Quadratic-Stability Analysis of Fuzzy-Model-Based Control Systems Using Staircase Membership Functions

被引:147
|
作者
Lam, H. K. [1 ]
Narimani, Mohammad [1 ]
机构
[1] Kings Coll London, Div Engn, London WC2R 2LS, England
基金
英国工程与自然科学研究理事会;
关键词
Fuzzy control; linear-matrix inequality (LMI); stability analysis; staircase membership functions; Takagi-Sugeno (T-S) fuzzy model; LMI-BASED DESIGNS; RELAXED STABILITY; UNCERTAIN GRADES; CIRCLE CRITERION; PERFORMANCE; OBSERVERS; SYNCHRONIZATION; REGULATORS; SUBJECT;
D O I
10.1109/TFUZZ.2009.2037744
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 presents the stability analysis of fuzzy-model-based (FMB) control systems. Staircase membership functions are introduced to facilitate the stability analysis. Through the staircase membership functions approximating those of the fuzzy model and fuzzy controller, the information of the membership functions can be brought into the stability analysis. Based on the Lyapunov-stability theory, stability conditions in terms of linear-matrix inequalities (LMIs) are derived in a simple and easy-to-understand manner to guarantee the system stability. The proposed stability-analysis approach offers a nice property that includes the membership functions of both fuzzy model and fuzzy controller in the LMI-based stability conditions for a dedicated FMB control system. Furthermore, the proposed stability-analysis approach can be applied to the FMB control systems of which the membership functions of both fuzzy model and fuzzy controller are not necessarily the same. Greater design flexibility is allowed to choose the membership functions during the design of fuzzy controllers. By employing membership functions with simple structure, it is possible to lower the structural complexity and the implementation cost. Simulation examples are given to illustrate the merits of the proposed approach.
引用
收藏
页码:125 / 137
页数:13
相关论文
共 50 条
  • [1] LMI-Based Stability Analysis of Fuzzy-Model-Based Control Systems Using Approximated Polynomial Membership Functions
    Narimani, Mohammand
    Lam, H. K.
    Dilmaghani, R.
    Wolfe, Charles
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2011, 41 (03): : 713 - 724
  • [2] Quadratic Stability Analysis of Fuzzy Control Systems using Stepwise Membership Functions
    Lam, H. K.
    Narimani, Mohammad
    Seneviratne, L. D.
    2009 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 2009, : 790 - 795
  • [3] LMI-Based Stability Analysis for Fuzzy-Model-Based Control Systems Using Artificial T-S Fuzzy Model
    Lam, H. K.
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2011, 19 (03) : 505 - 513
  • [4] SOS-Based Stability Analysis of Polynomial Fuzzy-Model-Based Control Systems Via Polynomial Membership Functions
    Narimani, Mohammand
    Lam, H. K.
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2010, 18 (05) : 862 - 871
  • [5] Stability Analysis of Polynomial-Fuzzy-Model-Based Control Systems With Mismatched Premise Membership Functions
    Lam, H. K.
    Tsai, Shun-Hung
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2014, 22 (01) : 223 - 229
  • [6] Stability Analysis and Stabilization of Polynomial Fuzzy-Model-Based Control Systems Using Piecewise Linear Membership Functions
    Lam, H. K.
    Narimani, Mohammad
    Leung, F. H. F.
    2010 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2010), 2010,
  • [7] Membership-function-dependent stability analysis of fuzzy-model-based control systems using fuzzy Lyapunov functions
    Lam, H. K.
    Lauber, J.
    INFORMATION SCIENCES, 2013, 232 : 253 - 266
  • [8] Polynomial Fuzzy-Model-Based Control Systems: Stability Analysis via Approximated Membership Functions Considering Sector Nonlinearity of Control Input
    Lam, H. K.
    Liu, Chuang
    Wu, Ligang
    Zhao, Xudong
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (06) : 2202 - 2214
  • [9] Membership-Function-Dependent Stability Analysis and Control Synthesis of Guaranteed Cost Fuzzy-Model-Based Control Systems
    Lam, H. K.
    Xiao, Bo
    Yu, Yan
    Yin, Xunhe
    Han, Hugang
    Tsai, Shun-Hung
    Chen, Chin-Sheng
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2016, 18 (04) : 537 - 549
  • [10] LMI-based Stability Analysis of Fuzzy Model-Based Control Systems Using Approximated Polynomial Membership Functions
    Narimani, Mohammand
    Lam, H. K.
    2010 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2010), 2010,