Adaptive neural control for a class of perturbed strict-feedback nonlinear time-delay systems

被引:218
|
作者
Wang, Min [1 ]
Chen, Bing [1 ]
Shi, Peng [2 ]
机构
[1] Qingdao Univ, Inst Complex Sci, Qingdao 266071, Peoples R China
[2] Univ Glamorgan, Sch Technol, Pontypridd CF37 1DL, M Glam, Wales
基金
中国国家自然科学基金;
关键词
adaptive control; backstepping; neural control; nonlinear time-delay systems;
D O I
10.1109/TSMCB.2008.918568
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a novel adaptive neural control scheme for a class of perturbed strict-feedback nonlinear time-delay systems with unknown virtual control coefficients. Based on the radial basis function neural network online approximation capability, an adaptive neural controller is presented by combining the backstepping approach and Lyapunov-Krasovskii functionals. The proposed controller guarantees the semiglobal boundedness of all the signals in the closed-loop system and contains minimal learning parameters. Finally, three simulation examples are given to demonstrate the effectiveness and applicability of the proposed scheme.
引用
收藏
页码:721 / 730
页数:10
相关论文
共 50 条
  • [1] Adaptive fuzzy tracking control for a class of perturbed strict-feedback nonlinear time-delay systems
    Wang, Min
    Chen, Bing
    Liu, Xiaoping
    Shi, Peng
    FUZZY SETS AND SYSTEMS, 2008, 159 (08) : 949 - 967
  • [2] Adaptive neural control for strict-feedback stochastic nonlinear systems with time-delay
    Wang, Huanqing
    Chen, Bing
    Lin, Chong
    NEUROCOMPUTING, 2012, 77 (01) : 267 - 274
  • [3] Adaptive Fuzzy Backstepping Control for a Class of Strict-Feedback Nonlinear Systems with Unknown Time-Delay
    Sheng, Ning
    Tong, Shaocheng
    Zhang, Wei
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 105 - 110
  • [4] Robust adaptive control for a class of perturbed strict-feedback nonlinear systems
    Ge, SS
    Hong, F
    Lee, TH
    PROCEEDINGS OF THE 2004 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2004, : 1917 - 1922
  • [5] Direct adaptive neural control of perturbed strict-feedback nonlinear systems
    Park, Jang-Hyun
    Kim, Seong-Hwan
    Yoo, Young-Jae
    Transactions of the Korean Institute of Electrical Engineers, 2009, 58 (09): : 1821 - 1826
  • [6] Adaptive Fuzzy Control of Strict-Feedback Nonlinear Time-Delay Systems With Unmodeled Dynamics
    Yin, Shen
    Shi, Peng
    Yang, Hongyan
    IEEE TRANSACTIONS ON CYBERNETICS, 2016, 46 (08) : 1926 - 1938
  • [7] Exponential output feedback control for a class of strict-feedback nonlinear systems with different time-delay states
    Liu, Liang
    Kong, Mengru
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2023, 54 (07) : 1503 - 1512
  • [8] Adaptive Neural Control for a Class of Strict-Feedback Nonlinear Systems With State Time Delays
    Yoo, Sung Jin
    Park, Jin Bae
    Choi, Yoon Ho
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2009, 20 (07): : 1209 - 1215
  • [9] Adaptive neural control for a class of stochastic non-strict-feedback nonlinear systems with time-delay
    Sun, Yumei
    Chen, Bing
    Lin, Chong
    Wang, Honghong
    NEUROCOMPUTING, 2016, 214 : 750 - 757
  • [10] Non-singular control strategies for a class of strict-feedback nonlinear time-delay systems
    Zhao, Yajing
    Liu, Xiaoping
    Liu, Cungen
    Wang, Huanqing
    INTERNATIONAL JOURNAL OF CONTROL, 2025, 98 (03) : 555 - 570