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
  • [31] Synchronization of Complex Networks via Aperiodically Intermittent Pinning Control
    Liu, Xiwei
    Chen, Tianping
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2015, 60 (12) : 3316 - 3321
  • [32] Synchronization of memristive neural networks with mixed delays via quantized intermittent control
    Feng, Yuming
    Yang, Xinsong
    Song, Qiang
    Cao, Jinde
    APPLIED MATHEMATICS AND COMPUTATION, 2018, 339 : 874 - 887
  • [33] Adaptive Intermittent Pinning Control for Synchronization of Delayed Nonlinear Memristive Neural Networks With Reaction-Diffusion Items
    Liu, Qiwei
    Yan, Huaicheng
    Zhang, Hao
    Zeng, Lu
    Chen, Chaoyang
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2025, 36 (02) : 2234 - 2245
  • [34] Adaptive exponential cluster synchronization in colored community networks via aperiodically intermittent pinning control
    Zhou, Peipei
    Cai, Shuiming
    Shen, Jianwei
    Liu, Zengrong
    NONLINEAR DYNAMICS, 2018, 92 (03) : 905 - 921
  • [35] Cluster Synchronization of Coupled Genetic Regulatory Networks With Delays via Aperiodically Adaptive Intermittent Control
    Guan, Zhi-Hong
    Yue, Dandan
    Hu, Bin
    Li, Tao
    Liu, Feng
    IEEE TRANSACTIONS ON NANOBIOSCIENCE, 2017, 16 (07) : 585 - 599
  • [36] Adaptive exponential cluster synchronization in colored community networks via aperiodically intermittent pinning control
    Peipei Zhou
    Shuiming Cai
    Jianwei Shen
    Zengrong Liu
    Nonlinear Dynamics, 2018, 92 : 905 - 921
  • [37] Synchronization and periodicity of coupled inertial memristive neural networks with supremums
    Rakkiyappan, R.
    Kumari, E. Udhaya
    Chandrasekar, A.
    Krishnasamy, R.
    NEUROCOMPUTING, 2016, 214 : 739 - 749
  • [38] Different Control Strategies for Fixed-Time Synchronization of Inertial Memristive Neural Networks
    Lingzhong Zhang
    Yongqing Yang
    Neural Processing Letters, 2022, 54 : 3657 - 3678
  • [39] Different Control Strategies for Fixed-Time Synchronization of Inertial Memristive Neural Networks
    Zhang, Lingzhong
    Yang, Yongqing
    NEURAL PROCESSING LETTERS, 2022, 54 (05) : 3657 - 3678
  • [40] Adaptive Control Strategy for Projective Synchronization of Neural Networks
    Abdurahman, Abdujelil
    Hu, Cheng
    Muhammadhaji, Ahmadjan
    Jiang, Haijun
    ADVANCES IN NEURAL NETWORKS, PT I, 2017, 10261 : 253 - 260