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A novel fixed-time stability strategy and its application to fixed-time synchronization control of semi-Markov jump delayed neural networks

机译:一种新的固定时间稳定策略及其在半马尔可夫跳延迟神经网络的固定时间同步控制的应用

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摘要

This paper emphasizes on a novel fixed-time stability strategy and its application to fixed-time synchro-nization control for a class of semi-Markov jump delayed Cohen-Grossberg neural networks (SMJDCGNNs). First, a novel fixed-time stability strategy for a class of nonlinear delayed systems is pro-posed, which is a generalization of the existing stability strategies. Second, the addressed fixed-time sta-bility strategy is applied to solving fixed-time synchronization control for a class of SMJDCGNNs, whose framework generalizes the existing Cohen-Grossberg neural networks (CGNNs). The application testifies that compared with the existing fixed-time stability strategies, the obtained fixed-time stability strategy can provide a tighter settling time which can more effectively and accurately estimate the convergence time of the studied delayed system. Finally, we give a comparative example to illustrate the validity of our results. (c) 2021 Elsevier B.V. All rights reserved.
机译:本文强调了一种新型的定时稳定战略及其对一类半马克可夫跳延迟Cohen-Grossberg神经网络(SMJDCGNNS)的固定时间同步控制。 首先,采用一类非线性延迟系统的新型固定时间稳定性策略,这是现有稳定策略的概括。 其次,寻址的固定时间STA合体策略适用于求解一类SMJDCGNN的定时同步控制,其框架推广现有的COHEN-GROSSBERG神经网络(CGNNS)。 该应用证明了与现有的固定时间稳定策略相比,所获得的固定时间稳定性策略可以提供更紧密的沉降时间,其可以更有效地能够更有效地估计研究的延迟系统的收敛时间。 最后,我们提供了一个比较例来说明我们的结果有效性。 (c)2021 elestvier b.v.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2021年第10期|284-293|共10页
  • 作者单位

    Huaiyin Normal Univ Sch Comp Sci & Technol Huaian 223300 Jiangsu Peoples R China;

    Southeast Univ Sch Math Nanjing 21099 Peoples R China|Southeast Univ Res Ctr Complex Syst & Network Sci Nanjing 21099 Peoples R China;

    Huaiyin Normal Univ Sch Comp Sci & Technol Huaian 223300 Jiangsu Peoples R China;

    Huaiyin Normal Univ Sch Comp Sci & Technol Huaian 223300 Jiangsu Peoples R China;

  • 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

    Fixed-time stability strategy; Delayed systems; Cohen-Grossberg neural networks; Semi-Markov jump; Settling time;

    机译:固定时间稳定策略;延迟系统;科恩格罗斯伯格神经网络;半马尔可夫跳跃;建立时间;

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