Exploiting temporal data reuse and asynchrony in the reverse time migration

IF 2.5 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
L. Qu, Rached Abdelkhalak, H. Ltaief, Issam Said, D. Keyes
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引用次数: 2

Abstract

Reverse Time Migration (RTM) is a state-of-the-art algorithm used in seismic depth imaging in complex geological environments for the oil and gas exploration industry. It calculates high-resolution images by solving the three-dimensional acoustic wave equation using seismic datasets recorded at various receiver locations. Reverse Time Migration’s computational phases are predominantly composed of stencil computational kernels for the finite-difference time-domain scheme, applying the absorbing boundary conditions, and I/O operations needed for the imaging condition. In this paper, we integrate the asynchronous Multicore Wavefront Diamond (MWD) tiling approach into the full RTM workflow. Multicore Wavefront Diamond permits to further increase data reuse by leveraging spatial with Temporal Blocking (TB) during the stencil computations. This integration engenders new challenges with a snowball effect on the legacy synchronous RTM workflow as it requires rethinking of how the absorbing boundary conditions, the I/O operations, and the imaging condition operate. These disruptive changes are necessary to maintain the performance superiority of asynchronous stencil execution throughout the time integration, while ensuring the quality of the subsurface image does not deteriorate. We assess the overall performance of the new MWD-based RTM and compare against traditional Spatial Blocking (SB)-based RTM on various shared-memory systems using the SEG Salt3D model. The MWD-based RTM achieves up to 70% performance speedup compared to SB-based RTM. To our knowledge, this paper highlights for the first time the applicability of asynchronous executions with temporal blocking throughout the whole RTM. This may eventually create new research opportunities in improving hydrocarbon extraction for the petroleum industry.
在反向时间迁移中利用时态数据重用和异步
逆时偏移(RTM)是一种最先进的算法,用于石油和天然气勘探行业复杂地质环境中的地震深度成像。它通过使用在不同接收器位置记录的地震数据集求解三维声波方程来计算高分辨率图像。逆时偏移的计算阶段主要由时域有限差分格式的模板计算内核组成,应用吸收边界条件,以及成像条件所需的I/O操作。在本文中,我们将异步多核波前金刚石(MWD)平铺方法集成到整个RTM工作流程中。多核Wavefront Diamond允许在模板计算过程中利用空间和时间块(TB)来进一步增加数据重用。这种集成带来了新的挑战,对传统的同步RTM工作流程产生了滚雪球效应,因为它需要重新思考吸收边界条件、I/O操作和成像条件是如何操作的。这些破坏性更改对于在整个时间集成过程中保持异步模板执行的性能优势是必要的,同时确保次表面图像的质量不会恶化。我们评估了新的基于MWD的RTM的整体性能,并使用SEG-Salt3D模型在各种共享内存系统上与传统的基于空间块(SB)的RTM进行了比较。与基于SB的RTM相比,基于MWD的RTM实现了高达70%的性能提升。据我们所知,本文首次强调了具有时间阻塞的异步执行在整个RTM中的适用性。这可能最终为改善石油工业的碳氢化合物开采创造新的研究机会。
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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来源期刊
International Journal of High Performance Computing Applications
International Journal of High Performance Computing Applications 工程技术-计算机:跨学科应用
CiteScore
6.10
自引率
6.50%
发文量
32
审稿时长
>12 weeks
期刊介绍: With ever increasing pressure for health services in all countries to meet rising demands, improve their quality and efficiency, and to be more accountable; the need for rigorous research and policy analysis has never been greater. The Journal of Health Services Research & Policy presents the latest scientific research, insightful overviews and reflections on underlying issues, and innovative, thought provoking contributions from leading academics and policy-makers. It provides ideas and hope for solving dilemmas that confront all countries.
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