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Effect of random failures on traffic in complex networks

机译:随机故障对复杂网络中流量的影响

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摘要

We study the effect of random removal of nodes in networks on the maximum capability to deliver information in communication processes. Measuring the changes on the onset of congestion, we observe different behaviors depending on the network structure, governed by the distribution of the algorithmic betweenness (number of paths traversing a node given a communication protocol) of the nodes, and particularly by the node with the highest betweenness. We also compare the robustness of networks from a topological and dynamical point of view. We find that for certain values of traffic load, after suffering a random failure, the network can be physically connected but the nodes are unable to communicate due congestion. These results highlight the necessity to include dynamical considerations in studies about resilience of complex networks.
机译:我们研究了网络中节点随机删除对在通信过程中传递信息的最大能力的影响。通过测量拥塞开始时的变化,我们可以根据网络结构观察到不同的行为,这些行为受节点的算法中间性(在给定通信协议的情况下经过节点的路径数)的分布(尤其是具有最高的中间性。我们还从拓扑和动态的角度比较了网络的健壮性。我们发现,对于某些流量负载值,在遭受随机故障之后,可以物理连接网络,但是节点由于拥塞而无法通信。这些结果凸显了在有关复杂网络弹性的研究中必须包括动态考虑因素的必要性。

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