• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
成果搜索

author:

Zhao, J. (Zhao, J..) [1] | Lin, C.-M. (Lin, C.-M..) [2] | Chao, F. (Chao, F..) [3]

Indexed by:

Scopus

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. Copyright © 2019 Zhao, Lin and Chao.

Keyword:

Brain emotional neural network; Compensator controller; Fuzzy system; Uncertainty; Wavelet function

Community:

  • [ 1 ] [Zhao, J.]School of Electrical Engineering and Automation, Xiamen University of Technology, Xiamen, China
  • [ 2 ] [Zhao, J.]Fujian Key Lab of Medical Instrument and Pharmaceutical Technology, Fuzhou University, Fuzhou, China
  • [ 3 ] [Lin, C.-M.]Department of Electrical Engineering and Innovation, Center for Biomedical and Healthcare Technology, Yuan Ze University, Taoyuan, Taiwan
  • [ 4 ] [Chao, F.]Department of Cognitive Science, Xiamen University, Xiamen, China

Reprint 's Address:

  • [Zhao, J.]School of Electrical Engineering and Automation, Xiamen University of TechnologyChina

Show more details

Related Keywords:

Related Article:

Source :

Frontiers in Neuroscience

ISSN: 1662-4548

Year: 2019

Issue: JAN

Volume: 13

3 . 7 0 7

JCR@2019

3 . 2 0 0

JCR@2023

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

Affiliated Colleges:

Online/Total:34/10137576
Address:FZU Library(No.2 Xuyuan Road, Fuzhou, Fujian, PRC Post Code:350116) Contact Us:0591-22865326
Copyright:FZU Library Technical Support:Beijing Aegean Software Co., Ltd. 闽ICP备05005463号-1