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Limits of Predictability of Cascading Overload Failures in Spatially-Embedded Networks with Distributed Flows

机译:中国级联过载故障可预测性的局限性   具有分布式流的空间嵌入式网络

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摘要

Cascading failures are a critical vulnerability of complex information orinfrastructure networks. Here we investigate the properties of load-basedcascading failures in real and synthetic spatially-embedded network structures,and propose mitigation strategies to reduce the severity of damages caused bysuch failures. We introduce a stochastic method for optimal heterogeneousdistribution of resources (node capacities) subject to a fixed total cost.Additionally, we design and compare the performance of networks with N-stableand (N-1)-stable network-capacity allocations by triggering cascades usingvarious real-world node-attack and node-failure scenarios. We show that failuremitigation through increased node protection can be effectively achievedagainst single node failures. However, mitigating against multiple nodefailures is much more difficult due to the combinatorial increase in possiblefailures. We analyze the robustness of the system with increasing protection,and find that a critical tolerance exists at which the system undergoes a phasetransition, and above which the network almost completely survives an attack.Moreover, we show that cascade-size distributions measured in this regionexhibit a power-law decay. Finally, we find a strong correlation betweencascade sizes induced by individual nodes and sets of nodes. We also show thatnetwork topology alone is a weak factor in determining the progression ofcascading failures.
机译:级联故障是复杂信息或基础架构网络的关键漏洞。在这里,我们研究了在实际和合成的空间嵌入式网络结构中基于负载的级联故障的性质,并提出了缓解策略,以减少此类故障造成的破坏的严重性。我们引入了一种随机方法来在总成本固定的情况下实现资源(节点容量)的最佳异构分布。此外,我们通过触发使用各种变量的级联来设计和比较具有N稳定和(N-1)稳定的网络容量分配的网络性能实际的节点攻击和节点故障方案。我们表明,通过增加节点保护可以减轻故障,从而有效地克服了单节点故障。但是,由于可能出现的故障增加了,缓解多个节点故障要困难得多。我们通过增加保护来分析系统的鲁棒性,发现系统经历相变时存在临界公差,在该临界公差下网络几乎完全可以抵抗攻击。此外,我们证明了该区域中测得的级联大小分布幂律衰减。最后,我们发现由单个节点和节点集引起的级联大小之间有很强的相关性。我们还表明,仅网络拓扑是确定级联故障进展的一个弱因素。

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