Finite-Time Synchronization of Neural Networks With Infinite Discrete Time-Varying Delays and Discontinuous Activations

被引：24
作者：
Sheng, Yin [1 ,2 ]
Zeng, Zhigang [1 ,2 ]
Huang, Tingwen [3 ]
机构：
[1] Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan 430074, Peoples R China
[2] Educ Minist China, Key Lab Image Proc & Intelligent Control, Wuhan 430074, Peoples R China
[3] Texas A&M Univ Qatar, Sci Program, Doha, Qatar
来源：
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS | 2023年 / 34卷 / 06期
关键词：
Artificial neural networks; Synchronization; Delays; Stability criteria; State feedback; Neurons; Asymptotic stability; Discontinuous activation; finite-time synchronization; infinite delay; neural networks (NNs); GLOBAL EXPONENTIAL STABILITY; ANTI-SYNCHRONIZATION; STABILIZATION; CONVERGENCE; SYSTEMS; DESIGN;
D O I：
10.1109/TNNLS.2021.3110880
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This article investigates finite-time synchronization of neural networks (NNs) with infinite discrete time-varying delays and discontinuous activations (DDNNs). By virtue of theory of differential inclusions, comparison strategies, and inequality techniques, finite-time synchronization of the underlying DDNNs can be developed via a discontinuous state feedback control law, and the synchronous settling time can be estimated. The delayed state feedback controller and finite-time stability theorem are not employed during the analysis. As a special case, finite-time synchronization of NNs with bounded delays and discontinuous activations is given. Finally, two examples are provided to illustrate the validity of the theories.
引用
收藏
页码：3034 / 3043
页数：10
相关论文
共 50 条
  • [31] Finite-Time Synchronization of Coupled Hierarchical Hybrid Neural Networks With Time-Varying Delays
    Wang, Junyi
    Zhang, Huaguang
    Wang, Zhanshan
    Gao, David Wenzhong
    IEEE TRANSACTIONS ON CYBERNETICS, 2017, 47 (10) : 2995 - 3004
  • [32] Finite-time synchronization for fuzzy inertial cellular neural networks with time-varying delays via integral inequality
    Wang, Zhenjie
    Cui, Wenxia
    Jin, Wenbin
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2021, 41 (02) : 3653 - 3666
  • [33] Finite-time synchronization for memristor-based BAM neural networks with stochastic perturbations and time-varying delays
    Zhang, Yanping
    Li, Lixiang
    Peng, Haipeng
    Xiao, Jinghua
    Yang, Yixian
    Zheng, Mingwen
    Zhao, Hui
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2018, 28 (16) : 5118 - 5139
  • [34] Finite-time synchronization of delayed competitive neural networks with discontinuous neuron activations
    Lian Duan
    Xianwen Fang
    Xuejun Yi
    Yujie Fu
    International Journal of Machine Learning and Cybernetics, 2018, 9 : 1649 - 1661
  • [35] Finite-time Output Synchronization for Complex Dynamical Networks with Time-varying delays
    Duan Wenyong
    Fu Xiaorong
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 1169 - 1174
  • [36] Finite-Time Synchronization of Discontinuous Neural Networks With Delays and Mismatched Parameters
    Zhang, Wanli
    Yang, Xinsong
    Xu, Chen
    Feng, Jianwen
    Li, Chuandong
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 29 (08) : 3761 - 3771
  • [37] Global dissipativity and finite-time synchronization of mixed time-varying delayed memristor-based neural networks with discontinuous activations
    Fei, Kaifang
    Jiang, Minghui
    Zhang, Yadan
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2021, 40 (01) : 1695 - 1712
  • [38] Global stability analysis of competitive neural networks with mixed time-varying delays and discontinuous neuron activations
    Wang, Yanqun
    Huang, Lihong
    NEUROCOMPUTING, 2015, 152 : 85 - 96
  • [39] Nonsmooth finite-time stabilization of neural networks with discontinuous activations
    Liu, Xiaoyang
    Park, Ju H.
    Jiang, Nan
    Cao, Jinde
    NEURAL NETWORKS, 2014, 52 : 25 - 32
  • [40] Finite-time synchronization for complex dynamical networks with time-varying delays
    Qian Ma
    Zhen Wang
    Junwei Lu
    Nonlinear Dynamics, 2012, 70 : 841 - 848
12345