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首页> 外文期刊>International journal of parallel programming >Developing an Efficient Pattern Discovery Method for CPU Utilizations of Computers
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Developing an Efficient Pattern Discovery Method for CPU Utilizations of Computers

机译:开发一种用于计算机CPU使用的高效模式发现方法

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摘要

Mining repeated patterns (often called motifs) in CPU utilization of computers (also called CPU host load) is of fundamental importance. Many recently emerging applications running on high performance computing systems rely on motif discovery for various purposes, including efficient task scheduling, energy saving, etc. In this paper, we propose an efficient motif discovery framework for CPU host load. The framework is elaborately designed to take into account the important properties in host load data. The framework benefits from its ability of on-line discovery and the adaptivity to work with massive data. The experiments are conducted in this paper and the experimental results show that the proposed method is effective and efficient.
机译:挖掘计算机的CPU利用率(也称为CPU主机负载)中的重复模式(通常称为主题)至关重要。在高性能计算系统上运行的许多新近出现的应用程序都基于动机发现而用于各种目的,包括有效的任务调度,节能等。在本文中,我们提出了一种用于CPU主机负载的有效动机发现框架。该框架经过精心设计,以考虑主机负载数据中的重要属性。该框架得益于其在线发现的能力以及对处理海量数据的适应性。本文进行了实验,实验结果表明该方法是有效的。

著录项

  • 来源
    《International journal of parallel programming》 |2017年第4期|853-878|共26页
  • 作者单位

    Department of Computer Science, University of Warwick, Coventry CV4 7AL, UK;

    Department of Computer Science, University of Warwick, Coventry CV4 7AL, UK;

    College of Computer Science and Electronic Engineering, Hunan University, Changsha 410082,China;

    College of Computer Science and Electronic Engineering, Hunan University, Changsha 410082,China;

    College of Computer Science and Electronic Engineering, Hunan University, Changsha 410082,China;

    School of Computer Science, National University of Defense Technology, Changsha, China;

  • 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

    Pattern discovery; Motif; Host load; Time series;

    机译:模式发现;主题;主机负载;时间序列;

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