Dipartimento di Fisica, Università di Parma, via G.P. Usberti, 7/a, 43124, Parma, Italy.
Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano, Italy.
Sci Rep. 2020 Mar 3;10(1):3911. doi: 10.1038/s41598-020-60298-7.
In this report we offer the widest comparison of links removal (attack) strategies efficacy in impairing the robustness of six real-world complex weighted networks. We test eleven different link removal strategies by computing their impact on network robustness by means of using three different measures, i.e. the largest connected cluster (LCC), the efficiency (Eff) and the total flow (TF). We find that, in most of cases, the removal strategy based on the binary betweenness centrality of the links is the most efficient to disrupt the LCC. The link removal strategies based on binary-topological network features are less efficient in decreasing the weighted measures of the network robustness (e.g. Eff and TF). Removing highest weight links first is the best strategy to decrease the efficiency (Eff) in most of the networks. Last, we found that the removal of a very small fraction of links connecting higher strength nodes or of highest weight does not affect the LCC but it determines a rapid collapse of the network efficiency Eff and the total flow TF. This last outcome raises the importance of both to adopt weighted measures of network robustness and to focus the analyses on network response to few link removals.
在本报告中,我们提供了对六种真实复杂加权网络中链接删除(攻击)策略效果的最广泛比较。我们通过使用三种不同的度量标准(即最大连通簇 (LCC)、效率 (Eff) 和总流量 (TF))来计算它们对网络鲁棒性的影响,测试了十一种不同的链接删除策略。我们发现,在大多数情况下,基于链接的二进制介数中心性的删除策略是最有效的破坏 LCC 的方法。基于二进制拓扑网络特征的链接删除策略在降低网络鲁棒性的加权度量(例如 Eff 和 TF)方面效率较低。首先删除最高权重的链接是降低大多数网络效率 (Eff) 的最佳策略。最后,我们发现,删除连接高强度节点或最高权重的一小部分链接不会影响 LCC,但会导致网络效率 Eff 和总流量 TF 的迅速崩溃。这一结果凸显了采用加权网络鲁棒性度量标准的重要性,以及聚焦于网络对少量链接删除的响应的重要性。