Policy decision of curling in real competition scenes

doi:10.1007/s40747-022-00921-4

CORC > 自动化研究所 > 中国科学院自动化研究所 > 综合信息系统研究中心 > 飞行器智能技术

	Policy decision of curling in real competition scenes
	Xiao, Qian 4; Li, Zongmin 3,4; Wang, Xiangdong 2; Liu, Yujie 4; Li, Yachuan 4; Yang, Chaozhi 4; Li, Feimo 1
刊名	COMPLEX & INTELLIGENT SYSTEMS
	2022-12-05
页码	12
关键词	Reinforcement learning Curling policy decision Game tree search Deep learning
ISSN号	2199-4536
DOI	10.1007/s40747-022-00921-4
通讯作者	Wang, Xiangdong(wangxiangdong@jmu.edu.cn)
英文摘要	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.
资助项目	National Key rd Program[2019YFF0301801] ; National Key rd Program[2019YFF0301805] ; Innovation Fund Project for Graduate Students of China University of Petroleum (East China)[22CX04037A] ; National Natural Science Foundation of China[61379106] ; Shandong Provincial Natural Science Foundation[ZR2013FM036] ; Shandong Provincial Natural Science Foundation[ZR2015FM011]
WOS关键词	GO ; NETWORKS ; GAME
WOS研究方向	Computer Science
语种	英语
出版者	SPRINGER HEIDELBERG
WOS记录号	WOS:000894418800001
资助机构	National Key rd Program ; Innovation Fund Project for Graduate Students of China University of Petroleum (East China) ; National Natural Science Foundation of China ; Shandong Provincial Natural Science Foundation
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/51033]
专题	综合信息系统研究中心_飞行器智能技术
通讯作者	Wang, Xiangdong
作者单位	1.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China 2.Jimei Univ, Sch Phys Educ, Xiamen 361021, Peoples R China 3.China Univ Petr, Shengli Coll, Dongying 257061, Shandong, Peoples R China 4.China Univ Petr East China, Qingdao Inst Software, Sch Comp Sci & Technol, Qingdao 266555, Shandong, Peoples R China
推荐引用方式 GB/T 7714	Xiao, Qian,Li, Zongmin,Wang, Xiangdong,et al. Policy decision of curling in real competition scenes[J]. COMPLEX & INTELLIGENT SYSTEMS,2022:12.
APA	Xiao, Qian.,Li, Zongmin.,Wang, Xiangdong.,Liu, Yujie.,Li, Yachuan.,...&Li, Feimo.(2022).Policy decision of curling in real competition scenes.COMPLEX & INTELLIGENT SYSTEMS,12.
MLA	Xiao, Qian,et al."Policy decision of curling in real competition scenes".COMPLEX & INTELLIGENT SYSTEMS (2022):12.