战术AI:用于足球战术的AI助理.
Zhe Wang1, Petar Veličković2, Daniel Hennes3
1Google DeepMind, 6-8 Handyside Street, London, N1C 4UZ, UK. zhewang@google.com.
Nature communications
|March 20, 2024
概括
TacticAI是一款人工智能足球战术助理,帮助教练分析角球. 与利物浦足球俱乐部专家一起开发,它建议新的球员设置,在90%的时间里证明优于现有战术.
科学领域:
- 运动分析 运动分析
- 人工智能的人工智能
- 机器学习 机器学习
背景情况:
- 足球战术的算法分析是一个重大挑战.
- 角球对足球的战术创新提供了绝佳的机会.
研究的目的:
- 开发一个人工智能足球战术助理 (TacticAI),用于分析和生成角球策略.
- 与利物浦足球俱乐部的领域专家合作,以确保实际相关性和有效性.
主要方法:
- 战术AI集成了预测性和生成性AI组件,用于探索玩家设置.
- 几何深度学习用于数据效率,解决有限的黄金标准数据.
- 验证包括预测接球员,投篮尝试,并建议调整球员位置.
主要成果:
- 战术AI建议的战术比现有的战术更受专家的青90%的时间.
- 人工智能的战术建议与现实世界的战术没有区别.
- 开发了一种有效的角球回收系统.
结论:
- 作为足球战术的人工智能助理,TacticalAI显示出巨大的潜力,特别是在角球中.
- 该系统通过几何深度学习实现了高数据效率.
- 与领域专家的合作对于开发体育领域有影响力的AI解决方案至关重要.
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