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ψ-type stability of reaction-diffusion neural networks with time-varying discrete delays and bounded distributed delays

机译:时变离散时滞和有界分布时滞的反应扩散神经网络的ψ型稳定性

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摘要

In this paper, the psi-type stability and robust psi-type stability for reaction-diffusion neural networks (RDNNs) with Dirichlet boundary conditions, time-varying discrete delays and bounded distributed delays are investigated, respectively. Firstly, we analyze the psi-type stability and robust psi-type stability of RDNNs with time-varying discrete delays by means of psi-type functions combined with some inequality techniques, and put forward several psi-type stability criteria for the considered networks. Additionally, the models of RDNNs with bounded distributed delays are established and some sufficient conditions to guarantee the psi-type stability and robust psi-type stability are given. Lastly, two examples are provided to confirm the effectiveness of the derived results. (C) 2019 Elsevier B.V. All rights reserved.
机译:本文分别研究了具有Dirichlet边界条件,时变离散时滞和有界分布时滞的反应扩散神经网络(RDNN)的psi型稳定性和鲁棒psi型稳定性。首先,我们结合psi型函数和一些不等式技术,分析了具有时变离散时滞的RDNN的psi型稳定性和鲁棒psi型稳定性,并针对所考虑的网络提出了几种psi型稳定性准则。此外,建立了具有受限分布时延的RDNN模型,并给出了一些足以保证psi型稳定性和鲁棒psi型稳定性的条件。最后,提供了两个例子来确认所得出结果的有效性。 (C)2019 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2019年第7期|281-293|共13页
  • 作者

    Hou Jie; Huang Yanli; Yang Erfu;

  • 作者单位

    Tianjin Polytech Univ, Tianjin Key Lab Autonomous Intelligence Technol &, Sch Comp Sci & Technol, Tianjin 300387, Peoples R China;

    Tianjin Polytech Univ, Tianjin Key Lab Autonomous Intelligence Technol &, Sch Comp Sci & Technol, Tianjin 300387, Peoples R China;

    Univ Strathclyde, Fac Engn, Dept Design Manufacture & Engn Management, Space Mechatron Syst Technol Lab,Strathclyde Spac, Glasgow G1 1XJ, Lanark, Scotland;

  • 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

    Bounded distributed delays; psi-type stability; Time-varying discrete delays; Reaction-diffusion neural networks;

    机译:有界分布时滞;psi型稳定性;时变离散时滞;反应扩散神经网络;

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