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Authors: Krzysztof Przednowek 1 ; Janusz Iskra 2 ; Stanisław Cieszkowski 1 and Karolina H. Przednowek 1

Affiliations: 1 University of Rzeszow, Poland ; 2 Opole University of Technology, Poland

Keyword(s): Hurdle Races, Technique In Hurdles, Artificial Neural Networks.

Related Ontology Subjects/Areas/Topics: Computer Supported Training ; Computer Systems in Sports ; Simulation and Mathematical Modeling ; Sport Science Research and Technology ; Sport Statistics and Analyses

Abstract: In this paper training loads to develop technique and rhythm in hurdles are presented. The training loads were generated using an artificial neural networks model with radial basis functions. The analysis included 21 hurdlers who were members of the Polish National Team. The calculations for the neural model were made using 48 training programmes. The evaluation of the models was carried out using the cross-validation method. Five independent variables (age, body height, body weight, current result and expected result) and four dependent variables representing the selected training loads were analyzed. The determined model generated training loads with an error of approximately 21%. Experimental results showed the training programme for a hypothetical athlete. The analysis shows that all the examined training loads are of a non-linear nature. The proposed solution can be used as a tool to support planning for selected training loads in 400 m hurdles.

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Paper citation in several formats:
Przednowek, K.; Iskra, J.; Cieszkowski, S. and Przednowek, K. (2015). Planning Training Loads to Develop Technique and Rhythm in the 400m Hurdles using RBF Network. In Proceedings of the 3rd International Congress on Sport Sciences Research and Technology Support - icSPORTS; ISBN 978-989-758-159-5; ISSN 2184-3201, SciTePress, pages 245-249. DOI: 10.5220/0005610802450249

@conference{icsports15,
author={Krzysztof Przednowek. and Janusz Iskra. and Stanisław Cieszkowski. and Karolina H. Przednowek.},
title={Planning Training Loads to Develop Technique and Rhythm in the 400m Hurdles using RBF Network},
booktitle={Proceedings of the 3rd International Congress on Sport Sciences Research and Technology Support - icSPORTS},
year={2015},
pages={245-249},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005610802450249},
isbn={978-989-758-159-5},
issn={2184-3201},
}

TY - CONF

JO - Proceedings of the 3rd International Congress on Sport Sciences Research and Technology Support - icSPORTS
TI - Planning Training Loads to Develop Technique and Rhythm in the 400m Hurdles using RBF Network
SN - 978-989-758-159-5
IS - 2184-3201
AU - Przednowek, K.
AU - Iskra, J.
AU - Cieszkowski, S.
AU - Przednowek, K.
PY - 2015
SP - 245
EP - 249
DO - 10.5220/0005610802450249
PB - SciTePress

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