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arXiv 1902.08245physics.geo-phphysics.comp-ph
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3D电磁建模和反演:开源案例

3D electromagnetic modelling and inversion: A case for open-source

Douglas W. Oldenburg, Lindsey J. Heagy, Seogi Kang, Rowan Cockett

摘要:

电磁学在解决下一代地球科学问题中发挥着重要作用。这些问题是多学科的,复杂的,需要合作。在基础科学层面上尤其如此,因为基础物理方程需要求解,与物理实验相关的数据需要反演。在本文中,我们提出了采用开源方法论的电磁物理学的论点,并提供了一些关于电磁学开源软件的背景。直接的好处是减少了进行研究所需的时间,能够合作,具有可重复的结果,并能够快速传播结果。为了说明在电磁学中使用开源方法,我们提出了两个挑战。第一个是模拟数据从时域机载系统在一个导电板埋在一个电阻更大的地球。第二种方法是将机载TDEM和FDEM数据与地面TDEM联合反演。SimPEG,地球物理学中的模拟和参数估计,(https:simpeg.xyz)用于开源软件。本文中的图可以通过下载我们随本文提供的ObjectiveNotebooks(https://github.com/simpeg-research/oldenburg-2018-AEM)复制。访问源代码允许研究人员通过改变模型和反演参数来探索模拟和反演,绘制场和通量以进一步了解EM现象,并通过使用开源软件作为基础来解决新的研究问题。通过以允许其他人复制、进一步探索甚至扩展的方式提供结果,我们希望证明开源范式有可能使整个物理学社区取得更快的进步。

英文摘要:

Electromagnetics has an important role to play in solving the next generation of geoscience problems. These problems are multidisciplinary, complex, and require collaboration. This is especially true at the base scientific level where the underlying physical equations need to be solved, and data, associated with physical experiments, need to be inverted. In this paper, we present arguments for adopting an open-source methodology for geophysics and provide some background about open-source software for electromagnetics. Immediate benefits are the reduced time required to carry out research, being able to collaborate, having reproducible results, and being able to disseminate results quickly. To illustrate the use of an open-source methodology in electromagnetics, we present two challenges. The first is to simulate data from a time domain airborne system over a conductive plate buried in a more resistive earth. The second is to jointly invert airborne TDEM and FDEM data with ground TDEM. SimPEG, Simulation and Parameter Estimation in Geophysics, (https://simpeg.xyz) is used for the open-source software. The figures in this paper can be reproduced by downloading the Jupyter Notebooks we provide with this paper (https://github.com/simpeg-research/oldenburg-2018-AEM). Access to the source code allows the researcher to explore the simulations and inversions by changing model and inversion parameters, plot fields and fluxes to gain further insight about the EM phenomena, and solve a new research problem by using open-source software as a base. By providing results in a manner that allows others to reproduce, further explore, and even extend them, we hope to demonstrate that an open-source paradigm has the potential to enable more rapid progress of the geophysics community as a whole.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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