优化异构计算环境中的三维模版操作

IF 0.9 4区 计算机科学 Q3 COMPUTER SCIENCE, THEORY & METHODS
Nina Herrmann, Justus Dieckmann, Herbert Kuchen
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引用次数: 0

摘要

复杂的算法和庞大的数据集要求程序并行执行,以便在合理的时间内获得结果。在三维模版操作领域(例如计算流体动力学),这两方面都得到了结合。这项工作通过讨论可在异构计算环境中运行的三维模版骨架的通用实现,为高级并行编程研究做出了贡献。在多节点多图形处理单元环境中执行了两个示例程序,一个是采用格点玻尔兹曼法的气体模拟,另一个是均值模糊,证明了与顺序程序相比,异构计算环境下运行时间的改善。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Optimizing Three-Dimensional Stencil-Operations on Heterogeneous Computing Environments

Optimizing Three-Dimensional Stencil-Operations on Heterogeneous Computing Environments

Complex algorithms and enormous data sets require parallel execution of programs to attain results in a reasonable amount of time. Both aspects are combined in the domain of three-dimensional stencil operations, for example, computational fluid dynamics. This work contributes to the research on high-level parallel programming by discussing the generalizable implementation of a three-dimensional stencil skeleton that works in heterogeneous computing environments. Two exemplary programs, a gas simulation with the Lattice Boltzmann method, and a mean blur, are executed in a multi-node multi-graphics processing units environment, proving the runtime improvements in heterogeneous computing environments compared to a sequential program.

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来源期刊
International Journal of Parallel Programming
International Journal of Parallel Programming 工程技术-计算机:理论方法
CiteScore
4.40
自引率
0.00%
发文量
15
审稿时长
>12 weeks
期刊介绍: International Journal of Parallel Programming is a forum for the publication of peer-reviewed, high-quality original papers in the computer and information sciences, focusing specifically on programming aspects of parallel computing systems. Such systems are characterized by the coexistence over time of multiple coordinated activities. The journal publishes both original research and survey papers. Fields of interest include: linguistic foundations, conceptual frameworks, high-level languages, evaluation methods, implementation techniques, programming support systems, pragmatic considerations, architectural characteristics, software engineering aspects, advances in parallel algorithms, performance studies, and application studies.
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