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复杂网络中的功能可实现性:通过远程异步实现从结构网络到功能网络转变的主导节点

Functionability in complex networks: Leading nodes for the transition from structural to functional networks through remote asynchronization.

作者信息

Rosell-Tarragó Gemma, Díaz-Guilera Albert

机构信息

Departament de Física de la Matèria Condensada, Universitat de Barcelona, 08028 Barcelona, Spain.

出版信息

Chaos. 2020 Jan;30(1):013105. doi: 10.1063/1.5099621.

Abstract

Complex networks are essentially heterogeneous not only in the basic properties of the constituent nodes, such as their degree, but also in the effects that these have on the global dynamical properties of the network. Networks of coupled identical phase oscillators are good examples for analyzing these effects, since an overall synchronized state can be considered a reference state. A small variation of intrinsic node parameters may cause the system to move away from synchronization, and a new phase-locked stationary state can be achieved. We propose a measure of phase dispersion that quantifies the functional response of the system to a given local perturbation. As a particular implementation, we propose a variation of the standard Kuramoto model in which the nodes of a complex network interact with their neighboring nodes, by including a node-dependent frustration parameter. The final stationary phase-locked state now depends on the particular frustration parameter at each node and also on the network topology. We exploit this scenario by introducing individual frustration parameters and measuring what their effect on the whole network is, measured in terms of the phase dispersion, which depends only on the topology of the network and on the choice of the particular node that is perturbed. This enables us to define a characteristic of the node, its functionability, that can be computed analytically in terms of the network topology. Finally, we provide a thorough comparison with other centrality measures.

摘要

复杂网络本质上是异质的,不仅在组成节点的基本属性(如度)方面,而且在这些属性对网络全局动态属性的影响方面。耦合相同相位振荡器网络是分析这些影响的良好示例,因为整体同步状态可被视为参考状态。固有节点参数的微小变化可能导致系统偏离同步,并且可以实现新的锁相稳态。我们提出一种相位离散度的度量,它量化了系统对给定局部扰动的功能响应。作为一种具体实现方式,我们提出标准Kuramoto模型的一种变体,其中复杂网络的节点通过包含一个依赖于节点的失配参数与相邻节点相互作用。最终的稳态锁相状态现在取决于每个节点的特定失配参数以及网络拓扑结构。我们通过引入个体失配参数并测量其对整个网络的影响(以相位离散度来衡量,相位离散度仅取决于网络拓扑结构以及被扰动的特定节点的选择)来利用这种情况。这使我们能够定义节点的一个特征,即其功能性,它可以根据网络拓扑结构进行解析计算。最后,我们与其他中心性度量进行了全面比较。

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