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Author:

Zhang, Ziheng (Zhang, Ziheng.) | Ruan, Xiaogang (Ruan, Xiaogang.)

Indexed by:

EI

Abstract:

This article is inspired by the firing mechanism of hippocampus place cells to build an environmental cognitive map, and introduces a Successor Representation (SR) model to realize robot path planning. Compared to the RL method based on value learning used in current brain navigation models, this model does not rely on specific goal points for learning cognitive maps. This paper conducted experiments on the model in a maze environment, and the results showed that the model can achieve fast switching between goal points and plan the optimal path without retraining the value function, with high flexibility. © 2023 IEEE.

Keyword:

Learning systems Navigation Robot programming Motion planning Cognitive systems Biomimetics

Author Community:

  • [ 1 ] [Zhang, Ziheng]Beijing University of Technology, Faculty of Information Technology, Beijing; 100124, China
  • [ 2 ] [Ruan, Xiaogang]Beijing University of Technology, Faculty of Information Technology, Beijing; 100124, China

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Source :

Year: 2023

Page: 129-133

Language: English

Cited Count:

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SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 10

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