DIRECT ADAPTIVE TYPE-2 FUZZY CONTROL FOR NONLINEAR SYSTEMS

被引:8
|
作者
Chafaa, Kheireddine [1 ]
Saidi, Lamir [2 ]
Ghanai, Mouna [3 ]
Benmahammed, Khier [3 ]
机构
[1] Mohamed Boudiaf Univ, Dept Elect, Msila 28000, Algeria
[2] Hadj Lakhdar Univ, Dept Elect, Batna 05000, Algeria
[3] Farhet Abbas Univ, Dept Elect, Setif 19000, Algeria
关键词
Fuzzy control; supervisory control; type-2 fuzzy logic; type-2 adaptive fuzzy control; type-2; FBFs; uncertain nonlinear dynamical systems;
D O I
10.1142/S1469026806001897
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new direct adaptive type-2 fuzzy controller for a nonlinear dynamical system is developed in this paper. The parameters of the membership functions characterizing the linguistic terms in the type-2 fuzzy IF-THEN rules change according to some adaptive law for the purpose of controlling a plant to track a reference trajectory. A supervisory controller is appended to the type-2 fuzzy controller to force the state to be within the constraint set. Stability of this adaptive scheme is established using Lyapunov stability tools, where we guarantee the global stability of the resulting closed-loop system, in the sense that all signals involved are uniformly bounded. The simulation results for a Duffing forced-oscillation system show better performances, i.e. tracking error and control effort can be made smaller.
引用
收藏
页码:389 / 411
页数:23
相关论文
共 50 条
  • [1] Direct adaptive interval type-2 fuzzy control of multivariable nonlinear systems
    Lin, Tsung-Chih
    Liu, Han-Leih
    Kuo, Ming-Jen
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2009, 22 (03) : 420 - 430
  • [2] Indirect adaptive interval type-2 fuzzy control for nonlinear systems
    Chafaa, Kheireddine
    Saidi, Lamir
    Ghanai, Mouna
    Benmahammed, Khier
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2007, 2 (02) : 106 - 119
  • [3] Indirect Adaptive Type-2 Fuzzy Impulsive Control of Nonlinear Systems
    Li, Yimin
    Sun, Yuanyuan
    Hua, Jing
    Li, Li
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (04) : 1084 - 1099
  • [4] Distributed type-2 fuzzy adaptive control for heterogeneous nonlinear multiagent systems
    Qin, Bo
    Fan, Yongqing
    Xiao, Tiantian
    Li, Zhen
    [J]. ASIAN JOURNAL OF CONTROL, 2022, 24 (04) : 1755 - 1768
  • [5] Adaptive type-2 neural fuzzy sliding mode control of a class of nonlinear systems
    Muhammad Umair Khan
    Tolgay Kara
    [J]. Nonlinear Dynamics, 2020, 101 : 2283 - 2297
  • [6] Adaptive control using interval Type-2 fuzzy logic for uncertain nonlinear systems
    Hai-bo Zhou
    Hao Ying
    Ji-an Duan
    [J]. Journal of Central South University, 2011, 18 : 760 - 766
  • [7] Adaptive type-2 neural fuzzy sliding mode control of a class of nonlinear systems
    Khan, Muhammad Umair
    Kara, Tolgay
    [J]. NONLINEAR DYNAMICS, 2020, 101 (04) : 2283 - 2297
  • [8] Adaptive control using interval Type-2 fuzzy logic for uncertain nonlinear systems
    周海波
    应浩
    段吉安
    [J]. Journal of Central South University, 2011, 18 (03) : 760 - 766
  • [9] Adaptive control using interval Type-2 fuzzy logic for uncertain nonlinear systems
    Zhou Hai-bo
    Ying Hao
    Duan Ji-an
    [J]. JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY, 2011, 18 (03): : 760 - 766
  • [10] An Adaptive Type-2 Fuzzy Neural Controller for Nonlinear Uncertain Systems
    Lee, C. -H.
    Lin, Y. -C.
    [J]. CONTROL AND INTELLIGENT SYSTEMS, 2005, 33 (01)