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一种基于模糊推理的Hadoop异构机群自动配置工具

代栋 周学海 杨峰 王超

中国科学院研究生院学报2011,Vol.28Issue(6):793-800,8.
中国科学院研究生院学报2011,Vol.28Issue(6):793-800,8.

一种基于模糊推理的Hadoop异构机群自动配置工具

An auto-configuration tool for heterogeneous Hadoop cluster

代栋 1周学海 2杨峰 1王超2

作者信息

  • 1. 中国科学技术大学苏州研究院嵌入式系统实验室,江苏苏州215123
  • 2. 中国科学技术大学计算机科学与技术学院,合肥230027
  • 折叠

摘要

Abstract

The rapid development of cloud computing makes the heterogeneous cluster a hot research topic. One of the urgent problems in this field is how to configure the cloud computing software platform running on a heterogeneous cluster. We propose a new tool, which can configure each local server automatically according to its hardware parameters in a Hadoop cluster and configures each server individually by analyzing the heterogeneous features and the running history of the Hadoop cluster instead of the traditional uniform way. The simulation and experiment results show that this tool can obviously reduce the maintenance cost without any degradation of system performance and improve performance compared to the manual optimization. It is believed that this method is general and extensible and should be valuable for other cloud computing platforms.

关键词

Hadoop/自动配置/模糊逻辑/模糊推理

Key words

Hadoop/ auto-configure/ fuzzy logic/ fuzzy inference

分类

信息技术与安全科学

引用本文复制引用

代栋,周学海,杨峰,王超..一种基于模糊推理的Hadoop异构机群自动配置工具[J].中国科学院研究生院学报,2011,28(6):793-800,8.

基金项目

国家自然科学基金(60873221)及思科大学研究计划资助 (60873221)

中国科学院研究生院学报

OA北大核心CSCDCSTPCD

2095-6134

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