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Global exponential stability of impulsive fuzzy Cohen-Grossberg neural networks with mixed delays and reaction-diffusion terms

机译:具有混合时滞和反应扩散项的脉冲模糊Cohen-Grossberg神经网络的全局指数稳定性

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摘要

This paper is concerned with the problem of exponential stability for a class of impulsive fuzzy Cohen-Grossberg neural networks with mixed time delays and reaction-diffusion. The mixed delays include time-varying delays and continuously distributed delays. Based on the Lyapunov method, Poincare Integral Inequality, and the linear matrix inequality (LMI) approach, we found some new sufficient conditions ensuring the global exponential stability of equilibrium point for impulsive fuzzy Cohen-Grossberg neural networks with mixed time delays and reaction-diffusion terms. These global exponential stability conditions depend on the reaction-diffusion terms and time delays. The results presented in this paper are less conservative than the existing sufficient stability conditions. Finally, some examples are given to show the effectiveness and superiority of the theoretical results.
机译:本文涉及一类具有混合时滞和反应扩散的脉冲模糊Cohen-Grossberg神经网络的指数稳定性问题。混合延迟包括时变延迟和连续分布的延迟。基于Lyapunov方法,Poincare积分不等式和线性矩阵不等式(LMI)方法,我们发现了一些新的充分条件,确保了具有混合时滞和反应扩散的脉冲模糊Cohen-Grossberg神经网络的平衡点的全局指数稳定性。条款。这些全局指数稳定性条件取决于反应扩散项和时间延迟。本文提出的结果不如现有的足够稳定条件保守。最后,通过实例说明了理论结果的有效性和优越性。

著录项

  • 来源
    《Neurocomputing》 |2012年第2012期|p.67-76|共10页
  • 作者单位

    Centre for Nonlinear and Complex Systems, School of Electronic Engineering, University of Electronic Science and Technology of China, Chengdu 610054, PR China;

    Centre for Nonlinear and Complex Systems, School of Electronic Engineering, University of Electronic Science and Technology of China, Chengdu 610054, PR China;

    Centre for Nonlinear and Complex Systems, School of Electronic Engineering, University of Electronic Science and Technology of China, Chengdu 610054, PR China;

    Systems Engineering and Engineering Management, City University of Hong Kong, Kowloon, Hong Kong;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    fuzzy cohen-grossberg neural networks; (FCCNNs); mixed time delays; impulsive; reaction-diffusion; exponential stability;

    机译:模糊科恩-格罗斯伯格神经网络;(FCCNN);混合时间延迟;浮躁;反应扩散指数稳定性;

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