A Basic Test of Calibration Methods for Measurement of Three-Dimensional Movements of Lower Limbs with Inertial Sensors

Takuma Ando, Takashi Watanabe
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Abstract

Measurement of three-dimensional lower limb joint angles are useful to evaluate changes of movements after various lower limb diseases or injuries. However, estimation of three-dimensional angles with inertial measurement units (IMUs) causes errors, especially in abduction/adduction angle and in internal/external rotation angle. This was considered to be caused by difference between the sensor coordinate system and the body coordinate system. In order to solve the problem, various calibration methods of the coordinate system have been proposed. In this paper, three calibration methods, which were selected based on practical application, were examined in estimation of three-dimensional angles of a rigid body model under the 8 attachment conditions of IMU. The Method A determined the body coordinate system by measuring the vertical axis during a standing upright posture and another posture in the sagittal plane. The Method B estimated the sagittal plane and the normal vector of the plane from measured acceleration signals during movement of each segment of the lower limb in the sagittal plane. Method C was similar to Method A, in which postures of vertical and horizontal positions of lower limbs were used. Difference of the coordinate system of the IMU increased significantly RMSE values of estimated angles. Since the Method A and C showed almost same RMSE values as in the case that there was no difference of the coordinate system, the methods are considered to be practical. However, the Method B that used movement in the sagittal plane could not decrease RMSE values in many attachment conditions. Performing the movement in the sagittal plane was considered to be difficult for practical use.
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惯性传感器测量下肢三维运动标定方法的基本试验
下肢关节三维角度的测量有助于评估各种下肢疾病或损伤后的运动变化。然而,用惯性测量单元(imu)估计三维角度会产生误差,特别是外展/内收角和内旋/外旋角。这被认为是由于传感器坐标系与人体坐标系不同造成的。为了解决这一问题,人们提出了各种坐标系的标定方法。本文根据实际应用选择了三种标定方法,对IMU在8种附着条件下的刚体模型三维角度估计进行了研究。方法A通过测量一个直立姿势和另一个姿势在矢状面上的垂直轴来确定身体坐标系。方法B根据测量到的下肢各节在矢状面运动时的加速度信号,估计矢状面和平面法向量。方法C与方法A相似,均采用下肢垂直位和水平位的姿势。IMU坐标系的差异显著增加了估计角度的RMSE值。由于A方法和C方法在没有坐标系差异的情况下得到的RMSE值几乎相同,因此认为该方法是实用的。然而,在许多附着条件下,使用矢状面运动的方法B不能降低RMSE值。在矢状面上进行运动被认为是难以实际使用的。
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