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Exponential Synchronization of Coupled Switched Neural Networks With Mode-Dependent Impulsive Effects

作者:Wenbing Zhang, Yang Tang, Qingying Miao, Wei Du · 发表于:IEEE Transactions on Neural Networks and Learning Systems · 年份:2013 · DOI:10.1109/tnnls.2013.2257842 · 被引用次数:224 · 研究领域:Neural Networks Stability and Synchronization、stochastic dynamics and bifurcation、Nonlinear Dynamics and Pattern Formation

This paper investigates the synchronization problem of coupled switched neural networks (SNNs) with mode-dependent impulsive effects and time delays. The main feature of mode-dependent impulsive effects is that impulsive effects can exist not only at the instants coinciding with mode switching but also at the instants when there is no system switching. The impulses considered here include those that suppress synchronization or enhance synchronization. Based on switching analysis techniques and the comparison principle, the exponential synchronization criteria are derived for coupled delayed SNNs with mode-dependent impulsive effects. Finally, simulations are provided to illustrate the effectiveness of the results.