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GPU parallelization of a three dimensional marine CSEM code

机译:三维海洋CSEM代码的GPU并行化

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摘要

One of the main problem of 3D time domain controlled source electromagnetic (CSEM) inversion is the high runtimes of forward modeling codes. We reduced the runtime of the 3D time domain finite difference CSEM code TEMDDD by the GPU-parallelization of expensive algorithms. The code solves the electromagnetic diffusion equation by discretization of spatial operators and subsequent calculation of eigenpairs. These eigenpairs are found by approximation of the eigenspace in a Krylov subspace using the spectral Lanczos decomposition Method. This algorithm was in its original form not parallelizable due to implementation of the upper boundary condition at the air-water interface. We show for the marine case that replacing the original boundary condition at the air-water surface by a discretized air layer allows GPU parallelization of every time consuming algorithm of the code in the marine case. Speedups between 20 and 60 have been achieved compared to the original code for a larger 3-D model. In this model the bathymetry from a survey area offshore Egypt is used as an example demonstrating that the parallelized version of the code is applicable to real survey scenarios.
机译:3D时域控制源电磁(CSEM)反演的主要问题之一是正向建模代码的高运行时间。通过昂贵算法的GPU并行化,我们减少了3D时域有限差分CSEM代码TEMDDD的运行时间。该代码通过空间算子的离散化和本征对的后续计算来求解电磁扩散方程。通过使用频谱Lanczos分解方法对Krylov子空间中的本征空间进行近似,可以找到这些本征对。由于在空气-水界面处实施了上边界条件,因此该算法以其原始形式不可并行化。对于海洋案例,我们展示了用离散的空气层代替空气-水表面的原始边界条件,可以使海洋案例中代码的每个耗时算法的GPU并行化。与较大的3-D模型的原始代码相比,可以实现20到60的加速。在此模型中,以埃及近海调查区的测深法为例,说明该代码的并行版本适用于实际调查场景。

著录项

  • 来源
    《Computers & geosciences》 |2013年第8期|91-99|共9页
  • 作者单位

    GEOMAR, Helmholtz Centre for Ocean Research Kiel, Wischhofistr. 1-3, 24148 Kiel, Germany;

    GEOMAR, Helmholtz Centre for Ocean Research Kiel, Wischhofistr. 1-3, 24148 Kiel, Germany;

    University of Leicester, Department of Geology, University Road, Leicester LEI 7RH, UK;

    GEOMAR, Helmholtz Centre for Ocean Research Kiel, Wischhofistr. 1-3, 24148 Kiel, Germany;

    GEOMAR, Helmholtz Centre for Ocean Research Kiel, Wischhofistr. 1-3, 24148 Kiel, Germany;

    Fugro EM Italy - a CGG Company, Via Cardinale Mezzofanti 34, 20133, Italy;

    GEOMAR, Helmholtz Centre for Ocean Research Kiel, Wischhofistr. 1-3, 24148 Kiel, Germany;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Finite difference modeling technique; Marine geophysics;

    机译:有限差分建模技术;海洋地球物理学;

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