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author:

Zhao, Jing (Zhao, Jing.) [1] | Lin, Chih-Min (Lin, Chih-Min.) [2] | Chao, Fei (Chao, Fei.) [3]

Indexed by:

Scopus SCIE

Abstract:

This paper aims to present a novel efficient scheme in order to more effectively control the multiple input and multiple output (MIMO) uncertain nonlinear systems. A wavelet fuzzy brain emotional learning controller (WFBELC) model is proposed, which is comprises the benefit of wavelet function, fuzzy theory and brain emotional neural network. When it is used as the main tracking controller for a MIMO uncertain nonlinear systems, the performances of the system, such as the approximation ability, the learning performance and the convergence rate, will be effectively improved. Meanwhile, the gradient descent method is used to adjust the parameters online of WFBELC and the Lyapunov function is employed to guarantee the rapid convergence of the control systems. For the sake of the further illustrating the superiority of this model, two examples of uncertain nonlinear systems, a Duffing-Holmes chaotic system and a Chua's chaotic circuit, are studied. After compared with other models, the test results show that the proposed model can be applied to obtain more satisfactory control performance and be more suitable to deal with the influence of the uncertainty of the MIMO nonlinear systems.

Keyword:

brain emotional neural network compensator controller fuzzy system uncertainty wavelet function

Community:

  • [ 1 ] [Zhao, Jing]Xiamen Univ Technol, Sch Elect Engn & Automat, Xiamen, Peoples R China
  • [ 2 ] [Zhao, Jing]Fuzhou Univ, Fujian Key Lab Med Instrument & Pharmaceut Techno, Fuzhou, Fujian, Peoples R China
  • [ 3 ] [Lin, Chih-Min]Yuan Ze Univ, Dept Elect Engn & Innovat, Ctr Biomed & Healthcare Technol, Taoyuan, Taiwan
  • [ 4 ] [Chao, Fei]Xiamen Univ, Dept Cognit Sci, Xiamen, Peoples R China

Reprint 's Address:

  • 赵静

    [Zhao, Jing]Xiamen Univ Technol, Sch Elect Engn & Automat, Xiamen, Peoples R China;;[Zhao, Jing]Fuzhou Univ, Fujian Key Lab Med Instrument & Pharmaceut Techno, Fuzhou, Fujian, Peoples R China;;[Lin, Chih-Min]Yuan Ze Univ, Dept Elect Engn & Innovat, Ctr Biomed & Healthcare Technol, Taoyuan, Taiwan

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Source :

FRONTIERS IN NEUROSCIENCE

ISSN: 1662-453X

Year: 2019

Volume: 12

3 . 7 0 7

JCR@2019

3 . 2 0 0

JCR@2023

ESI Discipline: NEUROSCIENCE & BEHAVIOR;

ESI HC Threshold:165

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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