利用惯性传感器数据简化跳台滑雪的方向确定

B. Groh, N. Weeger, F. Warschun, B. Eskofier
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引用次数: 5

摘要

在跳台滑雪中,确定滑雪板的方向为运动员、教练和观众提供了基本的信息。运动员和教练员可以提高训练和跳远成绩。通过确定跳跃方向和角度,观众可以获得有趣的事实和更吸引人的跳跃可视化方式。现有的基于摄像头的系统需要一个复杂的设置和校准过程来确定跳跃角度。相比之下,基于惯性传感器的方法可以以低成本和易于维护的传感器设置提供类似的信息。在本文中,我们描述了惯性传感器数据(三维加速度计,三维陀螺仪)的处理,以获得运动员在整个跳跃过程中滑雪板的三维方向。我们的方法包括处理传感器错位的功能传感器校准和基于四元数的传感器数据处理。加速度数据用于确定跳跃的开始和结束以及用于功能校准的特定周期。陀螺仪数据用于获得滑雪板在运动的每一步中的当前方向。通过将IMU计算的攻角(运动系统俯仰角)与高速摄像机系统进行比较,对定位进行评估。我们的结果显示,右板的均方根误差为2.0°,左板的均方根误差为9.3°。可以认为,这种精度差异受到简单的二维评价方法和视角相关误差的影响。为了进一步评估,我们讨论了一个具有精确的滑雪板三维表示的3D高速视频系统。
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Simplified orientation determination in ski jumping using inertial sensor data
The determination of the orientation of the skis during ski jumping provides fundamental information for athletes, coaches and spectators. Athletes and coaches can improve the training and the jump performance. Spectators can obtain interesting facts and a more attractive way of jump visualization by an orientation and jump angle determination. Existing camera-based systems to determine jump angles require a complex setup and calibration procedure. In contrast, inertial sensor-based methods can provide similar information with a low-cost and easy maintainable sensor setup. In this paper, we describe the processing of inertial sensor data (3D accelerometer, 3D gyroscope) in order to obtain the 3D orientation of the skis of an athlete during the whole jump sequence. Our methods include a functional sensor calibration to deal with sensor misalignment and a quaternion-based processing of sensor data. Acceleration data are used to determine the start and end of the jump and specific periods for the functional calibration. Gyroscope data are used to obtain the current orientation of the skis in each step of the movement. The orientation determination is evaluated by comparing the IMU calculated angle of attack (pitch angle of moving system) with a high-speed camera system. Our results show a root mean square error of 2.0° for the right ski and 9.3° for the left ski. It can be assumed that this difference of accuracy is influenced by the simple 2D evaluation method and perspective-related errors. A 3D high-speed video system with an accurate 3D representation of the skis is discussed for further evaluation.
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