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层间对深度耦合动态网络的影响:平衡稳定性的一个快照

Interlayer impacts to deep-coupling dynamical networks: A snapshot of equilibrium stability.

作者信息

Wu Jiening, Li Xiang

机构信息

Adaptive Networks and Control Lab, Department of Electronics Engineering, Fudan University, Shanghai 200433, China.

出版信息

Chaos. 2019 Jul;29(7):073104. doi: 10.1063/1.5093776.

Abstract

This paper defines deep-coupling networks with two categories of interlayer structures and investigates the equilibrium stability, when every node in the network is governed by a differential dynamical system. Several stability criteria of the equilibrium of deep-coupling networks are arrived at when the equilibrium of each node system is stable or unstable in two categories of interlayer couplings, which clarify interlayer impacts with the dependence of network topology and intralayer intensity as well. Several two-layer and three-layer numerical examples are provided to verify the analytical results.

摘要

本文定义了具有两类层间结构的深度耦合网络,并研究了当网络中的每个节点由一个微分动力系统控制时的平衡稳定性。当两类层间耦合中每个节点系统的平衡是稳定或不稳定时,得出了深度耦合网络平衡的几个稳定性判据,这也阐明了层间影响与网络拓扑和层内强度的依赖性。提供了几个两层和三层的数值例子来验证分析结果。

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