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作者:

Cai, Jian-Xian (Cai, Jian-Xian.) | Ruan, Xiao-Gang (Ruan, Xiao-Gang.) | Gao, Yuan-Yuan (Gao, Yuan-Yuan.)

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EI Scopus PKU CSCD

摘要:

According to the problem of fuzzy rule automatic generation, a self-organization stochastic fuzzy control strategy is designed by adopting OCPFA learning system which is constructed by Skinner operant conditioning (OC) and probabilistic finite automata (PFA). The designed OC learning mechanism is firstly adopted in the strategy to stochasticly select a fuzzy action which is used as the consequent part of fuzzy rule from the fuzzy action sets; then the OC learning mechanism is updated by using feedback information of selected fuzzy action which comes from environment; finally a new fuzzy consequent action is selected based on the updated OC learning mechanism. The process of self-learning and self-organizing are theoretically proved convergent in sense of probability. Both the simulation and experiment indicate that the stochastic fuzzy control strategy can be successfully applied in self-balancing control of two-wheeled robot and the learning rate and control precision of robot are improved.

关键词:

Fuzzy rules Learning systems Fuzzy inference Stochastic systems Fuzzy control Robots

作者机构:

  • [ 1 ] [Cai, Jian-Xian]Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Ruan, Xiao-Gang]Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China
  • [ 3 ] [Gao, Yuan-Yuan]Electronic Information and Control Engineering, Beijing University of Technology, Beijing 100124, China

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来源 :

Electric Machines and Control

ISSN: 1007-449X

年份: 2009

期: 5

卷: 13

页码: 754-761

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