Aperiodically Intermittent Control Strategy and Adaptive Synchronization of Neural Networks With Inertial and Memristive Terms

被引:3
|
作者
Liu, Mei [1 ]
Wang, Jinling [2 ]
Jiang, Haijun [3 ]
Hu, Cheng [3 ]
机构
[1] Zhoukou Normal Univ, Sch Math & Stat, Zhoukou 466001, Henan, Peoples R China
[2] Northwest Normal Univ, Coll Math & Stat, Lanzhou 730070, Gansu, Peoples R China
[3] Xinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
来源
IEEE ACCESS | 2023年 / 11卷
基金
中国国家自然科学基金;
关键词
Memristive neural network; aperiodically intermittent control; adaptive control; synchronization; inertial terms; EXPONENTIAL SYNCHRONIZATION; STABILITY; STABILIZATION; PERIODICITY; CRITERIA;
D O I
10.1109/ACCESS.2023.3310473
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The problem of adaptive aperiodic intermittent synchronization scheme is studied for inertial memristive delayed neural networks by using a piecewise Lyapunov function in this article. First, an appropriate two-parameter variable replace technique is proposed about the second-order differential equation, and inertial memristive delayed neural systems can be replaced by first-order derivatives of states. Second, an aperiodic intermittent control strategy which can be degenerated periodically intermittent controller or continue feedback controller is designed. Third, by building a piecewise Lyapunov function and using piecewise analytical skills, a number of novel and effective norms to guarantee the exponential synchronization and global exponential synchronization of memristive delayed inertial systems are obtained. Besides, an adaptive control method is proposed to adjust control gains. And asymptotic synchronization and exponential synchronization are ensured by constructing of Lyapunov functional. In the end, simulation results are given to support the significance of the research work.
引用
收藏
页码:93077 / 93089
页数:13
相关论文
共 50 条
  • [21] Fixed-time projective synchronization of delayed memristive neural networks via aperiodically semi-intermittent switching control
    Pu, Hao
    Li, Fengjun
    ISA TRANSACTIONS, 2023, 133 : 302 - 316
  • [22] Aperiodically Intermittent Control for Quasi-Synchronization of Delayed Memristive Neural Networks: An Interval Matrix and Matrix Measure Combined Method
    Fan, Yingjie
    Huang, Xia
    Li, Yuxia
    Xia, Jianwei
    Chen, Guanrong
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 49 (11): : 2254 - 2265
  • [23] Fixed-time stabilization and synchronization of fuzzy inertial neural networks via aperiodically semi-intermittent control
    Hu, Junhao
    Zhang, Guodong
    Li, Yan
    Wang, Tianqi
    NEUROCOMPUTING, 2025, 631
  • [24] Aperiodically intermittent control for synchronization of discrete-time delayed neural networks
    Wang, Pengfei
    Zhang, Quan
    Su, Huan
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2022, 359 (10): : 4915 - 4937
  • [25] Synchronization of Markov Switching Inertial Neural Networks with Mixed Delays under Aperiodically On-Off Adaptive Control
    Guo, Beibei
    Xiao, Yu
    MATHEMATICS, 2023, 11 (13)
  • [26] Adaptive Control for Exponential Synchronization of Delayed Memristive Neural Networks
    Zhang, Ruimei
    Zhong, Shouming
    Zeng, Deqiang
    2018 5TH INTERNATIONAL CONFERENCE ON SYSTEMS AND INFORMATICS (ICSAI), 2018, : 1 - 5
  • [27] Exponential Synchronization of Delayed Inertial Memristive Neural Networks
    Liu, Xuan
    Zhao, Jiemei
    Wang, Meiru
    Zhou, Junhui
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 4560 - 4565
  • [28] Quantized control for predefined-time synchronization of inertial memristive neural networks
    Yan, Hongyun
    Qiao, Yuanhua
    Ren, Zhihua
    Duan, Lijuan
    Miao, Jun
    NEURAL COMPUTING & APPLICATIONS, 2024, 36 (12): : 6497 - 6512
  • [29] Quantized control for predefined-time synchronization of inertial memristive neural networks
    Hongyun Yan
    Yuanhua Qiao
    Zhihua Ren
    Lijuan Duan
    Jun Miao
    Neural Computing and Applications, 2024, 36 : 6497 - 6512
  • [30] Integral sliding mode synchronization control for Markovian jump inertial memristive neural networks with reaction-diffusion terms
    Song, Xiaona
    Man, Jingtao
    Song, Shuai
    Lu, Junwei
    NEUROCOMPUTING, 2020, 378 : 324 - 334