Cargando…
Monitoring weekly progress of front crawl swimmers using IMU-based performance evaluation goal metrics
Technical evaluation of swimming performance is an essential factor in preparing elite swimmers for their competitions. Inertial measurement units (IMUs) have attracted much attention recently because they can provide coaches with a detailed analysis of swimmers’ performance during training. A coach...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9393393/ https://www.ncbi.nlm.nih.gov/pubmed/36003533 http://dx.doi.org/10.3389/fbioe.2022.910798 |
_version_ | 1784771265161068544 |
---|---|
author | Hamidi Rad, Mahdi Gremeaux, Vincent Massé, Fabien Dadashi, Farzin Aminian, Kamiar |
author_facet | Hamidi Rad, Mahdi Gremeaux, Vincent Massé, Fabien Dadashi, Farzin Aminian, Kamiar |
author_sort | Hamidi Rad, Mahdi |
collection | PubMed |
description | Technical evaluation of swimming performance is an essential factor in preparing elite swimmers for their competitions. Inertial measurement units (IMUs) have attracted much attention recently because they can provide coaches with a detailed analysis of swimmers’ performance during training. A coach can obtain a quantitative and objective evaluation from IMU. The purpose of this study was to validate the use of a new phase-based performance assessment with a single IMU worn on the sacrum during training sessions. Sixteen competitive swimmers performed five one-way front crawl trials at their maximum speed wearing an IMU on the sacrum. The coach recorded the lap time for each trial, as it remains the gold standard for swimmer’s performance in competition. The measurement was carried out once a week for 10 consecutive weeks to monitor the improvement in the swimmers’ performance. Meaningful progress was defined as a time decrease of at least 0.5 s over a 25 m lap. Using validated algorithms, we estimated five goal metrics from the IMU signals representing the swimmer’s performance in the swimming phases (wall push-off, glide, stroke preparation, free-swimming) and in the entire lap. The results showed that the goal metrics for free-swimming phase and the entire lap predicted the swimmer’s progress well (e.g., accuracy, precision, sensitivity, and specificity of 0.91, 0.89, 0.94, and 0.95 for the lap goal metric, respectively). As the goal metrics for initial phases (wall push-off, glide, stroke preparation) achieved high precision and specificity (≥0.79) in progress detection, the coach can use them for swimmers with satisfactory free-swimming phase performance and make further improvements in initial phases. Changes in the values of the goal metrics have been shown to be correlated with changes in lap time when there is meaningful progress. The results of this study show that goal metrics provided by the phase-based performance evaluation with a single IMU can help monitoring swimming progress. Average velocity of the lap can replace traditional lap time measurement, while phase-based goal metrics provide more information about the swimmer’s performance in each phase. This evaluation can help the coach quantitatively monitor the swimmer’s performance and train them more efficiently. |
format | Online Article Text |
id | pubmed-9393393 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93933932022-08-23 Monitoring weekly progress of front crawl swimmers using IMU-based performance evaluation goal metrics Hamidi Rad, Mahdi Gremeaux, Vincent Massé, Fabien Dadashi, Farzin Aminian, Kamiar Front Bioeng Biotechnol Bioengineering and Biotechnology Technical evaluation of swimming performance is an essential factor in preparing elite swimmers for their competitions. Inertial measurement units (IMUs) have attracted much attention recently because they can provide coaches with a detailed analysis of swimmers’ performance during training. A coach can obtain a quantitative and objective evaluation from IMU. The purpose of this study was to validate the use of a new phase-based performance assessment with a single IMU worn on the sacrum during training sessions. Sixteen competitive swimmers performed five one-way front crawl trials at their maximum speed wearing an IMU on the sacrum. The coach recorded the lap time for each trial, as it remains the gold standard for swimmer’s performance in competition. The measurement was carried out once a week for 10 consecutive weeks to monitor the improvement in the swimmers’ performance. Meaningful progress was defined as a time decrease of at least 0.5 s over a 25 m lap. Using validated algorithms, we estimated five goal metrics from the IMU signals representing the swimmer’s performance in the swimming phases (wall push-off, glide, stroke preparation, free-swimming) and in the entire lap. The results showed that the goal metrics for free-swimming phase and the entire lap predicted the swimmer’s progress well (e.g., accuracy, precision, sensitivity, and specificity of 0.91, 0.89, 0.94, and 0.95 for the lap goal metric, respectively). As the goal metrics for initial phases (wall push-off, glide, stroke preparation) achieved high precision and specificity (≥0.79) in progress detection, the coach can use them for swimmers with satisfactory free-swimming phase performance and make further improvements in initial phases. Changes in the values of the goal metrics have been shown to be correlated with changes in lap time when there is meaningful progress. The results of this study show that goal metrics provided by the phase-based performance evaluation with a single IMU can help monitoring swimming progress. Average velocity of the lap can replace traditional lap time measurement, while phase-based goal metrics provide more information about the swimmer’s performance in each phase. This evaluation can help the coach quantitatively monitor the swimmer’s performance and train them more efficiently. Frontiers Media S.A. 2022-08-08 /pmc/articles/PMC9393393/ /pubmed/36003533 http://dx.doi.org/10.3389/fbioe.2022.910798 Text en Copyright © 2022 Hamidi Rad, Gremeaux, Massé, Dadashi and Aminian. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Bioengineering and Biotechnology Hamidi Rad, Mahdi Gremeaux, Vincent Massé, Fabien Dadashi, Farzin Aminian, Kamiar Monitoring weekly progress of front crawl swimmers using IMU-based performance evaluation goal metrics |
title | Monitoring weekly progress of front crawl swimmers using IMU-based performance evaluation goal metrics |
title_full | Monitoring weekly progress of front crawl swimmers using IMU-based performance evaluation goal metrics |
title_fullStr | Monitoring weekly progress of front crawl swimmers using IMU-based performance evaluation goal metrics |
title_full_unstemmed | Monitoring weekly progress of front crawl swimmers using IMU-based performance evaluation goal metrics |
title_short | Monitoring weekly progress of front crawl swimmers using IMU-based performance evaluation goal metrics |
title_sort | monitoring weekly progress of front crawl swimmers using imu-based performance evaluation goal metrics |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9393393/ https://www.ncbi.nlm.nih.gov/pubmed/36003533 http://dx.doi.org/10.3389/fbioe.2022.910798 |
work_keys_str_mv | AT hamidiradmahdi monitoringweeklyprogressoffrontcrawlswimmersusingimubasedperformanceevaluationgoalmetrics AT gremeauxvincent monitoringweeklyprogressoffrontcrawlswimmersusingimubasedperformanceevaluationgoalmetrics AT massefabien monitoringweeklyprogressoffrontcrawlswimmersusingimubasedperformanceevaluationgoalmetrics AT dadashifarzin monitoringweeklyprogressoffrontcrawlswimmersusingimubasedperformanceevaluationgoalmetrics AT aminiankamiar monitoringweeklyprogressoffrontcrawlswimmersusingimubasedperformanceevaluationgoalmetrics |