在高山滑雪中使用 IMUs 估算滑雪板方向

Chris Hummel, Andreas Huber, Peter Spitzenpfeil
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摘要

滑雪板与雪的相互作用是高山滑雪的重要组成部分。为了了解滑雪者如何操纵滑雪板转弯,我们需要开发出测量滑雪板在整个滑行过程中方向的方法。我们介绍并验证了如何校准和使用 IMU 来精确测量滚动角(RA)的方法,这是滑雪过程中滑雪板围绕其纵轴在三维空间中改变方向的问题:RMSE = 0.18°和 0.24°。Bland Altman 显示平均偏差为 0.23°(95% CI:-0.16°, 0.63°)和 0.21°(95% CI:-0.3°, 0.73°)。针对恒定标准化旋转速度进行的精度和漂移测试表明,随着时间的推移没有漂移行为,但 RA 估计精度会随着角速度的增加而降低(±300°/秒时的 SD:0.57°,±300°/秒时与平均值的最大差异:2.7°)。在滑雪测力计上滑雪时,最大 RA 与 Vicon 的比较显示平均偏差为 0.13°(95% CI:-0.86° 至 1.1°)。本文提供了相关基础。要想了解滑雪者如何在雪地上操控滑雪板,并详细了解转弯过程中的 RA 和 EA 进展,进一步的研究应在现场对该方法进行验证,并对单个转弯过程中的 RA 进展进行研究。
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Estimating ski orientation using IMUs in alpine skiing
Ski-snow interaction is the essential component of alpine skiing. To understand how a skier manipulates his ski to turn, we need to develop methods to measure the orientation of the ski throughout a complete run. Recent studies tried to use IMUs to estimate edge angle (EA) during skiing. We introduce and validate a method on how to calibrate and employ IMUs to precisely and accurately measure roll angles (RA) as a matter of changing orientation of the ski around its longitudinal axis in 3D space during skiing. Static orientation measurements on an inclined plane perfectly correlate (r2 = 1) with 3D motion capturing: RMSE = 0.18° and 0.24° respectively. Bland Altman showed a mean bias of 0.23° (95% CI: -0.16°, 0.63°) and 0.21° (95% CI: -0.3°, 0.73°). Accuracy and drift tests against constant standardised rotational velocities showed no drift behaviour over time, but RA estimation accuracy is reduced with increasing angular velocities (SD @ ±300°/s: 0.57°, max. difference from average at ±300°/s: 2.7°). During skiing on a ski ergometer the comparison of maximum RA against Vicon showed a mean bias of 0.13° (95% CI: -0.86° to 1.1°). Even though ski ergometer skiing has a similar frequency and angular velocity profile like outdoor skiing, there are more rotational degrees of freedom in outdoor skiing. The foundation is provided in this paper. To understand how a skier manipulates the ski on snow and to understand RA and EA progression during a turn in detail, further research should validate the method in the field and additionally look into RA progression within individual turns.
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