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Policy decision of curling in real competition scenes.

Authors :
Xiao, Qian
Li, Zongmin
Wang, Xiangdong
Liu, Yujie
Li, Yachuan
Yang, Chaozhi
Li, Feimo
Source :
Complex & Intelligent Systems; Jun2023, Vol. 9 Issue 3, p3301-3312, 12p
Publication Year :
2023

Abstract

Policy decision of curling refers to providing strategy suggestions for curling competition with the help of computers. Existing curling agents have achieved good results in the digital scenarios, but cannot make correct decisions when applied to actual competition and training scenes. In this paper, a strategies decision agent in the real scene has been proposed. The competition situation was acquired by a Situation-Aware Network and mapped by a Digital Extraction module. We designed Curling MCTS to explore the best strategy in continuous space. The effectiveness of our framework has been verified by experiments and evaluated by China's wheelchair curling team at China Disabled Sports Management Center. With the help of our system, China's wheelchair curling team trained effectively and won the championship in the XIII Paralympic Winter Games (2022, Beijing). In addition, a new curling target detection dataset was provided. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21994536
Volume :
9
Issue :
3
Database :
Complementary Index
Journal :
Complex & Intelligent Systems
Publication Type :
Academic Journal
Accession number :
164224357
Full Text :
https://doi.org/10.1007/s40747-022-00921-4