Fuzzy Neural Network Control and Identification for Uncertain Nonlinear Systems

被引:0
|
作者
Ji, Xiu-Huan [1 ]
机构
[1] Linyi Normal Univ, Coll Informat, Linyi 276005, Peoples R China
关键词
Neural network; Adaptive; Control; Identification; Nonlinear system; INFINITY TRACKING DESIGN; FAULT-TOLERANT CONTROL; ADAPTIVE-CONTROL; SISO SYSTEMS; APPROXIMATION;
D O I
10.1109/CCDC.2010.5498390
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the problem of identification and control of uncertain nonlinear systems is investigated based on fuzzy neural network. The considered systems are unknown and with external disturbances, so fuzzy neural networks are employed to approximate the unknown system functions. By doing this, an identification model of the controlled system can be obtained. Based on this model, a controller with adaptive mechanism can be designed for the system. The controller can attenuate the external disturbance to a given level, and guarantee the stability of the closed-loop system. Satisfactory identification and control of the system can be realized at the same time. Simulation example is given to demonstrate the effectiveness of the proposed controller.
引用
收藏
页码:4237 / 4242
页数:6
相关论文
共 50 条
  • [1] Identification of uncertain nonlinear systems for robust fuzzy control
    Senthilkumar, D.
    Mahanta, Chitralekha
    ISA TRANSACTIONS, 2010, 49 (01) : 27 - 38
  • [2] 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
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 431 - 436
  • [3] A Self-Organizing Fuzzy Neural Network for Identification and Control of Nonlinear Systems
    Kou, Zengqian
    Zhang, Jianhua
    Wang, Rubin
    2016 INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT), 2016, : 146 - 151
  • [4] Online adaptive fuzzy neural network identification and control for the affine nonlinear systems
    Dept. of Electrical and Information Engineering, Hunan Institute of Engineering, Xiangtan 411101, China
    不详
    Hunan Daxue Xuebao, 2006, 4 (64-67):
  • [5] Fuzzy Neural Network-Based Adaptive Control for a Class of Uncertain Nonlinear Stochastic Systems
    Chen, C. L. Philip
    Liu, Yan-Jun
    Wen, Guo-Xing
    IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (05) : 583 - 593
  • [6] Neural identification and control of uncertain nonlinear systems with time delay
    Hong, YG
    Ren, YM
    Qin, HS
    PROCEEDINGS OF THE 35TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 1996, : 3802 - 3803
  • [7] Adaptive Neural Network Control for a Class of Uncertain Nonlinear Systems
    Liu, Yan-Jun
    Zhang, Li-Quan
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 3, PROCEEDINGS, 2008, : 67 - +
  • [8] A neural network learning algorithm for uncertain nonlinear control systems
    Wang, Bo
    Wen, Guangjun
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2007, 14 : 528 - 531
  • [9] Universal Neural Network Control of MIMO Uncertain Nonlinear Systems
    Yang, Qinmin
    Yang, Zaiyue
    Sun, Youxian
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2012, 23 (07) : 1163 - U1
  • [10] Fuzzy neural network control of unknown nonlinear systems
    Chen, Dingguo
    Yang, Jiaben
    3RD INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS AND CONTROL TECHNOLOGIES, VOL 2, PROCEEDINGS, 2005, : 213 - 218