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
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)