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Author:

Yu, N. (Yu, N..) | Wang, C. (Wang, C..) | Mo, F. (Mo, F..) | Cai, J. (Cai, J..)

Indexed by:

Scopus PKU CSCD

Abstract:

Different from the past with the state-action as the index, a method of establishing Q-value table by discretizing time was introduced. The problem of selecting an action in a certain state was transformed into the problem of choosing an action at a certain time, which achieved the application of Q learning algorithm in dynamic continuous environment. Firstly a genetic algorithm for global path planning was adopted. Then the obstacle was dynamically avoided through Q-learning. The whole system followed a successive “offline” and “online” multi-layer path planning philosophy. Indicated by the experiment results, a path planning system of mobile robot is achieved, and the proposed methods are state-of-the-art. © 2017, Editorial Department of Journal of Beijing University of Technology. All right reserved.

Keyword:

Continuousenvironment; Dynamicenvironment; Path planning; Q-learning algorithm

Author Community:

  • [ 1 ] [Yu, N.]Faculty of Information Technology, Beijing University of Technology, Beijing, 100124, China
  • [ 2 ] [Yu, N.]Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing, 100124, China
  • [ 3 ] [Wang, C.]Faculty of Information Technology, Beijing University of Technology, Beijing, 100124, China
  • [ 4 ] [Wang, C.]Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing, 100124, China
  • [ 5 ] [Mo, F.]Faculty of Information Technology, Beijing University of Technology, Beijing, 100124, China
  • [ 6 ] [Mo, F.]Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing, 100124, China
  • [ 7 ] [Cai, J.]Faculty of Information Technology, Beijing University of Technology, Beijing, 100124, China
  • [ 8 ] [Cai, J.]Beijing Key Laboratory of Computational Intelligence and Intelligent System, Beijing University of Technology, Beijing, 100124, China

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Source :

Journal of Beijing University of Technology

ISSN: 0254-0037

Year: 2017

Issue: 7

Volume: 43

Page: 1009-1016

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 16

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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