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Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit

Monitoring the performance is a crucial task for elite sports during both training and competition. Velocity is the key parameter of performance in swimming, but swimming performance evaluation remains immature due to the complexities of measurements in water. The purpose of this study is to use a s...

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Detalles Bibliográficos
Autores principales: Dadashi, Farzin, Crettenand, Florent, Millet, Grégoire P., Aminian, Kamiar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3545549/
https://www.ncbi.nlm.nih.gov/pubmed/23201978
http://dx.doi.org/10.3390/s121012927
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author Dadashi, Farzin
Crettenand, Florent
Millet, Grégoire P.
Aminian, Kamiar
author_facet Dadashi, Farzin
Crettenand, Florent
Millet, Grégoire P.
Aminian, Kamiar
author_sort Dadashi, Farzin
collection PubMed
description Monitoring the performance is a crucial task for elite sports during both training and competition. Velocity is the key parameter of performance in swimming, but swimming performance evaluation remains immature due to the complexities of measurements in water. The purpose of this study is to use a single inertial measurement unit (IMU) to estimate front crawl velocity. Thirty swimmers, equipped with an IMU on the sacrum, each performed four different velocity trials of 25 m in ascending order. A tethered speedometer was used as the velocity measurement reference. Deployment of biomechanical constraints of front crawl locomotion and change detection framework on acceleration signal paved the way for a drift-free integration of forward acceleration using IMU to estimate the swimmers velocity. A difference of 0.6 ± 5.4 cm·s(−1) on mean cycle velocity and an RMS difference of 11.3 cm·s(−1) in instantaneous velocity estimation were observed between IMU and the reference. The most important contribution of the study is a new practical tool for objective evaluation of swimming performance. A single body-worn IMU provides timely feedback for coaches and sport scientists without any complicated setup or restraining the swimmer's natural technique.
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spelling pubmed-35455492013-01-23 Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit Dadashi, Farzin Crettenand, Florent Millet, Grégoire P. Aminian, Kamiar Sensors (Basel) Article Monitoring the performance is a crucial task for elite sports during both training and competition. Velocity is the key parameter of performance in swimming, but swimming performance evaluation remains immature due to the complexities of measurements in water. The purpose of this study is to use a single inertial measurement unit (IMU) to estimate front crawl velocity. Thirty swimmers, equipped with an IMU on the sacrum, each performed four different velocity trials of 25 m in ascending order. A tethered speedometer was used as the velocity measurement reference. Deployment of biomechanical constraints of front crawl locomotion and change detection framework on acceleration signal paved the way for a drift-free integration of forward acceleration using IMU to estimate the swimmers velocity. A difference of 0.6 ± 5.4 cm·s(−1) on mean cycle velocity and an RMS difference of 11.3 cm·s(−1) in instantaneous velocity estimation were observed between IMU and the reference. The most important contribution of the study is a new practical tool for objective evaluation of swimming performance. A single body-worn IMU provides timely feedback for coaches and sport scientists without any complicated setup or restraining the swimmer's natural technique. Molecular Diversity Preservation International (MDPI) 2012-09-25 /pmc/articles/PMC3545549/ /pubmed/23201978 http://dx.doi.org/10.3390/s121012927 Text en © 2012 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Dadashi, Farzin
Crettenand, Florent
Millet, Grégoire P.
Aminian, Kamiar
Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit
title Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit
title_full Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit
title_fullStr Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit
title_full_unstemmed Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit
title_short Front-Crawl Instantaneous Velocity Estimation Using a Wearable Inertial Measurement Unit
title_sort front-crawl instantaneous velocity estimation using a wearable inertial measurement unit
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3545549/
https://www.ncbi.nlm.nih.gov/pubmed/23201978
http://dx.doi.org/10.3390/s121012927
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