Adaptive calibration of the rotation error of total magnetic field for AUV based on Marine Predators Algorithm

C. Guo, X. Zhang, D. Wang, Chunhua Shen, F. Zeng
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引用次数: 0

Abstract

Vectoral magnetometer could reveal more detail in geomagnetic prospection, but was limited by rotation error when applied on ship, towed fish or underwater vehicles. Rotation error is caused by the intrinsic magnetism of the carrier body material, which will lead to data fluctuation of total field when the carrier changes its attitude. This paper rebuilds the rotation error model considering the soft magnetism, hard magnetism and electromagnetism of autonomous underwater vehicle. A new in-situ calibration method based on Marine Predators Algorithm(MPA) is proposed, which calibrate the rotation error by using on site data and compensate the error parameters adaptively. Outdoor pool test and sea trial have been completed and original data was calibrated by different algorithm. The results show that the calibration applying MPA achieves best performance rather than other algorithm, and iteration efficiency of MPA is also the best.
基于海洋掠食者算法的水下航行器总磁场旋转误差自适应标定
矢量磁强计在地磁勘探中可以揭示更多的细节,但在船舶、拖鱼或水下航行器上应用时,受旋转误差的限制。旋转误差是由载体本体材料的固有磁性引起的,当载体改变姿态时,会导致总场的数据波动。本文考虑了自主水下航行器的软磁、硬磁和电磁,重建了其旋转误差模型。提出了一种基于海洋掠食者算法(MPA)的原位标定方法,利用现场数据标定旋转误差并自适应补偿误差参数。完成了室外水池试验和海上试验,并采用不同的算法对原始数据进行了标定。结果表明,应用MPA进行标定效果最好,且迭代效率最高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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