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Author:

Ruan, Xiao-Gang (Ruan, Xiao-Gang.) | Chen, Jing (Chen, Jing.)

Indexed by:

EI Scopus PKU CSCD

Abstract:

A bionic operant conditioning reflex(OCR) learning control scheme is proposed based on the thought of sliding model control(SMC) and Elman network for a class of SISO higher-order nonlinear control system. In this method, an Elman network is used as an evaluation function of sliding surface and action in the scheme. Reward signal is designed according to the change of sliding surface, and then the evaluation function is updated through the reward stimulation, while the behavior choice probability is changed. Through the definition of entropy for each round, a quantitative analysis about the knowledge change in the learning process is given. The results of the simulation experiment in the walking inverted pendulum system show that, bionic OCR learning control is used, which realizes the balancing control for the walking inverted pendulum system.

Keyword:

Learning systems Learning algorithms Control theory Function evaluation Entropy Bionics Pendulums

Author Community:

  • [ 1 ] [Ruan, Xiao-Gang]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Chen, Jing]School of Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China

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Source :

Control and Decision

ISSN: 1001-0920

Year: 2011

Issue: 9

Volume: 26

Page: 1398-1401,1406

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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