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Collaboration of reconfigurable processors in grid computing: Theory and application

机译:网格计算中可重构处理器的协作:理论与应用

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摘要

Traditional grid networks employ General Purpose Processors (GPPs) as their main processing elements. Incorporating reconfigurable processing elements in such networks can be a promising technology to increase their performance. In this paper, we propose and simulate collaboration of reconfigurable processors in grid computing. Collaborative Reconfigurable Grid Computing (CRGC) employs the availability of any reconfigurable processor to accelerate compute-intensive applications such as multimedia kernels. We explore the mapping of some compute-intensive multimedia kernels such as the 2D DWT and the co-occurrence matrix in the CRGC. These multimedia kernels are simulated as an independent set of gridlets submitted to a software simulator called CRGridSim. In addition, we analyze the lower and upper bounds of performance for CRGC. Our experimental results show that the CRGC approach improves performance up to 7.2× and 2.5× compared to a single GPP and the collaboration of GPPs, respectively, when assuming a speedup of 10 of the reconfigurable processors in a grid with 4 nodes.
机译:传统的网格网络采用通用处理器(GPP)作为其主要处理元素。在此类网络中合并可重配置处理元素可能是提高其性能的有前途的技术。在本文中,我们提出并模拟了可重配置处理器在网格计算中的协作。协作可重构网格计算(CRGC)利用任何可重构处理器的可用性来加速诸如多媒体内核之类的计算密集型应用程序。我们探索了CRGC中一些计算密集型多媒体内核(如2D DWT和共现矩阵)的映射。这些多媒体内核被模拟为一组独立的网格,这些网格被提交给称为CRGridSim的软件模拟器。此外,我们分析了CRGC性能的下限和上限。我们的实验结果表明,当假设在具有4个节点的网格中加速10个可重构处理器时,与单个GPP和GPP协作相比,CRGC方法分别将性能提高了7.2倍和2.5倍。

著录项

  • 来源
    《Future generation computer systems》 |2011年第6期|p.850-859|共10页
  • 作者单位

    Computer Engineering Laboratory, Delft University of Technology, 2628 CD, Delft, The Netherlands,Department of Computer Engineering, Faculty of Engineering, University of Razi, P.O. Box: 67149-67346, Kermanshah, Iran;

    Department of Computer Engineering, Faculty of Engineering, P.O. Box: 3756-41635, University of Guilan, Rasht, Iran;

    Computer Engineering Laboratory, Delft University of Technology, 2628 CD, Delft, The Netherlands;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    reconfigurable architectures; grid computing; multimedia kernels; high-performance computing;

    机译:可重配置架构;网格计算;多媒体内核;高性能计算;

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