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Universal fuzzy models and universal fuzzy controllers for stochastic nonaffine nonlinear systems

  • Qing Gao*
  • , Gang Feng
  • , Yong Wang
  • , Jianbin Qiu
  • *此作品的通讯作者
  • University of Science and Technology of China
  • City University of Hong Kong
  • Nanjing University of Science and Technology
  • Harbin Institute of Technology

科研成果: 期刊稿件文章同行评审

摘要

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.

源语言英语
文章编号6272339
页(从-至)328-341
页数14
期刊IEEE Transactions on Fuzzy Systems
21
2
DOI
出版状态已出版 - 2013
已对外发布

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