支持分布式内存系统中大数据实时处理的负载均衡方案

Kyoungsoo Bok, Kitae Choi, Jongtae Lim, Jaesoo Yoo
{"title":"支持分布式内存系统中大数据实时处理的负载均衡方案","authors":"Kyoungsoo Bok, Kitae Choi, Jongtae Lim, Jaesoo Yoo","doi":"10.1145/3264746.3264768","DOIUrl":null,"url":null,"abstract":"In this paper, we propose a new load balancing scheme which performs data migration or replication according to the loading conditions in heterogeneous distributed in-memory environments. The proposed scheme replicates hot data when the hot data occurs on the node where a load occurs. If the loading of the node increases in the absence of hot data, the data is migrated through an adjustment of the storage space. It was shown through various performance evaluations that the proposed load balancing scheme improved the overall load balancing performance.","PeriodicalId":186790,"journal":{"name":"Proceedings of the 2018 Conference on Research in Adaptive and Convergent Systems","volume":"52 24","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Load balancing scheme for supporting real-time processing of big data in distributed in-memory systems\",\"authors\":\"Kyoungsoo Bok, Kitae Choi, Jongtae Lim, Jaesoo Yoo\",\"doi\":\"10.1145/3264746.3264768\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, we propose a new load balancing scheme which performs data migration or replication according to the loading conditions in heterogeneous distributed in-memory environments. The proposed scheme replicates hot data when the hot data occurs on the node where a load occurs. If the loading of the node increases in the absence of hot data, the data is migrated through an adjustment of the storage space. It was shown through various performance evaluations that the proposed load balancing scheme improved the overall load balancing performance.\",\"PeriodicalId\":186790,\"journal\":{\"name\":\"Proceedings of the 2018 Conference on Research in Adaptive and Convergent Systems\",\"volume\":\"52 24\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-10-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2018 Conference on Research in Adaptive and Convergent Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3264746.3264768\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2018 Conference on Research in Adaptive and Convergent Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3264746.3264768","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

本文提出了一种新的负载均衡方案,在异构分布式内存环境中,根据负载情况进行数据迁移或复制。当热数据出现在有负载的节点上时,复制热数据。在没有热数据的情况下,如果节点负载增加,则通过调整存储空间的方式进行数据迁移。通过各种性能评估表明,所提出的负载均衡方案提高了整体负载均衡性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Load balancing scheme for supporting real-time processing of big data in distributed in-memory systems
In this paper, we propose a new load balancing scheme which performs data migration or replication according to the loading conditions in heterogeneous distributed in-memory environments. The proposed scheme replicates hot data when the hot data occurs on the node where a load occurs. If the loading of the node increases in the absence of hot data, the data is migrated through an adjustment of the storage space. It was shown through various performance evaluations that the proposed load balancing scheme improved the overall load balancing performance.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信