Observer-Based Fuzzy Adaptive Inverse Optimal Output Feedback Control for Uncertain Nonlinear Systems

被引:177
|
作者
Li, Yongming [1 ]
Min, Xiao [1 ]
Tong, Shaocheng [1 ]
机构
[1] Liaoning Univ Technol, Coll Sci, Jinzhou 121001, Peoples R China
基金
中国国家自然科学基金;
关键词
Output feedback; Adaptive systems; Optimal control; Observers; Backstepping; Nonlinear dynamical systems; Adaptive fuzzy control; inverse optimal control; nonlinear systems; output feedback control; LARGE-SCALE SYSTEMS; UNKNOWN DEAD-ZONE; NEURAL-CONTROL; DESIGN; TRACKING;
D O I
10.1109/TFUZZ.2020.2979389
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this article, an observer-based fuzzy adaptive inverse optimal output feedback control problem is studied for a class of nonlinear systems in strict-feedback form. The considered nonlinear systems contain unknown nonlinear dynamics and their states are not measured directly. Fuzzy logic systems are applied to identify the unknown nonlinear dynamics and an auxiliary nonlinear system is constructed. Based on this auxiliary system, a fuzzy state observer is first designed to estimate the immeasurable states. By using the inverse optimal principle and adaptive backstepping design theory, an observer-based fuzzy adaptive inverse optimal output feedback control scheme is then developed. The proposed inverse optimal control scheme need not assume that the states are measurable. It also guarantees that the closed-loop system is semiglobally uniformly ultimately bounded, and achieves the optimal control objective as well. Finally, two simulation examples are provided to check the validity of the presented control method.
引用
收藏
页码:1484 / 1495
页数:12
相关论文
共 50 条
  • [1] Adaptive Fuzzy Inverse Optimal Control for Uncertain Strict-Feedback Nonlinear Systems
    Li, Yong-ming
    Min, Xiao
    Tong, Shaocheng
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (10) : 2363 - 2374
  • [2] State observer-based adaptive fuzzy output-feedback control for a class of uncertain nonlinear systems
    Wang, Yongfu
    Chai, Tianyou
    Zhang, Yimin
    INFORMATION SCIENCES, 2010, 180 (24) : 5029 - 5040
  • [3] Inverse Optimal Adaptive Fuzzy Output Feedback Control for Nonlinear Systems With Output Quantization
    Lu, Xinyi
    Wang, Fang
    Liu, Zhi
    Chen, C. L. Philip
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2024, 32 (03) : 1576 - 1588
  • [4] Adaptive Fuzzy Inverse Optimal Fixed-Time Control of Uncertain Nonlinear Systems
    Lu, Kaixin
    Liu, Zhi
    Yu, Haoyong
    Chen, C. L. Philip
    Zhang, Yun Zhang
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (09) : 3857 - 3868
  • [5] Observer-Based Adaptive Fuzzy Containment Control for Multiple Uncertain Nonlinear Systems
    Wang, Wei
    Tong, Shaocheng
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2019, 27 (11) : 2079 - 2089
  • [6] Observer-Based Adaptive Fuzzy Backstepping Output Feedback Control of Uncertain MIMO Pure-Feedback Nonlinear Systems
    Tong, Shaocheng
    Li, Yongming
    Shi, Peng
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2012, 20 (04) : 771 - 785
  • [7] Observer-based fuzzy adaptive control for strict-feedback nonlinear systems
    Tong, Shaocheng
    Li, Yongming
    FUZZY SETS AND SYSTEMS, 2009, 160 (12) : 1749 - 1764
  • [8] Observer-based hybrid adaptive fuzzy control for affine and nonaffine uncertain nonlinear systems
    Ghavidel, Hesam Fallah
    Kalat, Ali Akbarzadeh
    NEURAL COMPUTING & APPLICATIONS, 2018, 30 (04) : 1187 - 1202
  • [9] Observer-Based Adaptive Inverse Optimal Output Regulation for a Class of Uncertain Nonlinear Systems
    Meng, Guizhi
    Lv, Yan
    IEEE ACCESS, 2023, 11 : 863 - 871
  • [10] Disturbance Observer-Based Adaptive Neural Network Output Feedback Control for Uncertain Nonlinear Systems
    Lian, Yuxiao
    Xia, Jianwei
    Park, Ju H.
    Sun, Wei
    Shen, Hao
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (10) : 7260 - 7270