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Author:

Zhang, Xiaoping (Zhang, Xiaoping.) | Ruan, Xiaogang (Ruan, Xiaogang.) | Zhang, Hong (Zhang, Hong.) | Liu, Lei (Liu, Lei.) | Han, Cunwu (Han, Cunwu.) | Wang, Li (Wang, Li.)

Indexed by:

EI Scopus SCIE

Abstract:

Simulating biological intelligence has been proved to be an effective way to design intelligent robots, and simultaneously can solve the problems existing in machine learning methods. For creatures, their motor skills achieving is the first stage of learning. By combining two important cognitive elements: orientation and curiosity, this article proposes a new neurobiologically-inspired sensorimotor developmental learning method for the mobile robot. In this method, curiosity promotes robot's exploration of the environment, while orientation enhances robot's exploitation knowledge of the environment. The orientation cognitive algorithm is designed based on Skinner's operant conditioning theory, and its rationality is proved. The balance of exploration and exploitation, which is a key problem for all the cognitive learning method, is solved in this method. The developmental learning process can avoid fixed sensorimotor mapping space problem, and help reduce learning waste as well as computing waste. All of the developmental learning method's characters are finally verified via simulations on a virtual mobile robot.

Keyword:

Learning systems developmental learning autonomous robot orientation Robot sensing systems Artificial curiosity Task analysis Visualization Biology sensorimotor skill Mobile robots

Author Community:

  • [ 1 ] [Zhang, Xiaoping]North China Univ Technol, Sch Elect & Control Engn, Beijing 100144, Peoples R China
  • [ 2 ] [Liu, Lei]North China Univ Technol, Sch Elect & Control Engn, Beijing 100144, Peoples R China
  • [ 3 ] [Han, Cunwu]North China Univ Technol, Sch Elect & Control Engn, Beijing 100144, Peoples R China
  • [ 4 ] [Wang, Li]North China Univ Technol, Sch Elect & Control Engn, Beijing 100144, Peoples R China
  • [ 5 ] [Ruan, Xiaogang]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 6 ] [Zhang, Hong]Xian Univ Posts & Telecommun, Sch Automat, Xian 710121, Peoples R China

Reprint Author's Address:

  • [Zhang, Xiaoping]North China Univ Technol, Sch Elect & Control Engn, Beijing 100144, Peoples R China

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Source :

IEEE ACCESS

ISSN: 2169-3536

Year: 2020

Volume: 8

Page: 178117-178129

3 . 9 0 0

JCR@2022

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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