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
  • [31] Observer-Based Adaptive Fuzzy Output Feedback Control for a Class of Fractional-Order Nonlinear Systems with Full-State Constraints
    Liang, Mei
    Chang, Yaowen
    Zhang, Fuyi
    Wang, Shouli
    Wang, Changhui
    Lu, Shuai
    Wang, Yantao
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2022, 24 (02) : 1046 - 1058
  • [32] Observer-based adaptive fuzzy output feedback control for functional constraint systems with dead-zone input
    Yu, Tianqi
    Liu, Lei
    Liu, Yan-Jun
    MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2023, 20 (02) : 2628 - 2650
  • [33] Observer-Based Adaptive Fuzzy Output-Feedback Tracking Control of MIMO Strict-Feedback Nonlinear Systems on Time Scales
    Wan, Peng
    Zhou, Yufeng
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2024, 32 (02) : 420 - 434
  • [34] Observer-based direct adaptive fuzzy control of uncertain nonlinear systems and its applications
    Yan-Jun Liu
    Shao-Cheng Tong
    Wei Wang
    Yong-Ming Li
    International Journal of Control, Automation and Systems, 2009, 7 : 681 - 690
  • [35] Observer-based adaptive fuzzy output constrained control for uncertain nonlinear multi-agent systems
    Qu, Fuyi
    Tong, Shaocheng
    Li, Yongming
    INFORMATION SCIENCES, 2018, 467 : 446 - 463
  • [36] Observer-based adaptive fuzzy quantized control of uncertain nonlinear systems with unknown control directions
    Li, Yuan-Xin
    Yang, Guang-Hong
    FUZZY SETS AND SYSTEMS, 2019, 371 : 61 - 77
  • [37] Observer-based adaptive fuzzy prescribed performance control for feedback linearizable MIMO nonlinear systems with unknown control direction
    Shi, Wuxi
    NEUROCOMPUTING, 2019, 368 : 99 - 113
  • [38] Observer-Based Output-Feedback Control for Nonlinear Time-Delay Systems
    Li, Wenjie
    Zhang, Zhengqiang
    Ge, Shuzhi Sam
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2023, 53 (06): : 3514 - 3526
  • [39] Observer-Based Adaptive Fuzzy Quantized Fault-Tolerant Control of Nonstrict-Feedback Nonlinear Systems With Sensor Fault
    Wu, Tiantian
    Yu, Zhaoxu
    Li, Shugang
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2023, 31 (06) : 1900 - 1911
  • [40] Fuzzy adaptive output feedback control for robotic systems based on fuzzy adaptive observer
    Peng, Jinzhu
    Liu, Yan
    Wang, Jie
    NONLINEAR DYNAMICS, 2014, 78 (02) : 789 - 801