The Development of Automatic Training Analysis Using 3D Accelerometer in Male Young Elite Soccer Team

Takuya Magome, Takuya Magome, Takeshi Tanaka, Toru Yamaguchi

2024

Abstract

In recent years, there has been a growing need to introduce IT technology to improve performance in professional sports and athlete training. However, while technological innovation is taking place, the amount of data that can actually be acquired is becoming enormous, and unless there are people who can provide expert advice, the compatibility with training is not high. In this study, we aimed to build a system that uses a three-dimensional accelerometer to appropriately evaluate the performance of athletes during training. We developed a classification function that detects and separates intervals from the measured time series data and automatically divides the separated sections by type of training. As a result of evaluation using data from 16 days of training for a U-18 soccer team (n=33), intervals were detected with 100% accuracy, and five types of training were detected with 80% accuracy. We confirmed that a system equipped with the developed function could speed up feedback to athletes.

Paper Citation

in Harvard Style

Magome T., Tanaka T. and Yamaguchi T. (2024). The Development of Automatic Training Analysis Using 3D Accelerometer in Male Young Elite Soccer Team. In Proceedings of the 12th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS; ISBN 978-989-758-719-1, SciTePress, pages 160-167. DOI: 10.5220/0012940700003828

in Bibtex Style

@conference{icsports24,
author={Takuya Magome and Takeshi Tanaka and Toru Yamaguchi},
title={The Development of Automatic Training Analysis Using 3D Accelerometer in Male Young Elite Soccer Team},
booktitle={Proceedings of the 12th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS},
year={2024},
pages={160-167},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012940700003828},
isbn={978-989-758-719-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 12th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS
TI - The Development of Automatic Training Analysis Using 3D Accelerometer in Male Young Elite Soccer Team
SN - 978-989-758-719-1
AU - Magome T.
AU - Tanaka T.
AU - Yamaguchi T.
PY - 2024
SP - 160
EP - 167
DO - 10.5220/0012940700003828
PB - SciTePress