基于进化算法的9DOF传感器板标定

Peter Sarcevic, Szilveszter Pletl, Zoltán Kincses
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引用次数: 22

摘要

加速度计、陀螺仪和磁力计可用于各种各样的应用,由于其高错误率,特别是当误差被及时集成时,它们的校准是一个非常实际的问题。通过传感器标定可以消除测量值的系统误差,从而提高传感器的适用性。本文提出了一种基于进化算法的快速、易用的标定方法。利用上述传感器的实际测量数据对该算法进行了开发和测试。在这项工作中,测量数据被收集在9个自由度(9DOF)的传感器板上,该传感器板由三轴加速度计、陀螺仪和磁力计组成。对于加速度计和磁力计的校准,计算了偏置值、比例因子和非正交校正,而对于陀螺仪,只确定了偏移量。
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Evolutionary algorithm based 9DOF sensor board calibration
Accelerometers gyroscopes and magnetometers can be used in a large variety of applications, and their calibration is a very actual problem due to high error rates, especially when errors are integrated in time. Systematic errors from the measurement values can be removed by sensor calibration, thus the applicability of the sensor can be increased. In this paper, a new evolutionary algorithm-based, quick and easy-to-use calibration method is presented. The algorithm has been developed and tested with real measurement data of the above-mentioned sensors. During this work, measurement data have been collected with 9 degree of freedom (9DOF) sensor boards, which are built up of three-axis accelerometer, gyroscope and magnetometer. For accelerometer and magnetometer calibration, bias values, scale factors and non-orthogonality corrections have been calculated, while for the gyroscopes only offsets have been determined.
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