首页> 外文期刊>Communications in Numerical Methods in Engineering >Graphics processing unit accelerated one-dimensional blood flow computation in the human arterial tree
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Graphics processing unit accelerated one-dimensional blood flow computation in the human arterial tree

机译:图形处理单元加速了人体动脉树中的一维血流计算

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摘要

One-dimensional blood flow models have been used extensively for computing pressure and flow waveforms in the human arterial circulation. We propose an improved numerical implementation based on a graphics processing unit (GPU) for the acceleration of the execution time of one-dimensional model. A novel parallel hybrid CPU-GPU algorithm with compact copy operations (PHCGCC) and a parallel GPU only (PGO) algorithm are developed, which are compared against previously introduced PHCG versions, a single-threaded CPU only algorithm and a multi-threaded CPU only algorithm. Different second-order numerical schemes (Lax-Wendroff and Taylor series) are evaluated for the numerical solution of one-dimensional model, and the computational setups include physiologically motivated non-periodic (Windkessel) and periodic boundary conditions (BC) (structured tree) and elastic and viscoelastic wall laws. Both the PHCGCC and the PGO implementations improved the execution time significantly. The speed-up values over the single-threaded CPU only implementation range from 5.26 to 8.10x, whereas the speed-up values over the multi-threaded CPU only implementation range from 1.84 to 4.02x. The PHCGCC algorithm performs best for an elastic wall law with non-periodic BC and for viscoelastic wall laws, whereas the PGO algorithm performs best for an elastic wall law with periodic BC.
机译:一维血流模型已广泛用于计算人体动脉循环中的压力和血流波形。我们提出了一种基于图形处理单元(GPU)的改进的数值实现方案,以加快一维模型的执行时间。开发了一种新颖的具有紧凑复制操作(PHCGCC)的并行混合CPU-GPU算法和仅并行GPU(PGO)算法,并将其与以前引入的PHCG版本,仅单线程CPU算法和仅多线程CPU进行了比较。算法。针对一维模型的数值解,评估了不同的二阶数值方案(Lax-Wendroff和泰勒级数),并且计算设置包括生理动机非周期性(Windkessel)和周期性边界条件(BC)(结构树)以及弹性和粘弹性壁定律。 PHCGCC和PGO实施都大大缩短了执行时间。仅单线程CPU实现的加速值范围为5.26至8.10x,而仅多线程CPU实现的加速值范围为1.84至4.02x。对于具有非周期性BC的弹性壁定律和粘弹性壁定律,PHCGCC算法表现最佳,而对于具有周期性BC的弹性壁定律,PGO算法表现最佳。

著录项

  • 来源
    《Communications in Numerical Methods in Engineering》 |2013年第12期|1428-1455|共28页
  • 作者单位

    Automatics and Information Technology, Transilvania University of Brasov, Str. Politehnicii nr. I,Brasov 500024, Romania,Siemens Corporate Technology, Siemens Corporation, Bulevardul Eroilor Nr. 3A, Brasov 500007, Romania;

    Imaging and Computer Vision, Siemens Corporation, Corporate Technology, 755 College Road East, Princeton,NJ, 08540, USA;

    Imaging and Computer Vision, Siemens Corporation, Corporate Technology, 755 College Road East, Princeton,NJ, 08540, USA;

    Automatics and Information Technology, Transilvania University of Brasov, Str. Politehnicii nr. I,Brasov 500024, Romania,Siemens Corporate Technology, Siemens Corporation, Bulevardul Eroilor Nr. 3A, Brasov 500007, Romania;

    Imaging and Computer Vision, Siemens Corporation, Corporate Technology, 755 College Road East, Princeton,NJ, 08540, USA;

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

    one-dimensional modeling; speed-up; GPU; Windkessel; structured tree; viscoelasticity;

    机译:一维建模;加速;GPU;Windkessel;结构树粘弹性;

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