Neural Network Controller Design for Uncertain Nonlinear Systems Based on Backstepping Control Algorithm

被引:0
|
作者
Zhang, Xiulan [1 ]
Ma, Xiaoxia [2 ]
Zhu, Hongqi [2 ]
Liu, Heng [3 ]
机构
[1] Huainan Normal Univ, Coll Elect Engn, Huainan 232038, Peoples R China
[2] Huainan Normal Univ, Dept Appl Math, Huainan 232038, Peoples R China
[3] Shaanxi Normal Univ, Coll Math & Informat Sci, Xian 710119, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Neural network; uncertain nonlinear system; backstepping control; TRACKING CONTROL; CHAOTIC SYSTEMS; SYNCHRONIZATION;
D O I
暂无
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 investigates the control problem for a class of nonlinear systems having strict feedback structure with system uncertainties by using adaptive neural network backstepping control technique. In order to solve the "explosion of terms" problem that appears in backstepping design procedure, the derivative of the virtual control input signals and the unknown functions are approximated by neural networks. The controller proposed in this paper has a simple form. At last numerical simulations are given to confirm the results of this paper.
引用
收藏
页码:1623 / 1627
页数:5
相关论文
共 50 条
  • [1] Adaptive backstepping controller design for nonlinear uncertain systems using fuzzy neural systems
    Lee, Ching-Hung
    Chung, Bo-Ren
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2012, 43 (10) : 1855 - 1869
  • [2] Neural Network Backstepping Controller Design for Fractional-Order Nonlinear Systems
    Chen, Youjun
    Wang, Songyu
    [J]. COMPLEXITY, 2021, 2021
  • [3] Backstepping control of uncertain time delay systems based on neural network
    Chen, Mou
    Jiang, Chang-sheng
    Wu, Qing-xian
    Chen, Wen-hua
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 112 - +
  • [4] A neural network learning algorithm for uncertain nonlinear control systems
    Wang, Bo
    Wen, Guangjun
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2007, 14 : 528 - 531
  • [5] Adaptive backstepping control for a class of nonlinear uncertain systems using fuzzy neural network
    Lee, Ching-Hung
    Chung, Bo-Ren
    Chang, Fu-Kai
    Chang, Sheng-Kai
    [J]. PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 431 - 436
  • [6] Adaptive neural-based backstepping control of uncertain MIMO nonlinear systems
    Grinits, Erick Vile
    Bottura, Celso Pascoli
    [J]. 2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 4468 - +
  • [7] A ROBUST INTEGRAL TYPE BACKSTEPPING CONTROLLER DESIGN FOR CONTROL OF UNCERTAIN NONLINEAR SYSTEMS SUBJECT TO DISTURBANCE
    Peng, Chao-Chung
    Li, Yunze
    Chen, Chieh-Li
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (5A): : 2543 - 2560
  • [8] Adaptive neural network based backstepping control design for MIMO nonlinear systems with actuator nonlinearities
    Jamil, Muhammad Usman
    Kongprawechnon, Waree
    Raza, Muhammad Qamar
    [J]. AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2016, 88 (01): : 137 - 150
  • [9] An adaptive backstepping nonlinear controller based RBF neural network
    Ye, G
    Guo, C
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2005, 1 : 171 - 175
  • [10] Nonlinear Fractional Uncertain Systems With Quantized Input: Adaptive Backstepping-Based Controller Design
    Li, Xinyao
    Zou, Ying
    Deng, Chao
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2024, 54 (04): : 2034 - 2044