Fixed-Time Synchronization of Complex-Valued Memristor-Based Neural Networks with Impulsive Effects

被引:0
|
作者
Yanlin Zhang
Shengfu Deng
机构
[1] Huaqiao University,School of Mathematical Sciences
来源
Neural Processing Letters | 2020年 / 52卷
关键词
Fixed-time synchronization; Neural networks; Memristor-based; Impulsive; Complex-valued; 34D06; 49N25; 92B20; 93C83;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, the fixed-time synchronization of complex-valued memristor-based neural networks with impulsive effects is investigated. We first separate these complex-valued networks into real and imaginary parts, and design the appropriate controllers. Then apply the set-valued map and the differential inclusion theorem to handle the discontinuity problems at the right-hand side of the drive-response systems. By constructing the comparison systems together with the Lyapunov function, we get the fixed-time synchronization conditions. Moreover, the estimate of the settling time is also explicitly obtained. Finally, two examples and their numerical simulations are presented to show the effectiveness of the obtained theoretical results.
引用
收藏
页码:1263 / 1290
页数:27
相关论文
共 50 条
  • [1] Fixed-Time Synchronization of Complex-Valued Memristor-Based Neural Networks with Impulsive Effects
    Zhang, Yanlin
    Deng, Shengfu
    [J]. NEURAL PROCESSING LETTERS, 2020, 52 (02) : 1263 - 1290
  • [2] Fixed-time synchronization of the impulsive memristor-based neural networks
    Zhang, Yanlin
    Zhuang, Jinshen
    Xia, Yonghui
    Bai, Yuzhen
    Cao, Jinde
    Gu, Longfei
    [J]. COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2019, 77 : 40 - 53
  • [3] Synchronization stability of memristor-based complex-valued neural networks with time delays
    Liu, Dan
    Zhu, Song
    Ye, Er
    [J]. NEURAL NETWORKS, 2017, 96 : 115 - 127
  • [4] Adaptive synchronization of memristor-based complex-valued neural networks with time delays
    Xu, Wei
    Zhu, Song
    Fang, Xiaoyu
    Wang, Wei
    [J]. NEUROCOMPUTING, 2019, 364 : 119 - 128
  • [5] Synchronization of memristor-based complex-valued neural networks with time-varying delays
    Yanzhao Cheng
    Yanchao Shi
    [J]. Computational and Applied Mathematics, 2022, 41
  • [6] Fixed-Time Synchronization of Stochastic Complex-Valued Fuzzy Neural Networks with Memristor and Proportional Delays
    Wang, Pan
    Li, Xuechen
    Lu, Jianquan
    Lou, Jungang
    [J]. NEURAL PROCESSING LETTERS, 2023, 55 (06) : 8465 - 8481
  • [7] Fixed-Time Synchronization of Stochastic Complex-Valued Fuzzy Neural Networks with Memristor and Proportional Delays
    Pan Wang
    Xuechen Li
    Jianquan Lu
    Jungang Lou
    [J]. Neural Processing Letters, 2023, 55 : 8465 - 8481
  • [8] Synchronization of memristor-based complex-valued neural networks with time-varying delays
    Cheng, Yanzhao
    Shi, Yanchao
    [J]. COMPUTATIONAL & APPLIED MATHEMATICS, 2022, 41 (08):
  • [9] Fixed/Predefined-time synchronization of memristor-based complex-valued BAM neural networks for image protection
    Liu, Aidi
    Zhao, Hui
    Wang, Qingjie
    Niu, Sijie
    Gao, Xizhan
    Su, Zhen
    Li, Lixiang
    [J]. FRONTIERS IN NEUROROBOTICS, 2022, 16
  • [10] Finite-time synchronization of memristor-based complex-valued neural networks with time delays
    Sun, Kaili
    Zhu, Song
    Wei, Yongchang
    Zhang, Xiaoke
    Gao, Fei
    [J]. PHYSICS LETTERS A, 2019, 383 (19) : 2255 - 2263