Robustness Evaluation of Multipartite Complex Networks Based on Percolation Theory

Qing Cai, S. Alam, Mahardhika Pratama, Jiming Liu
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引用次数: 14

Abstract

To investigate the robustness of complex networks in face of disturbances can help prevent potential network disasters. Percolation on networks is a potent instrument for network robustness analysis. However, existing percolation theories are primarily developed for interdependent or multilayer networks. Little attention is paid to multipartite networks which are an indispensable part of complex networks. In this article, we theoretically explore the robustness of multipartite networks under node failures. We put forward the generic percolation theory for gauging the robustness of multipartite networks with arbitrary degree distributions. Our developed theory is capable of quantifying the robustness of multipartite networks under either random or target node attacks. Our theory unravels the second order phase transition phenomenon for multipartite networks. In order to verify the correctness of the proposed theory, simulations on computer generated multipartite networks have been carried out. The experiments demonstrate that the simulation results coincide quite well with that yielded by the proposed theory.
基于渗流理论的多部复杂网络鲁棒性评价
研究复杂网络面对干扰时的鲁棒性有助于预防潜在的网络灾难。网络上的渗透是网络鲁棒性分析的有力工具。然而,现有的渗流理论主要是针对相互依赖或多层网络发展起来的。对于复杂网络中不可缺少的组成部分——多方网络的研究很少。在本文中,我们从理论上探讨了节点故障下的多部网络的鲁棒性。提出了衡量任意度分布的多部网络鲁棒性的一般渗透理论。我们开发的理论能够量化多节点网络在随机或目标节点攻击下的鲁棒性。我们的理论揭示了多部网络的二阶相变现象。为了验证所提理论的正确性,对计算机生成的多部网络进行了仿真。实验表明,仿真结果与理论计算结果吻合较好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
自引率
0.00%
发文量
1
审稿时长
6.0 months
期刊介绍: The scope of the IEEE Transactions on Systems, Man, and Cybernetics: Systems includes the fields of systems engineering. It includes issue formulation, analysis and modeling, decision making, and issue interpretation for any of the systems engineering lifecycle phases associated with the definition, development, and deployment of large systems. In addition, it includes systems management, systems engineering processes, and a variety of systems engineering methods such as optimization, modeling and simulation.
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