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作者:

Zhang, Yan (Zhang, Yan.) | Qiao, Yuanhua (Qiao, Yuanhua.) (学者:乔元华) | Duan, Lijuan (Duan, Lijuan.) (学者:段立娟) | Miao, Jun (Miao, Jun.) | Zhang, Jiajia (Zhang, Jiajia.)

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EI Scopus SCIE

摘要:

Multidirectional associative memory neural networks (MAMNNs) are constructed to simulate the many-to-many association, and they are applied widely in many fields. It is important to explore the global stability of the periodic solution of MAMNNs. In this paper, MAMNNs with discontinuous activation functions and mixed time-varying delays are considered. Firstly, we investigate the conditions for the existence of the periodic solution by using the Mawhin-like coincidence theorem, and a special connecting weight matrix is constructed to prove the existence of the periodic solution. Secondly, the uniqueness and global exponential stability of the periodic solution are explored for the non-self-connected system by introducing a Lipschitz-like condition. Finally, numerical simulations are given to illustrate the effectiveness of our main results.

关键词:

periodic solution mixed time&#8208 multidirectional associative memory neural networks global exponential stability discontinuous activation functions varying delays

作者机构:

  • [ 1 ] [Zhang, Yan]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Qiao, Yuanhua]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang, Jiajia]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China
  • [ 4 ] [Duan, Lijuan]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 5 ] [Miao, Jun]Beijing Informat Sci & Technol Univ, Sch Comp Sci, Beijing, Peoples R China

通讯作者信息:

  • 乔元华

    [Qiao, Yuanhua]Beijing Univ Technol, Fac Sci, Beijing 100124, Peoples R China

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来源 :

INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL

ISSN: 1049-8923

年份: 2021

期: 10

卷: 31

页码: 4570-4588

3 . 9 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:87

JCR分区:1

被引次数:

WoS核心集被引频次: 6

SCOPUS被引频次: 7

ESI高被引论文在榜: 0 展开所有

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