Finite-/fixed-time synchronization for Cohen-Grossberg neural networks with discontinuous or continuous activations via periodically switching control

被引:8
|
作者
Pu, Hao [1 ]
Li, Fengjun [1 ]
机构
[1] Ningxia Univ, Sch Math & Stat, Yinchuan 750021, Ningxia, Peoples R China
关键词
Finite-; fixed-time synchronization; Discontinuous activation; Filippov solution; Periodically switching control; Mixed time delays; NEUTRAL-TYPE; EXPONENTIAL SYNCHRONIZATION; LAG SYNCHRONIZATION; COMPLEX NETWORKS; DELAYS; STABILITY; SYSTEMS; STABILIZATION; DISSIPATIVITY; CRITERIA;
D O I
10.1007/s11571-021-09694-x
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
This paper is concerned with finite-/fixed-time synchronization for a class of Cohen-Grossberg neural networks with discontinuous or continuous activations and mixed time delays. Based on the finite-time stability theory, Lyapunov stability theory, the concept of Filippov solution and the differential inclusion theory, some useful finite-/fixed-time synchronization sufficient conditions for the considered Cohen-Grossberg neural networks are established by designing two kinds of novel periodically switching controllers. Instead of using uninterrupted high control strength, the periodically switching controller in each period is used with high strength control in one stage and weak strength in the other. It can overcome the effects caused by the uncertainties of Filippov solution induced by discontinuous neuron activation functions and reduce the control cost. Besides, the period switching control rate is closely related to the settling time T. Finally, two numerical examples are given to demonstrate the effectiveness and feasibility of the obtained results.
引用
收藏
页码:195 / 213
页数:19
相关论文
共 50 条
  • [21] Finite-/Fixed-Time Synchronization of Delayed Coupled Discontinuous Neural Networks With Unified Control Schemes
    Xiao, Jian
    Zeng, Zhigang
    Wen, Shiping
    Wu, Ailong
    Wang, Leimin
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 32 (06) : 2535 - 2546
  • [22] Fixed-time synchronization control for a class of nonlinear coupled Cohen-Grossberg neural networks from synchronization dynamics viewpoint
    Wang, Xin
    Fang, Jian-an
    Zhou, Wuneng
    NEUROCOMPUTING, 2020, 400 : 371 - 380
  • [23] Fixed-time periodic stabilization of discontinuous reaction-diffusion Cohen-Grossberg neural networks
    Kong, Fanchao
    Zhu, Quanxin
    Karimi, Hamid Reza
    NEURAL NETWORKS, 2023, 166 : 354 - 365
  • [24] Fixed-time synchronization for coupled delayed neural networks with discontinuous or continuous activations
    Lu, Hui
    He, Wangli
    Han, Qing-Long
    Peng, Chen
    NEUROCOMPUTING, 2018, 314 : 143 - 153
  • [25] Quasi fixed-time synchronization of memristive Cohen-Grossberg neural networks with reaction-diffusion
    Ren, Fangmin
    Jiang, Minghui
    Xu, Hao
    Li, Mengqin
    NEUROCOMPUTING, 2020, 415 : 74 - 83
  • [26] Finite-time synchronization problem of a class of discontinuous Cohen-Grossberg neural networks with mixed delays via new switching design
    Xiang, Zhaohong
    Li, Runjie
    ADVANCES IN DIFFERENCE EQUATIONS, 2021, 2021 (01)
  • [27] Fixed-time synchronization of delayed Cohen-Grossberg neural networks based on a novel sliding mode
    Xiao, Jian
    Zeng, Zhigang
    Wu, Ailong
    Wen, Shiping
    NEURAL NETWORKS, 2020, 128 : 1 - 12
  • [28] Fixed-time stabilization control of reaction-diffusion Cohen-Grossberg neural networks
    Li, Ruoxia
    Cao, Jinde
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 4328 - 4333
  • [29] Fixed-time stabilization of impulsive Cohen-Grossberg BAM neural networks
    Li, Hongfei
    Li, Chuandong
    Huang, Tingwen
    Zhang, Wanli
    NEURAL NETWORKS, 2018, 98 : 203 - 211
  • [30] Stability analysis of Cohen-Grossberg neural networks with discontinuous neuron activations
    Meng, Yimin
    Huang, Lihong
    Guo, Zhenyuan
    Hu, Qingwen
    APPLIED MATHEMATICAL MODELLING, 2010, 34 (02) : 358 - 365