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作者:

Dai, Li-Zhen (Dai, Li-Zhen.) | Yang, Gang (Yang, Gang.) | Ruan, Xiao-Gang (Ruan, Xiao-Gang.)

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摘要:

Since the gradual learning process like humans or animals of two-wheeled robot cannot be realized by the traditional control methods, an autonomous operant conditioning automaton (AOCA) is established based on Skinner's theory of operant conditioning for self-balance learning control of robots. A bionic learning algorithm based on AOCA is proposed to balance the two-wheeled robot. The corresponding simulation experiments for self-balance learning control of the two wheeled robot are given, in which the robot effectively realizes autonomous balance. Theoretical analysis and simulation show that the autonomous operant conditioning automata bionic learning model applied to the two-wheeled robot for autonomous balance learning control makes the robot progressive formation of self-organization, development and improvement of its balance. Copyright © 2014 Acta Automatica Sinica. All rights reserved.

关键词:

Automata theory Bionics Learning algorithms Learning systems Robots

作者机构:

  • [ 1 ] [Dai, Li-Zhen]School of Electrical and Electronic Engineering, East China Jiaotong University, Nanchang ; 330013, China
  • [ 2 ] [Yang, Gang]School of Electrical and Electronic Engineering, East China Jiaotong University, Nanchang ; 330013, China
  • [ 3 ] [Ruan, Xiao-Gang]Institute of Artificial Intelligence and Robots, College of Electronic and Control Engineering, Beijing University of Technology, Beijing ; 100124, China

通讯作者信息:

  • [yang, gang]school of electrical and electronic engineering, east china jiaotong university, nanchang ; 330013, china

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来源 :

Acta Automatica Sinica

ISSN: 0254-4156

年份: 2014

期: 9

卷: 40

页码: 1951-1957

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 2

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