Literature DB >> 24709387

Robust synchronization of an array of neural networks with hybrid coupling and mixed time delays.

Yanke Du1, Rui Xu2.   

Abstract

This paper is concerned with the global exponential synchronization for an array of hybrid coupled neural networks with leakage delay, time-varying discrete and distributed delays. By employing a novel augmented Lyapunov-Krasovskii functional (LKF), applying the theory of Kronecker product of matrices, Barbalat׳s Lemma and the technique of linear matrix inequality (LMI), delay-dependent sufficient conditions are obtained for the global exponential synchronization of the system. As an extension, robust synchronization criteria are derived for the corresponding system with parameter uncertainties. Some examples are given to show the effectiveness of the obtained theoretical results.
Copyright © 2014 ISA. Published by Elsevier Ltd. All rights reserved.

Keywords:  Array of neural networks; Hybrid coupling; Kronecker product; Lyapunov–Krasovskii functional; Synchronization

Mesh:

Year:  2014        PMID: 24709387     DOI: 10.1016/j.isatra.2014.03.005

Source DB:  PubMed          Journal:  ISA Trans        ISSN: 0019-0578            Impact factor:   5.468


  1 in total

1.  Non-fragile mixed H∞ and passive synchronization of Markov jump neural networks with mixed time-varying delays and randomly occurring controller gain fluctuation.

Authors:  Chao Ma
Journal:  PLoS One       Date:  2017-04-14       Impact factor: 3.240

  1 in total

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