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一种改进的Hadoop数据负载均衡算法

刘琨 钮文良

河南理工大学学报(自然科学版)2013,Vol.32Issue(3):332-336,5.
河南理工大学学报(自然科学版)2013,Vol.32Issue(3):332-336,5.

一种改进的Hadoop数据负载均衡算法

An improved data load balancing algorithm for hadoop

刘琨 1钮文良2

作者信息

  • 1. 北京联合大学应用科技学院,北京102200
  • 2. 吉林大学计算机科学与技术学院,长春130012
  • 折叠

摘要

Abstract

This paper first introduces the principle of Hadoop and HDFS.Then the algorithm of Hadoop data load balancing is analyzed.This Hadoop algorithm balances the data according to the space usage of each node and does not handle the factors as processing power,bandwidth,files'access frequency.Thusly there is a big difference in response time for the similar files.This paper devises a novel load balancing model based on the factors of files' size,files' concurrent access time,files' access frequency,nodes' processing power,bandwidth and nodes'available storage space.Experimental results show that the devised model cannot only guarantee the storage space load balancing,but also make the similar files' response time more consistent.

关键词

Hadoop/负载均衡/云计算/云存储

Key words

hadoop/load balancing/cloud computing/cloud storage

分类

信息技术与安全科学

引用本文复制引用

刘琨,钮文良..一种改进的Hadoop数据负载均衡算法[J].河南理工大学学报(自然科学版),2013,32(3):332-336,5.

基金项目

北京市教育委员会科技计划面上项目(SQKM201211417008) (SQKM201211417008)

河南理工大学学报(自然科学版)

OA北大核心CSTPCD

1673-9787

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