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作者:

Ruan, Xiaogang (Ruan, Xiaogang.) | Ren, Hongge (Ren, Hongge.)

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摘要:

Aiming at the problem about the movement balance control of two-wheeled self-balancing mobile robot, a learning algorithm that it is made up of BP neural network and eligibility traces based on the operant conditioning theory is put forward as a learning mechanism of the two-wheeled robot. The algorithm utilizes the characters of eligibility traces about quicker learning speed, higher reliability and ability in resolving effect about delay, so that the two-wheeled robot can obtain the movement balance skills of controlling like a human or animal by interacting, studying and training with unknown environmental, and realize the movement balance control of the two-wheeled robot by using the complex learning algorithm. Finally, a simulation experiment is done and the simulation results show that a learning mechanism of the complex learning algorithm can embodies the stronger skills of self-learning and abilities of balance control of the robot, and it also has the higher research significance in theory and the application value in project.

关键词:

balance control eligibility traces self-learning Skinner's operation conditioning two-wheeled robot

作者机构:

  • [ 1 ] [Ruan, Xiaogang]Beijing Univ Technol, Sch Elect & Control Engn, Beijing, Peoples R China
  • [ 2 ] [Ren, Hongge]Beijing Univ Technol, Sch Elect & Control Engn, Beijing, Peoples R China

通讯作者信息:

  • [Ruan, Xiaogang]Beijing Univ Technol, Sch Elect & Control Engn, Beijing, Peoples R China

电子邮件地址:

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来源 :

2009 WASE INTERNATIONAL CONFERENCE ON INFORMATION ENGINEERING, ICIE 2009, VOL II

年份: 2009

页码: 62-65

语种: 英文

被引次数:

WoS核心集被引频次: 1

SCOPUS被引频次: 1

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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