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拓扑测度定位模块网络中隔离与整合的有效交叉。

Topological measure locating the effective crossover between segregation and integration in a modular network.

机构信息

École Polytechnique Fédéral de Lausanne, Laboratory of Nonlinear Systems, School of Computer and Communication Science, 1015 Lausanne, Switzerland.

出版信息

Phys Rev Lett. 2012 Jun 1;108(22):228701. doi: 10.1103/PhysRevLett.108.228701. Epub 2012 May 29.

Abstract

We introduce an easily computable topological measure which locates the effective crossover between segregation and integration in a modular network. Segregation corresponds to the degree of network modularity, while integration is expressed in terms of the algebraic connectivity of an associated hypergraph. The rigorous treatment of the simplified case of cliques of equal size that are gradually rewired until they become completely merged, allows us to show that this topological crossover can be made to coincide with a dynamical crossover from cluster to global synchronization of a system of coupled phase oscillators. The dynamical crossover is signaled by a peak in the product of the measures of intracluster and global synchronization, which we propose as a dynamical measure of complexity. This quantity is much easier to compute than the entropy (of the average frequencies of the oscillators), and displays a behavior which closely mimics that of the dynamical complexity index based on the latter. The proposed topological measure simultaneously provides information on the dynamical behavior, sheds light on the interplay between modularity and total integration, and shows how this affects the capability of the network to perform both local and distributed dynamical tasks.

摘要

我们引入了一种易于计算的拓扑度量,用于确定模块化网络中隔离与集成的有效交叉点。隔离对应于网络模块度的程度,而集成则以相关超图的代数连通性来表示。通过对大小相等的团逐渐重连直至完全合并的简化情况进行严格处理,我们能够证明这种拓扑交叉可以与耦合相振荡器系统从簇到全局同步的动力学交叉相吻合。动力学交叉由簇内和全局同步度量的乘积中的峰值来表示,我们将其作为复杂性的动力学度量。这个量比熵(振荡器的平均频率)容易计算得多,并且其行为与基于后者的动力学复杂度指数非常相似。所提出的拓扑度量同时提供了有关动力学行为的信息,阐明了模块性和整体集成之间的相互作用,以及这如何影响网络执行本地和分布式动力学任务的能力。

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