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Author:

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

Indexed by:

EI Scopus SCIE

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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

Reprint Author's Address:

  • 乔元华

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

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Source :

INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL

ISSN: 1049-8923

Year: 2021

Issue: 10

Volume: 31

Page: 4570-4588

3 . 9 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:87

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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