framework is proposed tocalculate the critical threshold and the size of giant component of multiplexnetworks when a fraction of layer nodes are removed randomly or intentionally.Via numerous simulations, it is unveiled that the theoretical method canaccurately predict the threshold and the size of giant component, irrespectiveof attack strategies. Moreover, we also compare the robustness of multiplexnetworks under multiplex node-based attack and layer node-based attack, andfind that layer node-based attack makes multiplex networks more vulnerable,regardless of average degree and underlying topology. Our finding may shed newlight on the protection of multiplex networks.
机译:从交通网络到复杂的基础设施,再到社会和经济网络,可以通过由一组节点通过不同网络层进行交互而形成的多路复用网络来描述各种各样的系统。网络稳健性作为复杂网络最成功的应用领域之一,也引起了理论和实证研究的极大兴趣。然而,绝大多数现有的研究主要集中在单层网络和相互依赖的网络的鲁棒性上,复用网络如何应对潜在的攻击仍然缺乏进一步的探索。在这里,我们研究了两种攻击策略下Multiplex网络的鲁棒性:基于层节点的随机攻击和基于层节点的目标攻击。提出了一个理论分析框架来计算随机或有意去除一部分节点时的临界阈值和多路复用网络巨分量的大小。通过大量的仿真实验表明,该理论方法可以准确地预测巨网络的阈值和巨大小。组件,与攻击策略无关。此外,我们还比较了多路复用网络在基于多路复用节点的攻击和基于层节点的攻击下的鲁棒性,并且发现基于层节点的攻击使多路复用网络更容易受到攻击,无论平均程度和底层拓扑如何。我们的发现可能会为多重网络的保护提供新的思路。

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