用于无线电干涉成像的快速网格到网格插值

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
N. Monnier , F. Orieux , N. Gac , C. Tasse , E. Raffin , D. Guibert
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引用次数: 0

摘要

傅里叶网格上的前向和后向插值对于射电干涉成像算法来说是计算成本很高的操作。通过合并这些操作,我们提出了网格到网格(G2G)方法,旨在降低计算成本和内存占用。我们还表明,G2G方法中用于卷积函数的过采样因子强烈影响精度和计算速度。图形处理单元(GPU)上的加速,非常适合这种尴尬的并行算法,主要研究反向运算。因此,我们在Nvidia A100和Intel冰湖处理器上提出了G2G方法的GPU和CPU实现。实验表明,在标准网格和去网格方面,GPU性能的提高与傅里叶点吞吐量相比提高了37%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fast grid to grid interpolation for radio interferometric imaging

Backward and forward interpolations on a Fourier grid are computationally expensive operations for radio interferometric imaging algorithms. By merging these operations, we propose the Grid to Grid (G2G) method which aims to reduce the computational cost and memory footprint. We have also shown that the oversampling factor used for the convolution function in the G2G method strongly impacted the accuracy and computational speed. Acceleration on graphics processing units (GPU), well suited for this embarrassingly parallel algorithm, has been studied mainly for backward operation. Thus, we propose a GPU and CPU implementation of the G2G method on Nvidia A100 and Intel Ice Lake processors. Experiments have shown a GPU performance improvement with a Fourier-point throughput better than up to 37% regarding standard gridder and degridder.

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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