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Attitude Estimation of Skis in Ski Jumping Using Low-Cost Inertial Measurement Units

机译:使用低成本惯性测量单元估算跳台滑雪中的滑雪板姿态

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This paper presents an approach to estimate the attitude of skis for an entire ski jump using wearable, MEMS-based, low-cost Inertial Measurement Units (IMUs). First of all, a kinematic attitude model based on rigid-body dynamics and a sensor error model considering bias and scale factor error are established. Then, an extended Rauch-Tung-Striebel (RTS) smoother is used to combine measurement data provided by both gyroscope and magnetometer to achieve an attitude estimation. Moreover, parameters for the bias and scale factor error in the sensor error model and the initial attitude are determined via a maximum-likelihood principle based parameter estimation algorithm. By implementing this approach, an attitude estimation of skis is achieved without further sensor calibration. Finally, results based on both the simulated reference data and the real experimental measurement data are presented, which proves the practicability and the validity of the proposed approach.
机译:本文提出了一种使用可穿戴的,基于MEMS的低成本惯性测量单元(IMU)估算整个滑雪跳的滑雪姿态的方法。首先,建立了基于刚体动力学的运动姿态模型和考虑偏倚和比例因子误差的传感器误差模型。然后,使用扩展的Rauch-Tung-Striebel(RTS)平滑器组合陀螺仪和磁力计提供的测量数据,以实现姿态估计。此外,通过基于最大似然原理的参数估计算法确定传感器误差模型中的偏差和比例因子误差以及初始姿态的参数。通过实施这种方法,无需进一步的传感器校准即可实现滑雪板的姿态估计。最后,给出了基于模拟参考数据和实际实验测量数据的结果,证明了该方法的实用性和有效性。

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