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作者:

Huang, Jing (Huang, Jing.) | Ruan, Xiao-Gang (Ruan, Xiao-Gang.) | Yu, Nai-Gong (Yu, Nai-Gong.) (学者:于乃功) | Zhang, Xiao-Ping (Zhang, Xiao-Ping.) | Wei, Ruo-Yan (Wei, Ruo-Yan.) | Fan, Qing-Wu (Fan, Qing-Wu.)

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摘要:

In order to explore the cognitive mechanism and simulate the cognitive ability, we develop an artificial sensorimotor system with operant conditioning function (ASSOCF) to improve the cognitive and intelligent ability of robots. The system reproduces the biological motor cognition by simulating the sensorimotor system and realizes the mapping from perception to action. Meanwhile, the system is endowed with operant conditioning function based on Skinner's operant conditioning theory. It forms the close-loop system between perception and action in compliance with the logic of 'stimulus-response-reinforcement'. Two classic experiments in behavioral psychology and control theory, Skinner pigeon experiment and Wiener worm experiment, are performed to testify the validity of the system. Comparisons of the experiment results prove that the system successfully simulates the biological sensorimotor system. With such a system, the robots are endowed with the abilities of autonomous learning and self-adaptation to the environment. ©, 2015, South China University of Technology. All right reserved.

关键词:

Behavioral research Intelligent robots Neural networks

作者机构:

  • [ 1 ] [Huang, Jing]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Huang, Jing]Pilot College, Beijing University of Technology, Beijing; 101101, China
  • [ 3 ] [Ruan, Xiao-Gang]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 4 ] [Yu, Nai-Gong]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 5 ] [Zhang, Xiao-Ping]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 6 ] [Wei, Ruo-Yan]College of Electronic Information and Control Engineering, Beijing University of Technology, Beijing; 100124, China
  • [ 7 ] [Fan, Qing-Wu]Pilot College, Beijing University of Technology, Beijing; 101101, China

通讯作者信息:

  • [huang, jing]college of electronic information and control engineering, beijing university of technology, beijing; 100124, china;;[huang, jing]pilot college, beijing university of technology, beijing; 101101, china

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来源 :

Control Theory and Applications

ISSN: 1000-8152

年份: 2015

期: 5

卷: 32

页码: 674-681

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 4

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:

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