Adaptive Fuzzy Backstepping Control of Fractional-Order Nonlinear Systems

被引:287
|
作者
Liu, Heng [1 ,2 ]
Pan, Yongping [3 ]
Li, Shenggang [1 ]
Chen, Ye [1 ]
机构
[1] Shaanxi Normal Univ, Coll Math & Informat Sci, Xian 710119, Shaanxi, Peoples R China
[2] Huainan Normal Univ, Dept Appl Math, Huainan 232038, Peoples R China
[3] Natl Univ Singapore, Dept Biomed Engn, Singapore 117583, Singapore
基金
中国国家自然科学基金;
关键词
Adaptive control; backstepping control; fractional order; fuzzy logic; nonlinear system; DISCRETE-TIME-SYSTEMS; LYAPUNOV FUNCTIONS; TRACKING CONTROL; PROJECTIVE SYNCHRONIZATION; FEEDBACK CONTROLLER; OBSERVER DESIGN; CHAOTIC SYSTEMS; STABILIZATION; MODEL;
D O I
10.1109/TSMC.2016.2640950
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Backstepping control is effective for integer-order nonlinear systems with triangular structures. Nevertheless, it is hard to be applied to fractional-order nonlinear systems as the fractional-order derivative of a compound function is very complicated. In this paper, we develop an adaptive fuzzy backstepping control method for a class of uncertain fractional-order nonlinear systems with unknown external disturbances. In each step, a complicated unknown nonlinear function produced by differentiating a compound function with a fractional order is approximated by a fuzzy logic system, and a virtual control law is designed based on the fractional Lyapunov stability criterion. At the last step, an adaptive fuzzy controller that ensures convergence of the tracking error is constructed. The effectiveness of the proposed method has been verified by two simulation examples.
引用
下载
收藏
页码:2209 / 2217
页数:9
相关论文
共 50 条
  • [21] Fractional-order command filtered backstepping sliding mode control with fractional-order nonlinear disturbance observer for nonlinear systems
    Han, Seongik
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2020, 357 (11): : 6760 - 6776
  • [22] Embedded adaptive fractional-order sliding mode control based on TSK fuzzy system for nonlinear fractional-order systems
    Esraa Mostafa
    Osama Elshazly
    Mohammad El-Bardini
    Ahmad M. El-Nagar
    Soft Computing, 2023, 27 : 15463 - 15477
  • [23] Embedded adaptive fractional-order sliding mode control based on TSK fuzzy system for nonlinear fractional-order systems
    Mostafa, Esraa
    Elshazly, Osama
    El-Bardini, Mohammad
    El-Nagar, Ahmad M. M.
    SOFT COMPUTING, 2023, 27 (21) : 15463 - 15477
  • [24] Adaptive type-2 fuzzy backstepping control of uncertain fractional-order nonlinear systems with unknown dead-zone
    Jafari, Adeleh Arabzadeh
    Mohammadi, Seyed Mohammad Ali
    Naseriyeh, Mohsen Hasanpour
    APPLIED MATHEMATICAL MODELLING, 2019, 69 : 506 - 532
  • [25] Reduced-Order Observer-Based Adaptive Backstepping Control for Fractional-Order Uncertain Nonlinear Systems
    Ma, Zhiyao
    Ma, Hongjun
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (12) : 3287 - 3301
  • [26] Adaptive backstepping fuzzy synchronization control of fractional-order chaotic systems with input saturation and external disturbances
    Lin, Ming
    Zhang, Xiulan
    Qiu, Huiming
    AIP ADVANCES, 2023, 13 (08)
  • [27] Adaptive Fuzzy Variable Structure Control of Fractional-Order Nonlinear Systems with Input Nonlinearities
    Shumin Ha
    Liangyun Chen
    Heng Liu
    International Journal of Fuzzy Systems, 2021, 23 : 2309 - 2323
  • [28] Event-triggered Adaptive Fuzzy Control for a Class of Fractional-Order Nonlinear Systems
    Wei, Ming
    Li, Yuan Xin
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 2227 - 2232
  • [29] Adaptive control of nonlinear fractional-order systems using T–S fuzzy method
    Saeed Mirzajani
    Mohammad Pourmahmood Aghababa
    Aghileh Heydari
    International Journal of Machine Learning and Cybernetics, 2019, 10 : 527 - 540
  • [30] Adaptive Fuzzy Variable Structure Control of Fractional-Order Nonlinear Systems with Input Nonlinearities
    Ha, Shumin
    Chen, Liangyun
    Liu, Heng
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2021, 23 (07) : 2309 - 2323