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Author:

Ren, Hong-Ge (Ren, Hong-Ge.) | Ruan, Xiao-Gang (Ruan, Xiao-Gang.)

Indexed by:

EI Scopus PKU CSCD

Abstract:

For the movement-balance control of a two-wheeled self-balancing robot, we adopt the autoregression neuralnetwork-learning-algorithm based on Skinner's operant conditioned reflex theory as the learning mechanism, and use the autoregression neural-network to approximate the critic function in the optimization of behavioral decision, so that a twowheeled robot can obtain self-learning skills like a human being or an animal through studying and training in a model-free external environment to realize the movement balance control. Two simulation experiments are separately performed in the states with and without disturbance, respectively. The comparison of the respective results shows that learning mechanism with Skinner's operant conditioned reflex has a faster control skill in self-balance and a high robustness. This exhibits great research significance in theory and practice.

Keyword:

Decision theory Learning algorithms Robots Regression analysis Robustness (control systems)

Author Community:

  • [ 1 ] [Ren, Hong-Ge]School of Electronic and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Ruan, Xiao-Gang]School of Electronic and Control Engineering, Beijing University of Technology, Beijing 100124, China

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Source :

Control Theory and Applications

ISSN: 1000-8152

Year: 2010

Issue: 10

Volume: 27

Page: 1423-1428

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: 7

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