Finite-Frequency Model Reduction of Takagi-Sugeno Fuzzy Systems

被引:24
作者
Ding, Da-Wei [1 ]
Li, Xiao-Jian [2 ]
Du, Xin [3 ]
Xie, Xiangpeng [4 ]
机构
[1] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
[2] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110004, Peoples R China
[3] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China
[4] Nanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210003, Jiangsu, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Finite frequency; model reduction; Takagi-Sugeno (T-S) model; NONLINEAR-SYSTEMS; STABILITY; DESIGN; STABILIZATION; LEMMA;
D O I
10.1109/TFUZZ.2016.2540060
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 considers the model-reduction problem for continuous-time Takagi-Sugeno (T-S) fuzzy systems. Different from existing full-frequency methods, a finite-frequency model-reduction method is proposed in this paper. The proposed method can get a better approximation performance when input signals belong to a finite-frequency domain. To this end, a finite-frequency H-infinity performance index is first defined. Then, a sufficient finite-frequency performance analysis condition is derived by the aid of Parseval's theorem and quadratic functions. Based on this condition and projection lemma, three model-reduction algorithms for T-S fuzzy systems with input signals in low-frequency, middle-frequency, and high-frequency domain are obtained, respectively. Finally, an example is given to illustrate the effectiveness of the proposed method.
引用
收藏
页码:1464 / 1474
页数:11
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