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运动实验室中的磁失真,对验证惯性磁传感器的影响。

Magnetic distortion in motion labs, implications for validating inertial magnetic sensors.

作者信息

de Vries W H K, Veeger H E J, Baten C T M, van der Helm F C T

机构信息

Department of Biomechanical Engineering, Faculty of Mechanical, Maritime & Materials Engineering, Delft University of Technology, Delft, The Netherlands.

出版信息

Gait Posture. 2009 Jun;29(4):535-41. doi: 10.1016/j.gaitpost.2008.12.004. Epub 2009 Jan 15.

Abstract

BACKGROUND

Ambulatory 3D orientation estimation with Inertial Magnetic Sensor Units (IMU's) use the earth magnetic field. The magnitude of distortion in orientation in a standard equipped motion lab and its effect on the accuracy of the orientation estimation with IMU's is addressed.

METHODS

Orientations of the earth magnetic field vectors were expressed in the laboratory's reference frame. The effect of a distorted earth magnetic field on orientation estimation with IMU's (using both a quaternion and a Kalman fusing algorithm) was compared to orientations derived from an optical system.

FINDINGS

The magnetic field varied considerably, with the strongest effects at 5 cm above floor level with a standard deviation in heading of 29 degrees , decreasing to 3 degrees at levels higher than 100 cm. Orientation estimation was poor with the quaternion filter, for the Kalman filter results were acceptable, despite a systematic deterioration over time (after 20-30s).

INTERPRETATION

Distortion of the earth magnetic field is depending on construction materials used in the building, and should be taken into account for calibration, alignment to a reference system, and further measurements. Mapping the measurement volume to determine its ferromagnetic characteristics in advance of planned experiments can be the rescue of the data set.

CONCLUSIONS

To obtain valid data, "mapping" of the laboratory is essential, although less critical with the Kalman filter and at larger distances (>100 cm) from suspect materials. Measurements should start in a "safe" area and continue no longer than 20-30s in a heavily distorted earth magnetic field.

摘要

背景

使用惯性磁传感器单元(IMU)进行动态三维方向估计时会利用地磁场。本文探讨了标准配备的运动实验室中方向失真的程度及其对IMU方向估计准确性的影响。

方法

地磁场矢量的方向在实验室参考系中表示。将失真的地磁场对IMU方向估计的影响(使用四元数和卡尔曼融合算法)与光学系统得出的方向进行比较。

研究结果

磁场变化很大,在离地面5厘米处影响最强,航向标准差为29度,在高于100厘米处降至3度。使用四元数滤波器时方向估计较差,卡尔曼滤波器的结果可以接受,尽管随着时间推移会有系统性恶化(20 - 30秒后)。

解读

地磁场的失真取决于建筑物中使用的建筑材料,在进行校准、与参考系统对齐以及进一步测量时应予以考虑。在计划实验之前对测量空间进行测绘以确定其铁磁特性,可能有助于挽救数据集。

结论

为了获得有效数据,实验室的“测绘”至关重要,不过使用卡尔曼滤波器以及在距可疑材料较远(>100厘米)时不太关键。测量应在“安全”区域开始,并且在严重失真的地磁场中持续时间不得超过20 - 30秒。

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