Literature DB >> 24357939

Artificial intelligence in sports biomechanics: new dawn or false hope?

Roger Bartlett1.   

Abstract

This article reviews developments in the use of Artificial Intelligence (AI) in sports biomechanics over the last decade. 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 overviewing 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. Key PointsExpert Systems remain almost unused in sports biomechanics, unlike in the similar discipline of gait analysis.Artificial Neural Networks, particularly Kohonen Maps, have been used, although their full value remains unclear.Other AI applications, including Evolutionary Computation, have received little attention.

Keywords:  Artificial intelligence; Kohonen self-organizing maps; artificial neural networks; evolutionary computation; expert systems; sports biomechanics

Year:  2006        PMID: 24357939      PMCID: PMC3861744     

Source DB:  PubMed          Journal:  J Sports Sci Med        ISSN: 1303-2968            Impact factor:   2.988


  3 in total

Review 1.  The science and medicine of cricket: an overview and update.

Authors:  Roger M Bartlett
Journal:  J Sports Sci       Date:  2003-09       Impact factor: 3.337

2.  Movement variability cannot be determined reliably from no-marker conditions.

Authors:  Roger Bartlett; Melanie Bussey; Nick Flyger
Journal:  J Biomech       Date:  2005-12-28       Impact factor: 2.712

Review 3.  The use of artificial intelligence in the analysis of sports performance: a review of applications in human gait analysis and future directions for sports biomechanics.

Authors:  A C Lapham; R M Bartlett
Journal:  J Sports Sci       Date:  1995-06       Impact factor: 3.337

  3 in total
  5 in total

1.  Artificial intelligence in sports on the example of weight training.

Authors:  Hristo Novatchkov; Arnold Baca
Journal:  J Sports Sci Med       Date:  2013-03-01       Impact factor: 2.988

2.  The use of neural network technology to model swimming performance.

Authors:  António José Silva; Aldo Manuel Costa; Paulo Moura Oliveira; Victor Machado Reis; José Saavedra; Jurgen Perl; Abel Rouboa; Daniel Almeida Marinho
Journal:  J Sports Sci Med       Date:  2007-03-01       Impact factor: 2.988

3.  Editorial: Machine Learning Approaches to Human Movement Analysis.

Authors:  Matteo Zago; Ana Francisca Rozin Kleiner; Peter Andreas Federolf
Journal:  Front Bioeng Biotechnol       Date:  2021-01-22

4.  A spherical-plot solution to linking acceleration metrics with animal performance, state, behaviour and lifestyle.

Authors:  Rory P Wilson; Mark D Holton; James S Walker; Emily L C Shepard; D Mike Scantlebury; Vianney L Wilson; Gwendoline I Wilson; Brenda Tysse; Mike Gravenor; Javier Ciancio; Melitta A McNarry; Kelly A Mackintosh; Lama Qasem; Frank Rosell; Patricia M Graf; Flavio Quintana; Agustina Gomez-Laich; Juan-Emilio Sala; Christina C Mulvenna; Nicola J Marks; Mark W Jones
Journal:  Mov Ecol       Date:  2016-09-23       Impact factor: 3.600

5.  Artificial Intelligence and Machine Learning in Sport Research: An Introduction for Non-data Scientists.

Authors:  Nader Chmait; Hans Westerbeek
Journal:  Front Sports Act Living       Date:  2021-12-08
  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.