DocumentCode
33545
Title
Universal Fuzzy Models and Universal Fuzzy Controllers for Stochastic Nonaffine Nonlinear Systems
Author
Qing Gao ; Gang Feng ; Yong Wang ; Jianbin Qiu
Author_Institution
Dept. of Autom., Univ. of Sci. & Technol. of China, Hefei, China
Volume
21
Issue
2
fYear
2013
fDate
Apr-13
Firstpage
328
Lastpage
341
Abstract
This paper investigates the universal fuzzy model and universal fuzzy controller problems for stochastic nonaffine nonlinear systems. The underlying mechanism of stochastic fuzzy logic is first discussed, and a stochastic generalized fuzzy model with new stochastic fuzzy rule base is then given. Based on their function approximation capability, these kinds of stochastic generalized fuzzy models are shown to be universal fuzzy models for stochastic nonaffine nonlinear systems under some sufficient conditions. An approach to stabilization controller design for stochastic nonaffine nonlinear systems is then developed through their stochastic generalized Takagi-Sugeno (T-S) fuzzy approximation models. Then, the results of universal fuzzy controllers for two classes of stochastic nonlinear systems, along with constructive procedures to obtain the universal fuzzy controllers, are also provided, respectively. Finally, a numerical example is presented to illustrate the effectiveness of the proposed approach.
Keywords
control system synthesis; function approximation; fuzzy control; fuzzy set theory; nonlinear control systems; stability; stochastic systems; T-S fuzzy approximation; Takagi-Sugeno fuzzy approximation; function approximation; stabilization controller design; stochastic fuzzy logic; stochastic fuzzy rule base; stochastic generalized fuzzy model; stochastic nonaffine nonlinear system; universal fuzzy controller; universal fuzzy model; Analytical models; Context modeling; Function approximation; Fuzzy systems; Nonlinear systems; Stochastic processes; Stochastic nonaffine nonlinear systems (SNNS); stochastic Takagi–Sugeno (T–S) fuzzy models; universal fuzzy controllers; universal fuzzy models;
fLanguage
English
Journal_Title
Fuzzy Systems, IEEE Transactions on
Publisher
ieee
ISSN
1063-6706
Type
jour
DOI
10.1109/TFUZZ.2012.2213823
Filename
6272339
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