Artificial Intelligence (AI) in Sports

被引:0
作者
Ratiu, Ioan Gheorghe [1 ]
Badau, Dana
Carstea, Claudia Georgeta [1 ]
Badau, Adela
Paraschiv, Florin
机构
[1] George Baritiu Univ, Dept Math Informat & Socio Human Sci, Brasov, Romania
来源
PROCEEDINGS OF THE 9TH WSEAS INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, KNOWLEDGE ENGINEERING AND DATA BASES | 2010年
关键词
Artificial Intelligence; Artificial Neural Networks; Evolutionary Computation; Expert Systems; Kohonen Self-Organizing Maps; Sports Biomechanics; HUMAN GAIT;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper reviews developments in the use of Artificial Intelligence (AI) in sports biomechanics. It outlines possible uses of Expert Systems as diagnostic tools for evaluating faults in sports movements (techniques) and presents some example knowledge rules for such an expert system. It then compares the analysis of sports techniques, in which Expert Systems have found little place to date, with gait analysis, in which they are routinely used. Consideration is then given to the use of Artificial Neural Networks (ANNs) in sports biomechanics, focusing on Kohonen self-organizing maps, which have been the most widely used in technique analysis, and multi-layer networks, which have been far more widely used in biomechanics in general. Examples of the use of ANNs in sports biomechanics are presented for javelin and discus throwing, shot putting and football kicking. I also present an example of the use of Evolutionary Computation in movement optimization in the soccer throw in, which predicted an optimal technique close to that in the coaching literature. After briefly over viewing the use of AI in both sports science and biomechanics in general, the article concludes with some speculations about future uses of AI in sports biomechanics.
引用
收藏
页码:93 / 97
页数:5
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