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Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers

In this paper, we present an analysis to identify a sensor location for an inertial measurement unit (IMU) on the body of a skier and propose the best location to capture turn motions for training. We also validate the manner in which the data from the IMU sensor on the proposed location can charact...

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Autores principales: Yu, Gwangjae, Jang, Young Jae, Kim, Jinhyeok, Kim, Jin Hae, Kim, Hye Young, Kim, Kitae, Panday, Siddhartha Bikram
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4850977/
https://www.ncbi.nlm.nih.gov/pubmed/27043579
http://dx.doi.org/10.3390/s16040463
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author Yu, Gwangjae
Jang, Young Jae
Kim, Jinhyeok
Kim, Jin Hae
Kim, Hye Young
Kim, Kitae
Panday, Siddhartha Bikram
author_facet Yu, Gwangjae
Jang, Young Jae
Kim, Jinhyeok
Kim, Jin Hae
Kim, Hye Young
Kim, Kitae
Panday, Siddhartha Bikram
author_sort Yu, Gwangjae
collection PubMed
description In this paper, we present an analysis to identify a sensor location for an inertial measurement unit (IMU) on the body of a skier and propose the best location to capture turn motions for training. We also validate the manner in which the data from the IMU sensor on the proposed location can characterize ski turns and performance with a series of statistical analyses, including a comparison with data collected from foot pressure sensors. The goal of the study is to logically identify the ideal location on the skier’s body to attach the IMU sensor and the best use of the data collected for the skier. The statistical analyses and the hierarchical clustering method indicate that the pelvis is the best location for attachment of an IMU, and numerical validation shows that the data collected from this location can effectively estimate the performance and characteristics of the skier. Moreover, placement of the sensor at this location does not distract the skier’s motion, and the sensor can be easily attached and detached. The findings of this study can be used for the development of a wearable device for the routine training of professional skiers.
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spelling pubmed-48509772016-05-04 Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers Yu, Gwangjae Jang, Young Jae Kim, Jinhyeok Kim, Jin Hae Kim, Hye Young Kim, Kitae Panday, Siddhartha Bikram Sensors (Basel) Article In this paper, we present an analysis to identify a sensor location for an inertial measurement unit (IMU) on the body of a skier and propose the best location to capture turn motions for training. We also validate the manner in which the data from the IMU sensor on the proposed location can characterize ski turns and performance with a series of statistical analyses, including a comparison with data collected from foot pressure sensors. The goal of the study is to logically identify the ideal location on the skier’s body to attach the IMU sensor and the best use of the data collected for the skier. The statistical analyses and the hierarchical clustering method indicate that the pelvis is the best location for attachment of an IMU, and numerical validation shows that the data collected from this location can effectively estimate the performance and characteristics of the skier. Moreover, placement of the sensor at this location does not distract the skier’s motion, and the sensor can be easily attached and detached. The findings of this study can be used for the development of a wearable device for the routine training of professional skiers. MDPI 2016-04-01 /pmc/articles/PMC4850977/ /pubmed/27043579 http://dx.doi.org/10.3390/s16040463 Text en © 2016 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons by Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yu, Gwangjae
Jang, Young Jae
Kim, Jinhyeok
Kim, Jin Hae
Kim, Hye Young
Kim, Kitae
Panday, Siddhartha Bikram
Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers
title Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers
title_full Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers
title_fullStr Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers
title_full_unstemmed Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers
title_short Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers
title_sort potential of imu sensors in performance analysis of professional alpine skiers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4850977/
https://www.ncbi.nlm.nih.gov/pubmed/27043579
http://dx.doi.org/10.3390/s16040463
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