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Magnetometer Calibration and Field Mapping through Thin Plate Splines

机译:薄板样条的磁力计校准和磁场映射

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摘要

While the undisturbed Earth’s magnetic field represents a fundamental information source for orientation purposes, magnetic distortions have been mostly considered as a source of error. However, when distortions are temporally stable and spatially distinctive, they could provide a unique magnetic landscape that can be used in different applications, from indoor localization to sensor fusion algorithms for attitude estimation. The main purpose of this work, therefore, is to present a method to characterize the 3D magnetic vector in every point of the measurement volume. The possibility of describing the 3D magnetic field map through Thin Plate Splines (TPS) interpolation is investigated and demonstrated. An algorithm for the simultaneous estimation of the parameters related to magnetometer calibration and those describing the magnetic map, is proposed and tested on both simulated and real data. Results demonstrate that an accurate description of the local magnetic field using TPS interpolation is possible. The proposed procedure leads to errors in the estimation of the local magnetic direction with a standard deviation lower than 1 degree. Magnetometer calibration and magnetic field mapping could be integrated into different algorithms, for example to improve attitude estimation in highly distorted environments or as an aid to indoor localization.
机译:尽管不受干扰的地球磁场是用于定向目的的基本信息源,但磁畸变通常被认为是误差源。但是,当失真在时间上稳定且在空间上具有区别时,它们可以提供独特的磁性景观,可用于不同的应用,从室内定位到用于姿态估计的传感器融合算法。因此,这项工作的主要目的是提出一种在测量体积的每个点上表征3D磁矢量的方法。研究并演示了通过薄板样条线(TPS)插值描述3D磁场图的可能性。提出了一种同时估算与磁力计校准有关的参数和描述磁图的参数的算法,并在模拟数据和实际数据上进行了测试。结果表明,使用TPS插值法可以准确描述局部磁场。所提出的过程导致局部磁向估计中的误差,其标准偏差小于1度。磁力计校准和磁场映射可以集成到不同的算法中,例如,以改善高度失真的环境中的姿态估计,或作为室内定位的辅助手段。

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