Application of Artificial Neural Models for Planning Sport Training in 110m Hurdles

Krzysztof Przednowek, Janusz Iskra, Tomasz Krzeszowski, Karolina H. Przednowek

Abstract

This paper presents the use of artificial neural networks for planning sport training in 110 meters hurdles. The model was calculated based on the training data of the Polish National Team hurdlers. The analysis was based on 120 training plans that represent a different period in the annual training cycle. The MLP and RBF networks were used in this study as a predictive model. The neural network developed has 6 inputs representing the parameters of the athlete and 15 outputs representing the training loads. To evaluate the model, a set of 20 records were used. The smallest prediction error was obtained for the multilayer perceptron with 9 neurons in the hidden layer and a hyperbolic tangent as the activation functions. The resulting model may be used as a tool to assist coaches in planning training loads during the selected training period.

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Paper Citation


in Harvard Style

Przednowek K., Iskra J., Krzeszowski T. and Przednowek K. (2017). Application of Artificial Neural Models for Planning Sport Training in 110m Hurdles.In Proceedings of the 5th International Congress on Neurotechnology, Electronics and Informatics - Volume 1: NEUROTECHNIX, ISBN 978-989-758-270-7, pages 41-46. DOI: 10.5220/0006499400410046


in Bibtex Style

@conference{neurotechnix17,
author={Krzysztof Przednowek and Janusz Iskra and Tomasz Krzeszowski and Karolina H. Przednowek},
title={Application of Artificial Neural Models for Planning Sport Training in 110m Hurdles},
booktitle={Proceedings of the 5th International Congress on Neurotechnology, Electronics and Informatics - Volume 1: NEUROTECHNIX,},
year={2017},
pages={41-46},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006499400410046},
isbn={978-989-758-270-7},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 5th International Congress on Neurotechnology, Electronics and Informatics - Volume 1: NEUROTECHNIX,
TI - Application of Artificial Neural Models for Planning Sport Training in 110m Hurdles
SN - 978-989-758-270-7
AU - Przednowek K.
AU - Iskra J.
AU - Krzeszowski T.
AU - Przednowek K.
PY - 2017
SP - 41
EP - 46
DO - 10.5220/0006499400410046