Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers

被引:56
|
作者
Yu, Gwangjae [1 ]
Jang, Young Jae [2 ]
Kim, Jinhyeok [2 ]
Kim, Jin Hae [3 ]
Kim, Hye Young [4 ]
Kim, Kitae [5 ]
Panday, Siddhartha Bikram [5 ]
机构
[1] Korea Adv Inst Sci & Technol, Ind Engn & Management Res Inst, Daejeon 34141, South Korea
[2] Korea Adv Inst Sci & Technol, Dept Ind & Syst Engn, Daejeon 34141, South Korea
[3] Korea Natl Sport Univ, Dept Phys Educ, Seoul 05541, South Korea
[4] Korea Natl Sport Univ, Div Liberal Arts & Sci, Seoul 05541, South Korea
[5] Seoul Natl Univ, Dept Phys Educ, Seoul 08826, South Korea
来源
SENSORS | 2016年 / 16卷 / 04期
基金
新加坡国家研究基金会;
关键词
IMU sensor; performance evaluation; stability; alpine skiing; SYSTEMS; KNEE;
D O I
10.3390/s16040463
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
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.
引用
收藏
页数:21
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