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Cascading Failure Tolerance of Modular Small-World Networks

机译:模块化小世界网络的级联容错能力

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摘要

Many real-world networks have a modular structure, and their component may undergo random errors and/or intentional attacks. More devastating situations may happen if the network components have a limited load capacity; the errors and attacks may lead to a cascading component removal process, and consequently, the network may lose its desired performance. In this brief, we investigate the tolerance of cascading errors and attacks in modular small-world networks. This brief studies the size of the largest connected component of the networks when cascading errors or attacks occur. The robustness of the network is tested as a function of both the intermodular connection and intramodular rewiring probabilities, i.e., the rewiring probability of original Watts–Strogatz networks that the individual modules are based on. We find that intermodular connections play an important role in determining the robustness of the networks against cascading failures. We also study cascaded failure in a number of real networks with different modularity levels and find that the more the modularity level of a network, the less its robustness against cascaded failures.
机译:许多现实世界的网络具有模块化结构,其组件可能会遭受随机错误和/或故意攻击。如果网络组件的负载能力有限,则可能发生更具破坏性的情况。错误和攻击可能导致级联的组件删除过程,因此,网络可能会失去所需的性能。在本文中,我们研究了模块化小世界网络中级联错误和攻击的容忍度。本摘要研究级联错误或攻击发生时网络最大连接组件的大小。根据模块间连接和模块内重新布线概率(即各个模块所基于的原始Watts-Strogatz网络的重新布线概率)来测试网络的健壮性。我们发现模块间连接在确定网络对级联故障的鲁棒性方面起着重要作用。我们还研究了许多具有不同模块化级别的实际网络中的级联故障,发现网络的模块化程度越高,其对级联故障的鲁棒性就越差。

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