Taking into account the fact that overload failures in real-world functionalnetworks are usually caused by extreme values of temporally fluctuating loadsthat exceed the allowable range, we study the robustness of scale-free networksagainst cascading overload failures induced by fluctuating loads. In our model,loads are described by random walkers moving on a network and a node fails whenthe number of walkers on the node is beyond the node capacity. Our resultsobtained by using the generating function method shows that scale-free networksare more robust against cascading overload failures than Erd\H{o}s-R\'enyirandom graphs with homogeneous degree distributions. This conclusion iscontrary to that predicted by previous works which neglect the effect offluctuations of loads.
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机译:考虑到现实世界功能网络中的过载故障通常是由超出允许范围的时间波动负载的极值引起的,我们研究了无标度网络相对于负载波动引起的级联过载故障的鲁棒性。在我们的模型中,负载由网络上移动的随机walker来描述,并且当节点上walker的数量超出节点容量时,节点将失败。通过生成函数方法获得的结果表明,无标度网络比具有均匀度分布的Erd \ H {o} s-R \'enyirandom图更能抵抗级联过载故障。该结论与先前的工作所预测的结果相反,后者忽略了载荷的波动。
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