首页> 外文期刊>Communications in numerical methods in engineering >Employing graphics processing unit technology, alternating direction implicit method and domain decomposition to speed up the numerical diffusion solver for the biomedical engineering research
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Employing graphics processing unit technology, alternating direction implicit method and domain decomposition to speed up the numerical diffusion solver for the biomedical engineering research

机译:利用图形处理单元技术,交替方向隐式方法和域分解来加速数字扩散求解器的生物医学工程研究

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摘要

Diffusion of biological compounds, including nutrients, oxygen, and chemoattractants, is a common component of biomedical engineering models. Conventional numerical schemes, such as alternating direction implicit (ADI) for diffusion, are frequently the computational bottleneck. Our study employs graphics processing unit (GPU) technology to accelerate the diffusion model simulation. We tailor, implement, analyze, and test several parallel ADI algorithms on the highly parallel computational and data architecture of the GPU. Our study confirms that the proposed algorithms provide fast, high-quality simulation results suitable for inclusion in numerous bioengineering simulations.
机译:生物化合物(包括营养素,氧气和化学吸引剂)的扩散是生物医学工程模型的常见组成部分。常规的数值方案,例如用于扩散的交替方向隐式(ADI),通常是计算瓶颈。我们的研究采用图形处理单元(GPU)技术来加速扩散模型仿真。我们在GPU的高度并行计算和数据架构上定制,实现,分析和测试几种并行ADI算法。我们的研究证实,所提出的算法提供了适用于众多生物工程仿真的快速,高质量的仿真结果。

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  • 来源
    《Communications in numerical methods in engineering》 |2011年第11期|p.1829-1849|共21页
  • 作者单位

    Department of Mathematical Sciences of Michigan Tech University, Houghton, MI, U.S.A.;

    Department of Mathematical Sciences of Michigan Tech University, Houghton, MI, U.S.A.;

    Harvard-MIT (HST) Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA, U.S.A.;

    Department of Electrical and Computer Engineering, Michigan Tech University, Houghton, MI, U.S.A.;

    Department of Electrical and Computer Engineering, Michigan Tech University, Houghton, MI, U.S.A.;

    Department of Computer Science, Hong Kong Baptist University, Hong Kong, China;

    Mathematics and Statistics, College of Engineering and Science, Louisiana Tech University, Ruston, LA, U.S.A.;

    Center for Bioinformatics and Department of Pathology, the Methodist Hospital, Research Institute and Weill Cornell Medical College, 6565 Fannin St., Houston, TX, U.S.A.;

    Cancer and Cell Biology Division, Translational Genomics Research Institute, TGen, Phoenix, AZ, U.S.A.;

    Department of Mathematical Sciences of Michigan Tech University, Houghton, MI, U.S.A.;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    graphics processing unit (GPU); alternating direction implicit method (ADI); parallel computing; domain decomposition;

    机译:图形处理单元(GPU);交替方向隐式方法(ADI);并行计算;域分解;

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