Energy-efficient Edge Server Management for Edge Computing: A Game-theoretical Approach

Guangming Cui, Qiang He, Xiaoyu Xia, Feifei Chen, Yun Yang
{"title":"Energy-efficient Edge Server Management for Edge Computing: A Game-theoretical Approach","authors":"Guangming Cui, Qiang He, Xiaoyu Xia, Feifei Chen, Yun Yang","doi":"10.1145/3545008.3545079","DOIUrl":null,"url":null,"abstract":"Similar to cloud servers which are well-known energy consumers, edge servers running 24/7 jointly consume a tremendous amount of energy and thus require energy-saving management. However, the unique characteristics of edge computing make it a new and challenging problem to manage edge servers in an energy-efficient manner. First, an individual edge server is usually used to serve a specific region. The temporal distribution of end-users in the area impacts the edge server’s energy utilization. Second, multiple base stations may cover an end-user simultaneously and the end-user can be served by the physical machines attached to any of the base stations. Serving the end-users in an area with minimum physical machines can minimize the edge servers’ overall energy consumption. Third, physical machines facilitating an edge server can be powered off individually when not needed to minimize the edge server’s energy consumption. We formulate this Energy-efficient Edge Server Management (EESM) problem and analyze its problem hardness. Next, a game-theoretical approach, i.e., EESM-G, is proposed to address EESM problems efficiently. The superior performance of EESM-G is tested on a public real-world dataset.","PeriodicalId":360504,"journal":{"name":"Proceedings of the 51st International Conference on Parallel Processing","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 51st International Conference on Parallel Processing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3545008.3545079","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

Similar to cloud servers which are well-known energy consumers, edge servers running 24/7 jointly consume a tremendous amount of energy and thus require energy-saving management. However, the unique characteristics of edge computing make it a new and challenging problem to manage edge servers in an energy-efficient manner. First, an individual edge server is usually used to serve a specific region. The temporal distribution of end-users in the area impacts the edge server’s energy utilization. Second, multiple base stations may cover an end-user simultaneously and the end-user can be served by the physical machines attached to any of the base stations. Serving the end-users in an area with minimum physical machines can minimize the edge servers’ overall energy consumption. Third, physical machines facilitating an edge server can be powered off individually when not needed to minimize the edge server’s energy consumption. We formulate this Energy-efficient Edge Server Management (EESM) problem and analyze its problem hardness. Next, a game-theoretical approach, i.e., EESM-G, is proposed to address EESM problems efficiently. The superior performance of EESM-G is tested on a public real-world dataset.
面向边缘计算的节能边缘服务器管理:一种博弈论方法
与众所周知的能源消耗者云服务器类似,全天候运行的边缘服务器消耗了大量的能源,因此需要节能管理。然而,边缘计算的独特特性使得如何高效地管理边缘服务器成为一个新的挑战。首先,通常使用单个边缘服务器为特定区域提供服务。终端用户在该区域的时间分布会影响边缘服务器的能量利用率。第二,多个基站可以同时覆盖终端用户,并且终端用户可以由连接到任何基站的物理机器服务。在使用最少物理机器的区域为最终用户提供服务可以最大限度地减少边缘服务器的总体能耗。第三,促进边缘服务器的物理机器可以在不需要时单独关闭,以最大限度地减少边缘服务器的能耗。提出了节能边缘服务器管理(EESM)问题,并分析了问题的难度。接下来,提出了一种博弈论方法,即EESM- g,以有效地解决EESM问题。EESM-G的优越性能在一个公开的真实数据集上进行了测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
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