Model Approximation for Discrete-Time State-Delay Systems in the T-S Fuzzy Framework

被引:263
作者
Wu, Ligang [1 ]
Su, Xiaojie [1 ]
Shi, Peng [2 ,3 ]
Qiu, Jianbin [1 ]
机构
[1] Harbin Inst Technol, Space Control & Inertial Technol Res Ctr, Harbin 150001, Peoples R China
[2] Univ Glamorgan, Dept Comp & Math Sci, Pontypridd CF37 1DL, M Glam, Wales
[3] Victoria Univ, Sch Sci & Engn, Melbourne, Vic 8001, Australia
基金
黑龙江省自然科学基金; 英国工程与自然科学研究理事会; 中国国家自然科学基金;
关键词
Delay partitioning; discrete-time systems; H-infinity model approximation; Takagi-Sugeno (T-S) fuzzy systems; time delay; OUTPUT-FEEDBACK CONTROL; H-INFINITY; ROBUST STABILITY; CONTROL DESIGN; REDUCTION;
D O I
10.1109/TFUZZ.2011.2104363
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 is concerned with the problem of H-infinity model approximation for discrete-time Takagi-Sugeno (T-S) fuzzy time-delay systems. For a given stable T-S fuzzy system, our attention is focused on the construction of a reduced-order model, which not only approximates the original system well in an H-infinity performance but is also translated into a linear lower dimensional system. By applying the delay partitioning approach, a delay-dependent sufficient condition is proposed for the asymptotic stability with an H-infinity error performance for the error system. Then, the H-infinity model approximation problem is solved by using the projection approach, which casts the model approximation into a sequential minimization problem subject to linear matrix inequality (LMI) constraints by employing the cone complementary linearization algorithm. Moreover, by further extending the results, H-infinity model approximation with special structures is obtained, i.e., delay-free model and zero-order model. Finally, two numerical examples are provided to illustrate the effectiveness of the proposed methods.
引用
收藏
页码:366 / 378
页数:13
相关论文
共 31 条
[1]   H∞ output feedback control design for uncertain fuzzy singularly perturbed systems:: an LMI approach [J].
Assawinchaichote, W ;
Nguang, SK ;
Shi, P .
AUTOMATICA, 2004, 40 (12) :2147-2152
[2]  
Boyd S., 1994, LINEAR MATRIX INEQUA
[3]   A cone complementarity linearization algorithm for static output-feedback and related problems [J].
ElGhaoui, L ;
Oustry, F ;
AitRami, M .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1997, 42 (08) :1171-1176
[4]   A survey on analysis and design of model-based fuzzy control systems [J].
Feng, Gang .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2006, 14 (05) :676-697
[5]   A LINEAR MATRIX INEQUALITY APPROACH TO H-INFINITY CONTROL [J].
GAHINET, P ;
APKARIAN, P .
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 1994, 4 (04) :421-448
[6]   H∞ model reduction for discrete time-delay systems:: delay-independent and dependent approaches [J].
Gao, HJ ;
Lam, J ;
Wang, CH ;
Xu, SY .
INTERNATIONAL JOURNAL OF CONTROL, 2004, 77 (04) :321-335
[7]  
Gouaisbaut F., 2006, IFAC WORKSH TIM DEL
[8]  
Haibo Jiang, 2010, ICIC Express Letters, V4, P973
[9]   ZEROTH ORDER H-INFINITY NORM APPROXIMATION OF MULTIVARIABLE SYSTEMS [J].
KAVRANOGLU, D .
NUMERICAL FUNCTIONAL ANALYSIS AND OPTIMIZATION, 1993, 14 (1-2) :89-101
[10]  
Lam J, 2005, J OPTIMIZ THEORY APP, V125, P137, DOI 10.1007/s10957-004-1714-6