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

机译:具有分布式冲动效应的交换耦合神经网络的同步:一种冲动的强度依赖性方法

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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,其中以分布式方式同时考虑同步和去同步脉冲。此外,考虑合作和竞争性互动。鉴于冲动的强度依赖性平均脉冲间隔(ISDAII)和Lyapunov函数方法,针对所考虑的耦合脉冲切换的神经网络研究指数同步问题,其中假设不同脉冲序列的平均脉冲间隔是不同的。因此,所提出的ISDAII方法更普遍,并且更广泛的应用于通常的AII方法。通过数值示例验证了理论结果。

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