Cost-Efficient Virtual Network Function Placement in an Industrial Edge System: A Proposed Method

IF 1.9 Q3 COMPUTER SCIENCE, CYBERNETICS
Mingyue Liu, Syazwina Binti Alias
{"title":"Cost-Efficient Virtual Network Function Placement in an Industrial Edge System: A Proposed Method","authors":"Mingyue Liu, Syazwina Binti Alias","doi":"10.1109/MSMC.2022.3217364","DOIUrl":null,"url":null,"abstract":"Edge computing has been a promising framework to provide effective computing services for edge users in most industrial environments. Due to the limited resources at the edge, it is not suitable for massive requirements such as the virtual reality process, communication, and so on. Cloud computing can provide sufficient resources for those requirements, but it has some latency lags. Industrial edge clouds enable flexible service providers for industrial applications by merging edge and cloud computing. The virtual network function (VNF) is one approach, while placement is a dominant solution. However, this solution may increase the cost of communication as the nodes are more distant. In this article, we investigate the resource allocation problem for VNF placement in industrial edge systems. The aim is to minimize the overall cost of the whole placement procedure, including operating cost, communication cost, and placement cost. We formulate this VNF placement problem as an integer programming problem, and due to the complexity of the problem, we propose a heuristic method to solve it. Numerical simulation shows that our proposed method can significantly cut down the cost while meeting the multiple resource constraints.","PeriodicalId":43649,"journal":{"name":"IEEE Systems Man and Cybernetics Magazine","volume":"49 1","pages":"10-17"},"PeriodicalIF":1.9000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Systems Man and Cybernetics Magazine","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MSMC.2022.3217364","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"COMPUTER SCIENCE, CYBERNETICS","Score":null,"Total":0}
引用次数: 2

Abstract

Edge computing has been a promising framework to provide effective computing services for edge users in most industrial environments. Due to the limited resources at the edge, it is not suitable for massive requirements such as the virtual reality process, communication, and so on. Cloud computing can provide sufficient resources for those requirements, but it has some latency lags. Industrial edge clouds enable flexible service providers for industrial applications by merging edge and cloud computing. The virtual network function (VNF) is one approach, while placement is a dominant solution. However, this solution may increase the cost of communication as the nodes are more distant. In this article, we investigate the resource allocation problem for VNF placement in industrial edge systems. The aim is to minimize the overall cost of the whole placement procedure, including operating cost, communication cost, and placement cost. We formulate this VNF placement problem as an integer programming problem, and due to the complexity of the problem, we propose a heuristic method to solve it. Numerical simulation shows that our proposed method can significantly cut down the cost while meeting the multiple resource constraints.
工业边缘系统中具有成本效益的虚拟网络功能配置:一种建议方法
在大多数工业环境中,边缘计算已经成为为边缘用户提供有效计算服务的一个有前途的框架。由于边缘资源有限,不适合虚拟现实流程、通信等海量需求。云计算可以为这些需求提供足够的资源,但它有一些延迟。工业边缘云通过融合边缘计算和云计算,为工业应用程序提供灵活的服务提供商。虚拟网络功能(VNF)是一种方法,而布局是主要的解决方案。然而,由于节点距离较远,这种解决方案可能会增加通信成本。本文研究了工业边缘系统中VNF放置的资源分配问题。其目的是使整个安置程序的总成本最小化,包括操作成本、沟通成本和安置成本。我们将这个VNF放置问题表述为一个整数规划问题,由于问题的复杂性,我们提出了一种启发式方法来解决它。数值仿真结果表明,该方法在满足多种资源约束的情况下,能够显著降低成本。
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
IEEE Systems Man and Cybernetics Magazine
IEEE Systems Man and Cybernetics Magazine COMPUTER SCIENCE, CYBERNETICS-
自引率
6.20%
发文量
60
×
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:481959085
Book学术官方微信