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Synchronization of Switched Coupled Neural Networks with Distributed Impulsive Effects: An Impulsive Strength Dependent Approach

机译:具有分布脉冲效应的开关耦合神经网络的同步:一种基于脉冲强度的方法

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摘要

The main focus of this paper is to investigate synchronization of delayed impulsive switched coupled neural networks, in which both synchronizing and desynchronizing impulses are taken into account simultaneously in a distributed way. In addition, both cooperative and competitive interactions are considered. In view of the impulsive strength-dependent average impulsive interval (ISDAII) and the Lyapunov function approach, exponential synchronization problem was investigated for the considered coupled impulsive switched neural networks, where, it is assumed that the average impulsive intervals for different impulsive sequences are distinct. Thus, the proposed ISDAII approach is more general and of a wider application than the usual AII approach. The theoretical results have been verified via a numerical example.
机译:本文的主要重点是研究延迟脉冲切换耦合神经网络的同步,其中同时以分布式方式同时考虑了同步和非同步脉冲。此外,还考虑了合作和竞争互动。鉴于脉冲强度相关的平均脉冲间隔(ISDAII)和Lyapunov函数方法,研究了考虑的耦合脉冲切换神经网络的指数同步问题,其中假设不同脉冲序列的平均脉冲间隔是不同的。因此,与通常的AII方法相比,所提议的ISDAII方法更为通用,应用范围更广。通过数值例子验证了理论结果。

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