Composite adaptive fuzzy backstepping control of uncertain fractional-order nonlinear systems with quantized input

被引:8
|
作者
Qiu, Hongling [1 ]
Liu, Heng [1 ,2 ]
Zhang, Xiulan [1 ]
机构
[1] Guangxi Minzu Univ, Coll Math & Phys, Ctr Appl Math Guangx, Guangxi Key Lab Hybrid Computat & IC Design Anal, Nanning 530006, Peoples R China
[2] Sun Yat Sen Univ, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R China
基金
中国国家自然科学基金;
关键词
Fractional-order nonlinear system; Fuzzy logic system; Quantized input; Serial-parallel model; Parameter identifier; FEEDBACK-SYSTEMS; NEURAL-CONTROL;
D O I
10.1007/s13042-022-01666-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper studies the adaptive fuzzy backstepping control of strict-feedback fractional-order nonlinear systems subject to quantized input with known and unknown quantization parameters. A command filter is designed to finish off the "explosion of complexity" issue caused by differentiating virtual control inputs repeatedly in each backstepping step, and a compensated signal is implemented to reduce the negative impact of filtered errors. In addition, the prediction error calculated by a fractional-order serial-parallel model is combined into the fuzzy adaptation law so that functional uncertainties can be accurately approximated by fuzzy logic systems. Importantly, the control input is forced to pass through a hyperbolic tangent function, and a parameter identifier is developed to identify unknown quantization parameters, which can achieve the purpose of compensating quantization errors. The final quantized input signal can ensure that tracking errors converge to a small region, and all the signals involved keep semi-globally uniformly bounded based on the fractional Lyapunov stability criterion. Finally, the availability of the used method is testified through two simulation experiments.
引用
收藏
页码:833 / 847
页数:15
相关论文
共 50 条
  • [21] 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
    [J]. APPLIED MATHEMATICAL MODELLING, 2019, 69 : 506 - 532
  • [22] Adaptive fuzzy decentralised control for fractional-order interconnected nonlinear systems with input saturation
    Zhan, Yongliang
    Sui, Shuai
    Tong, Shaocheng
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2021, 52 (13) : 2689 - 2703
  • [23] Adaptive Fuzzy Control for Uncertain Fractional-Order Financial Chaotic Systems Subjected to Input Saturation
    Wang, Chenhui
    [J]. PLOS ONE, 2016, 11 (10):
  • [24] Adaptive backstepping fuzzy synchronization control of fractional-order chaotic systems with input saturation and external disturbances
    Lin, Ming
    Zhang, Xiulan
    Qiu, Huiming
    [J]. AIP ADVANCES, 2023, 13 (08)
  • [25] Adaptive Backstepping Stabilization of Nonlinear Uncertain Systems With Quantized Input Signal
    Zhou, Jing
    Wen, Changyun
    Yang, Guanghong
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2014, 59 (02) : 460 - 464
  • [26] Adaptive Backstepping Control for Fractional-Order Nonlinear Systems With External Disturbance and Uncertain Parameters Using Smooth Control
    Li, Xinyao
    Wen, Changyun
    Zou, Ying
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (12): : 7860 - 7869
  • [27] Adaptive constrained sliding mode control of uncertain nonlinear fractional-order input affine systems
    Moghaddam, Tahmine, V
    Nikravesh, Seyyed K. Yadavar
    Khosravi, Mohammad A.
    [J]. JOURNAL OF VIBRATION AND CONTROL, 2020, 26 (5-6) : 318 - 330
  • [28] ADAPTIVE BACKSTEPPING CONTROL OF UNCERTAIN FRACTIONAL ORDER SYSTEMS BY FUZZY APPROXIMATION APPROACH
    Jafari, A. Arabzadeh
    Mohammadi, S. M. A.
    Naseriyeh, M. Hasanpour
    [J]. IRANIAN JOURNAL OF FUZZY SYSTEMS, 2018, 15 (05): : 133 - 155
  • [29] Composite observer-based adaptive event-triggered backstepping control for fractional-order nonlinear systems with input constraints
    Bai, Zhiye
    Li, Shenggang
    Liu, Heng
    [J]. MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2023, 46 (16) : 16415 - 16433
  • [30] Adaptive Backstepping Control of Nonlinear Uncertain Systems With Quantized States
    Zhou, Jing
    Wen, Changyun
    Wang, Wei
    Yang, Fan
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2019, 64 (11) : 4756 - 4763