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Compensation of magnetic disturbances improves inertial and magnetic sensing of human body segment orientation

机译:磁干扰补偿可改善人体节段方向的惯性和磁感应

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摘要

This paper describes a complementary Kalman filter design to estimate orientation of human body segments by fusing gyroscope, accelerometer, and magnetometer signals from miniature sensors. Ferromagnetic materials or other magnetic fields near the sensor module disturb the local earth magnetic field and, therefore, the orientation estimation, which impedes many (ambulatory) applications. In the filter, the gyroscope bias error, orientation error, and magnetic disturbance error are estimated. The filter was tested under quasi-static and dynamic conditions with ferromagnetic materials close to the sensor module. The quasi-static experiments implied static positions and rotations around the three axes. In the dynamic experiments, three-dimensional rotations were performed near a metal tool case. The orientation estimated by the filter was compared with the orientation obtained with an optical reference system Vicon. Results show accurate and drift-free orientation estimates. The compensation results in a significant difference (p<0.01) between the orientation estimates with compensation of magnetic disturbances in comparison to no compensation or only gyroscopes. The average static error was 1.4/spl deg/ (standard deviation 0.4) in the magnetically disturbed experiments. The dynamic error was 2.6/spl deg/ root means square.
机译:本文介绍了一种互补的卡尔曼滤波器设计,通过融合陀螺仪,加速度计和来自微型传感器的磁力计信号来估计人体各部分的方向。传感器模块附近的铁磁性材料或其他磁场会干扰本地地球磁场,因此会干扰方向估计,这会妨碍许多(动态)应用。在滤波器中,估算出陀螺仪偏置误差,方向误差和磁干扰误差。在准静态和动态条件下对滤波器进行了测试,其中铁磁材料靠近传感器模块。准静态实验暗示静态位置和绕三个轴的旋转。在动态实验中,在金属工具箱附近进行了三维旋转。将滤波器估计的方向与光学参考系统Vicon获得的方向进行比较。结果显示准确且无漂移的方向估计。与不进行补偿或仅进行陀螺仪相比,通过进行磁干扰补偿,补偿会导致方向估计值之间存在显着差异(p <0.01)。在磁干扰实验中,平均静态误差为1.4 / spl deg /(标准偏差0.4)。动态误差为2.6 / spl度/均方根。

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