Magnetic Field Inversion – the cost of freedom

L. Vital, Clive Foss, V. C. Oliveira, V. C. F. Barbosa
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引用次数: 1

Abstract

Summary We created a funnel-shaped magnetic body from magnetite powder dispersed in plaster and used a travelling 3-component fluxgate magnetometer to map the magnetic field at a low elevation above it. This provided a dataset with signal and noise characteristics similar to those of a field survey, but for a source much better known than any buried geological body. We then used this survey data and the known source details to evaluate recovery of that information from inversions with different degrees of freedom and constraint. This provides guidance in evaluation of inversion results from field data for which the source characteristics are unknown. We found that because of small imperfections in the data and model, the inversion result closest to the truth, although fitting the data quite acceptably, is not the model with the smallest data misfit. Chasing further reduction in data misfit in some cases leads to inversion results which better fit the data but which diverge from the known magnetization. Furthermore, inversions to fit the noise-free field forward computed from a digital version of the model do not recover that exact model, with increasing deviation (but smaller data misfits) as increasing complexity is added to the inversion models.
磁场反转——自由的代价
我们将分散在石膏中的磁铁矿粉末制成漏斗状磁体,并使用三分量磁通门磁强计在其上方低海拔处绘制磁场图。这提供了一个具有类似于野外调查的信号和噪声特征的数据集,但它的来源比任何埋藏的地质体都更为人所知。然后,我们使用该调查数据和已知的源细节来评估从不同自由度和约束程度的反演中恢复该信息。这为评估震源特征未知的野外数据的反演结果提供了指导。我们发现,由于数据和模型的缺陷较小,所以最接近真实的反演结果,虽然对数据的拟合还可以接受,但并不是数据失拟最小的模型。在某些情况下,进一步减少数据不拟合会导致反演结果更好地拟合数据,但与已知磁化偏离。此外,拟合从模型的数字版本正演计算的无噪声场的反演并不能恢复精确的模型,随着反演模型复杂性的增加,偏差(但数据不拟合较小)也在增加。
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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