4.6 Article

Stochastic synchronization in an array of neural networks with hybrid nonlinear coupling

期刊

NEUROCOMPUTING
卷 74, 期 18, 页码 3808-3815

出版社

ELSEVIER SCIENCE BV
DOI: 10.1016/j.neucom.2011.07.004

关键词

Array of neural networks; Stochastic synchronization; Nonlinear coupling; Time-varying delays; Kronecker product; Stochastic disturbance

资金

  1. National Natural Science Foundation of China [60774093, 61034005]
  2. Program for New Century Excellent Talents in University [NCET-08-0101]
  3. Fundamental Research Funds for the Central Universities [N100104102]

向作者/读者索取更多资源

This paper is concerned with the stochastic synchronization problem in an array of neural networks with hybrid nonlinear coupling, which is composed of constant coupling, discrete-delay coupling and distributed-delay coupling. By employing the Lyapunov functional method and the Kronecker product technique, some less conservative delay-dependent conditions are obtained to ensure the stochastic synchronization of the systems, and the coupling terms of the models being studied are all nonlinear. These conditions are derived in terms of linear matrix inequalities and can be easily checked. Finally, several numerical examples are given to show the effectiveness of the proposed methods. Crown Copyright (C) 2011 Published by Elsevier B.V. All rights reserved.

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