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云环境下分布式文件系统负载均衡研究

吴瑶瑶 杨庚

计算机工程与应用2019,Vol.55Issue(10):67-72,224,7.
计算机工程与应用2019,Vol.55Issue(10):67-72,224,7.DOI:10.3778/j.issn.1002-8331.1801-0303

云环境下分布式文件系统负载均衡研究

Distributed File System Load Balancing in Cloud Environment

吴瑶瑶 1杨庚1

作者信息

  • 1. 南京邮电大学 计算机学院,南京 210023
  • 折叠

摘要

Abstract

Hadoop Distributed File System(HDFS)is a low-cost, highly fault-tolerant distributed file system that suitable for running on commodity hardware, and offers high-throughput data access for applications on large datasets. However, there are some performance optimization problems in HDFS, such as under-load balancing. Although Hadoop system comes with a load balancer to achieve balanced adjustment, but users need to give a static threshold in advance. In order to solve the fixed threshold and subjectivity, through the analysis, evaluation and optimization of disk space utilization, CPU utilization, memory utilization, the disk I/O occupancy rate, the network bandwidth occupancy rate and other param-eters, this paper forms a calculating expression for a threshold, and through the theoretical analysis and simulation experi-ments, this paper verifies the threshold calculation and load balancing. The experimental results show that this method achieves a better balance effect and improves the utilization of computing resources compared with the Hadoop static input threshold algorithm.

关键词

云环境/Hadoop分布式文件系统(HDFS)/负载均衡/动态阈值

Key words

cloud environment/Hadoop Distributed File System(HDFS)/load balancing/dynamic threshold

分类

信息技术与安全科学

引用本文复制引用

吴瑶瑶,杨庚..云环境下分布式文件系统负载均衡研究[J].计算机工程与应用,2019,55(10):67-72,224,7.

基金项目

陕西省教育厅项目(No.11JK0513). (No.11JK0513)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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