General Decay Synchronization of Delayed Complex-valued Neural Networks with Discontinuous Neuron Activations

被引：0
作者：
Han, Xiaofang [1 ]
Abdurahman, Abdujelil [1 ]
机构：
[1] Xinjiang Univ, Coll Math & Syst Sci, Xinjiang, Peoples R China
来源：
2023 IEEE 12TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS CONFERENCE, DDCLS | 2023年
关键词：
Complex-Valued Neural Network; Discontinuous Activation Function; Time-Varying Delay; General Decay Synchronization; LAG SYNCHRONIZATION;
D O I：
10.1109/DDCLS58216.2023.10166769
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, we studied the general decay synchronization control issue for a class of complex-valued neural networks with time-varying delays and discontinuous activation functions. First, the general decay stability lemma for nonlinear systems is introduced. Secondly, based on a new nonlinear feedback controller, some sufficient conditions for the considered system to realize general decay synchronization are established by constructing a suitable Lyapunov-Krasovskii functional. Finally, the feasibility of the obtained results are verified by numerical simulation.
引用
收藏
页码：1099 / 1104
页数：6
相关论文
共 50 条
  • [1] Global Exponential Synchronization of Delayed Complex-Valued Recurrent Neural Networks with Discontinuous Activations
    Lian Duan
    Min Shi
    Zengyun Wang
    Lihong Huang
    Neural Processing Letters, 2019, 50 : 2183 - 2200
  • [2] Global Exponential Synchronization of Delayed Complex-Valued Recurrent Neural Networks with Discontinuous Activations
    Duan, Lian
    Shi, Min
    Wang, Zengyun
    Huang, Lihong
    NEURAL PROCESSING LETTERS, 2019, 50 (03) : 2183 - 2200
  • [3] Fixed-/preassigned-time synchronization for delayed complex-valued neural networks with discontinuous activations
    Hu, Leping
    Duan, Lian
    COGNITIVE NEURODYNAMICS, 2024, : 2963 - 2973
  • [4] Synchronization in finite-/fixed-time of delayed diffusive complex-valued neural networks with discontinuous activations
    Duan, Lian
    Shi, Min
    Huang, Chuangxia
    Fang, Xianwen
    CHAOS SOLITONS & FRACTALS, 2021, 142
  • [5] General decay synchronization stability for a class of delayed chaotic neural networks with discontinuous activations
    Wang, Leimin
    Shen, Yi
    Zhang, Guodong
    NEUROCOMPUTING, 2016, 179 : 169 - 175
  • [6] Global exponential synchronization of delayed reaction-diffusion complex-valued neural networks with leakage term and discontinuous activations
    Qian, Yinjie
    Qiao, Yuanhua
    COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2025, 145
  • [7] The Global Exponential Stability of the Delayed Complex-Valued Neural Networks with Almost Periodic Coefficients and Discontinuous Activations
    Yan, Mingming
    Qiu, Jianlong
    Chen, Xiangyong
    Chen, Xiao
    Yang, Chengdong
    Zhang, Ancai
    Alsaadi, Fawaz
    NEURAL PROCESSING LETTERS, 2018, 48 (01) : 577 - 601
  • [8] The Global Exponential Stability of the Delayed Complex-Valued Neural Networks with Almost Periodic Coefficients and Discontinuous Activations
    Mingming Yan
    Jianlong Qiu
    Xiangyong Chen
    Xiao Chen
    Chengdong Yang
    Ancai Zhang
    Fawaz Alsaadi
    Neural Processing Letters, 2018, 48 : 577 - 601
  • [9] Fixed-time synchronization for delayed inertial complex-valued neural networks
    Long, Changqing
    Zhang, Guodong
    Hu, Junhao
    APPLIED MATHEMATICS AND COMPUTATION, 2021, 405
  • [10] Exponential synchronization of neural networks with discontinuous activations
    Sader, Malika
    Wang, Fuyong
    Liu, Zhongxin
    Chen, Zengqiang
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 83 - 88
12345