Adaptive control for memristive system via compensatory controller and Chebyshev neural network

被引:0
|
作者
Wang, Shaofu [1 ]
机构
[1] Guangxi Med Univ, Sch Informat & Management, Nanning 530021, Peoples R China
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
CHAOTIC SYSTEMS; SYNCHRONIZATION;
D O I
10.1038/s41598-024-61593-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, based on linear matrix inequality technique, a simple controller and a compensatory controller are designed. It can track arbitrary fixed points and any periodic orbits. In addition, a synchronization control method via Chebyshev neural network with external disturbances is proposed. An adaptive controller is given. The Chebyshev neural network is used to approximate the uncertain nonlinear function and the adaptive law is used to adjust the corresponding parameters in the system. Taking a 4D memristive chaotic system as examples, the results are in consistent with the simulations. From a framework and control theoretical point of view, the proposed synchronization approach via compensation controller and Chebyshev neural network is firstly presented. From an application point of view, the proposed scheme can simplify the complexity of controller design. It is promising in many applications for mem-systems as secure communications and neural networks.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] Adaptive Control based Particle Swarm Optimization and Chebyshev Neural Network for Chaotic Systems
    Hong, Zhen
    Li, Xile
    Chen, Bo
    JOURNAL OF COMPUTERS, 2014, 9 (06) : 1385 - 1390
  • [32] Modified adaptive discrete control system containing neural estimator and neural controller
    Khanmohammadi, S
    Hassanzadeh, I
    Sharifian, MBB
    ARTIFICIAL INTELLIGENCE IN ENGINEERING, 2000, 14 (01): : 31 - 38
  • [33] Dynamic control of maglev transportation system via adaptive fuzzy-neural-network
    Wai, Rong-Jong
    Lee, Jeng-Dao
    2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 569 - +
  • [34] Adaptive control of bilateral teleoperation system with compensatory neural-fuzzy controllers
    Rabah Mellah
    Saïd Guermah
    Redouane Toumi
    International Journal of Control, Automation and Systems, 2017, 15 : 1949 - 1959
  • [35] Adaptive Neural Network Controller for Thermogenerator Angular Velocity Stabilization System
    Horvat, Krunoslav
    Soic, Ines
    Kuljaca, Ognjen
    BRODOGRADNJA, 2013, 64 (02):
  • [36] Fuzzy and Online Trained Adaptive Neural Network Controller for an AMB System
    Hsu, Ming-Mao
    Chen, Seng-Chi
    Nguyen, Van-Sum
    Hu, Ta-Hsiang
    JOURNAL OF APPLIED SCIENCE AND ENGINEERING, 2015, 18 (01): : 47 - 58
  • [37] The design of an neural network adaptive controller for AGC system based on FPGA
    Li Bo-qun
    Fu Jian
    Sun Yi-kang
    Zhang Hai-bo
    Proceedings of 2005 Chinese Control and Decision Conference, Vols 1 and 2, 2005, : 479 - 482
  • [38] Adaptive Control of Bilateral Teleoperation System with Compensatory Neural-fuzzy Controllers
    Mellah, Rabah
    Guermah, Said
    Toumi, Redouane
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2017, 15 (04) : 1949 - 1959
  • [39] Adaptive PID controller for cloud smart city system stability control based on chaotic neural network
    Zhu, Xuebiao
    Chen, Kuisheng
    Wang, Yanan
    Zheng, Huasheng
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 6): : 13067 - 13075
  • [40] Adaptive PID controller for cloud smart city system stability control based on chaotic neural network
    Xuebiao Zhu
    Kuisheng Chen
    Yanan Wang
    Huasheng Zheng
    Cluster Computing, 2019, 22 : 13067 - 13075