{"title":"Dynamic Load Balancing Algorithm for Heterogeneous Hadoop Cluster","authors":"D. Vinutha, G. Raju","doi":"10.1109/ICATIECE45860.2019.9063832","DOIUrl":null,"url":null,"abstract":"Hadoop is a MapReduce open source implementation [1]. In homogeneous environment MapReduce can complete the parallel computing without major obstacles. load imbalance in the cluster is caused by heterogeneous nodes. We propose a dynamic load balancing model for heterogeneous clusters in this paper. In this a monitoring module is used to collect the real time information of each node. Load balancing is achieved by allocating the data dynamically based on computing capability and current load of a node. The results indicate the proposed algorithm reduced the execution time and balancing the load in the nodes of a cluster is achieved.","PeriodicalId":106496,"journal":{"name":"2019 1st International Conference on Advanced Technologies in Intelligent Control, Environment, Computing & Communication Engineering (ICATIECE)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2019-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 1st International Conference on Advanced Technologies in Intelligent Control, Environment, Computing & Communication Engineering (ICATIECE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICATIECE45860.2019.9063832","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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Abstract

Hadoop is a MapReduce open source implementation [1]. In homogeneous environment MapReduce can complete the parallel computing without major obstacles. load imbalance in the cluster is caused by heterogeneous nodes. We propose a dynamic load balancing model for heterogeneous clusters in this paper. In this a monitoring module is used to collect the real time information of each node. Load balancing is achieved by allocating the data dynamically based on computing capability and current load of a node. The results indicate the proposed algorithm reduced the execution time and balancing the load in the nodes of a cluster is achieved.
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异构Hadoop集群的动态负载均衡算法
Hadoop是MapReduce的开源实现[1]。在同构环境下,MapReduce可以毫无障碍地完成并行计算。集群负载不均衡是由异构节点引起的。本文提出了一种异构集群的动态负载均衡模型。其中监控模块用于采集各节点的实时信息。负载均衡是根据节点的计算能力和当前负载动态分配数据来实现的。实验结果表明,该算法减少了执行时间,实现了集群节点间负载均衡。
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