Fuzzy Controller Design for Discrete-time T-S Fuzzy Systems with Partially Unknown Membership Functions

被引:3
作者
Liu, Guo-Yi [1 ]
Zhou, Juan [1 ]
机构
[1] Northeastern Univ, Coll Sci, Shenyang 110004, Peoples R China
关键词
Fuzzy controller; linear matrix inequality; T-S fuzzy systems; unknown membership functions; INFINITY FILTER DESIGN; STABILITY ANALYSIS; RELAXED STABILITY;
D O I
10.1007/s12555-021-0900-8
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 is concerned with the controller design problem for discrete-time T-S fuzzy systems with partially unknown membership functions. If the membership functions are partially unknown, then the existing stabilization conditions which are based on the parallel distributed compensator (PDC) strategy cannot be applied. To tackle this problem, a new type of fuzzy controller is proposed to close the feedback loop. Based on this new type fuzzy controller, some sufficient stabilization conditions, including membership-function-dependent and independent conditions, are given in the form of LMIs. Finally, two examples are given to illustrate the the effectiveness of the proposed fuzzy controller design approaches.
引用
收藏
页码:4050 / 4058
页数:9
相关论文
共 28 条
[1]   Extensions to "Stability Analysis of Fuzzy Control Systems Subject to Uncertain Grades of Membership" [J].
Arino, Carlos ;
Sala, Antonio .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2008, 38 (02) :558-563
[2]   Geometric type-1 and type-2 fuzzy logic systems [J].
Coupland, Simon ;
John, Robert I. .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2007, 15 (01) :3-15
[3]   On type-2 fuzzy relations and interval-valued type-2 fuzzy sets [J].
Hu, Bao Qing ;
Wang, Chun Yong .
FUZZY SETS AND SYSTEMS, 2014, 236 :1-32
[4]   Lookback option pricing models based on the uncertain fractional-order differential equation with Caputo type [J].
Jin, Ting ;
Xia, Hongxuan .
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 14 (6) :6435-6448
[5]   New approaches to relaxed quadratic stability condition of fuzzy control systems [J].
Kim, E ;
Lee, H .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2000, 8 (05) :523-534
[6]   Polynomial Fuzzy-Model-Based Control Systems: Stability Analysis via Approximated Membership Functions Considering Sector Nonlinearity of Control Input [J].
Lam, H. K. ;
Liu, Chuang ;
Wu, Ligang ;
Zhao, Xudong .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (06) :2202-2214
[7]   Control Design for Interval Type-2 Fuzzy Systems Under Imperfect Premise Matching [J].
Lam, H. K. ;
Li, Hongyi ;
Deters, Christian ;
Secco, E. L. ;
Wurdemann, Helge A. ;
Althoefer, Kaspar .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (02) :956-968
[8]   Polynomial Fuzzy-Model-Based Control Systems: Stability Analysis Via Piecewise-Linear Membership Functions [J].
Lam, H. K. .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2011, 19 (03) :588-593
[9]   Quadratic-Stability Analysis of Fuzzy-Model-Based Control Systems Using Staircase Membership Functions [J].
Lam, H. K. ;
Narimani, Mohammad .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2010, 18 (01) :125-137
[10]   Output feedback robust H∞ control of uncertain fuzzy dynamic systems with time-varying delay [J].
Lee, KR ;
Kim, JH ;
Jeung, ET ;
Park, HB .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2000, 8 (06) :657-664