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基于蚁群算法的Hadoop资源感知调度器研究

张海燕 吴凡 王建新

计算机工程与应用Issue(15):65-71,7.
计算机工程与应用Issue(15):65-71,7.DOI:10.3778/j.issn.1002-8331.1208-0452

基于蚁群算法的Hadoop资源感知调度器研究

Research of Hadoop resource-aware scheduler based on ant colony algorithm

张海燕 1吴凡 1王建新1

作者信息

  • 1. 北京林业大学 信息学院,北京 100083
  • 折叠

摘要

Abstract

By studying the colony algorithm, analyzing the deficiency of existing Hadoop scheduler, a resource-aware sched-uler based on ant colony algorithm is proposed. It can be more comprehensive and more scientific to assign tasks and improve the operating performance of the overall architecture. The experiment shows that, the resource-aware scheduler has not improved the performance markedly in isomorphic situation, however, it can significantly increase performance in isomerism situation. This resource-aware scheduler can improve the calculation speed of the system and reduce the computing time.

关键词

Hadoop/资源感知调度器/蚁群算法

Key words

Hadoop/resource-aware scheduler/ant colony algorithm

分类

信息技术与安全科学

引用本文复制引用

张海燕,吴凡,王建新..基于蚁群算法的Hadoop资源感知调度器研究[J].计算机工程与应用,2014,(15):65-71,7.

基金项目

国家自然科学基金(No.61170268);优秀青年教师科技支撑专项计划(No.YX2010-30)。 ()

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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