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High-performance hybrid CPU and GPU parallel algorithm for digital volume correlation

delete2014-01-17
delete28
PRE
AI
M
Mark Gates *
J
John Lambros
DOI:10.1177/1094342013518807delete
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摘要

摘要

En 中文
We present a hybrid Message Passing Interface (MPI) and graphics processing unit (GPU)-based parallel digital volume correlation (DVC) algorithm for measuring three-dimensional (3D) displacement and strain fields inside a material undergoing motion or deformation. Our algorithm achieves resolution comparable to that achieved in two-dimensional (2D) digital image correlation (DIC), in time that is commensurate with the image acquisition time, in this case, using microcomputed tomography (mu CT) for scanning images. For DVC, the volume of data and number of correlation points both grow cubically with the linear dimensions of the image. We turn to parallel computing to gain sufficient processing power to scale to high resolution, and are able to achieve more than an order-of-magnitude increase in resolution compared with previous efforts that are not based on a parallel framework.
Keyword:
digital volume correlation
X-ray tomography
strain measurement
parallel computing
GPU computing
image registration

期刊

International Journal of High Performance Computing Applications 封面图
International Journal of High Performance Computing Applications
IF:
2.5
论文数:
1.1K
被引数:
1.3K

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University of Tennessee Knoxville
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被引数: 17
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University of Illinois System
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University of Tennessee System 封面图
University of Tennessee System
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2.9W
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被引数: 115
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