摘要
表现分析是足球比赛数据分析中的关键环节之一,能够帮助分析师和教练员分析球队的优缺点,提高未来比赛的获胜概率。随着人工智能技术的发展,众多研究者致力于将人工智能技术应用到足球表现分析中。从比赛行为表现分析、球员表现分析、球队表现分析3个层面,对人工智能技术在足球表现分析中的应用进行总结。在此基础上,提出了足球表现智能分析的研究框架,并对目前面临的挑战以及未来研究方向进行展望,包括基于大语言模型的足球表现智能分析以及结合多源数据的足球表现智能分析。
Performance analysis is one of the key components of soccer match data analysis,as it enables analysts and coaches to evaluate a team's strengths and weaknesses,thereby increasing the probability of winning future matches.With the advancement of artificial intelligence(AI)technologies,many researchers have been dedicated to applying AI to football performance analysis.This paper summarizes the applications of AI in football performance analysis from three perspectives:match behavior analysis,player performance analysis,and team performance analysis.On this basis,it proposes a research framework for intelligent football performance analysis and discusses the current challenges as well as future research directions,including AIbased performance analysis driven by large language models and intelligent performance analysis that integrates multi-source data.
作者
曹安琪
谢潇
刘子奥
程礼棋
张辉
巫英才
CAO Anqi;XIE Xiao;LIU Ziao;CHENG Liqi;ZHANG Hui;WU Yingcai(The Department of Sports Science,College of Education,Zhejiang University,Hangzhou,310058,China;The State Key Lab of CAD&CG,Zhejiang University,Hangzhou,310058,China)
出处
《体育科研》
2026年第1期56-63,104,共9页
Sport Science Research
基金
国际足联“前进计划”。
关键词
足球
运动表现分析
人工智能技术
行为分析
球员分析
球队分析
soccer
performance analysis
artificial intelligence technology
game action analysis
player analysis
team analysis
