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
Link To Document :
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