Seismic Full Waveform Inversion Accelerated by Overlapping Data Input and Computation

IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS pure and applied geophysics Pub Date : 2023-09-06 DOI:10.1007/s00024-023-03338-3
Junqiu Zhang, Ying Rao
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Abstract

Seismic full waveform inversion (FWI) is a powerful technology to obtain high-precision and high-resolution images of subsurface structures. However, FWI is a data-intensive algorithm that needs to read extensive seismic data from disks, which significantly affects its performance. We proposed a portable parallel framework to improve FWI by overlapping data input and computation (ODIC). The framework is based on POSIX threads (Pthreads), which is a standard thread API library and can create a parent thread and a child thread in the FWI process. The former is used to perform computation and the latter to read data from disks, both running simultaneously. This framework has two attractive features. First, it is broadly applicable; it can run on almost any computer from a laptop to a supercomputer. Second, it is easy to implement; it can be readily applied to existing FWI programs. A 3D FWI example shows that the framework speeds up FWI considerably.

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叠置数据输入与计算加速地震全波形反演
地震全波形反演(FWI)是一种获取地下构造高精度、高分辨率图像的有力技术。然而,FWI是一种数据密集型算法,需要从磁盘读取大量地震数据,这对其性能有很大影响。我们提出了一个可移植的并行框架,通过重叠数据输入和计算(ODIC)来改善FWI。该框架基于POSIX线程(Pthreads),这是一个标准的线程API库,可以在FWI进程中创建父线程和子线程。前者用于执行计算,后者用于从磁盘读取数据,两者同时运行。这个框架有两个吸引人的特点。首先,它具有广泛的适用性;它几乎可以在任何电脑上运行,从笔记本电脑到超级计算机。第二,它易于实施;它可以很容易地应用于现有的FWI项目。一个三维FWI实例表明,该框架大大加快了FWI的速度。
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来源期刊
pure and applied geophysics
pure and applied geophysics 地学-地球化学与地球物理
CiteScore
4.20
自引率
5.00%
发文量
240
审稿时长
9.8 months
期刊介绍: pure and applied geophysics (pageoph), a continuation of the journal "Geofisica pura e applicata", publishes original scientific contributions in the fields of solid Earth, atmospheric and oceanic sciences. Regular and special issues feature thought-provoking reports on active areas of current research and state-of-the-art surveys. Long running journal, founded in 1939 as Geofisica pura e applicata Publishes peer-reviewed original scientific contributions and state-of-the-art surveys in solid earth and atmospheric sciences Features thought-provoking reports on active areas of current research and is a major source for publications on tsunami research Coverage extends to research topics in oceanic sciences See Instructions for Authors on the right hand side.
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