Devising a method for the virtual clustering of the Internet of Things edge environment

Heorhii Kuchuk, O. Mozhaiev, N. Kuchuk, S. Tiulieniev, M. Mozhaiev, Y. Gnusov, Mykhailo Tsuranov, Tetiana Bykova, Sergii Klivets, Alexander Kuleshov
{"title":"Devising a method for the virtual clustering of the Internet of Things edge environment","authors":"Heorhii Kuchuk, O. Mozhaiev, N. Kuchuk, S. Tiulieniev, M. Mozhaiev, Y. Gnusov, Mykhailo Tsuranov, Tetiana Bykova, Sergii Klivets, Alexander Kuleshov","doi":"10.15587/1729-4061.2024.298431","DOIUrl":null,"url":null,"abstract":"The object of research is the process of load distribution in the edge environment of the Internet of Things.\nThe task to improve the efficiency of the functioning of the network of computing devices in the Internet of Things edge environment has been solved. Free resources of heterogeneous single-board computers were used to this end.\nIn the process of conducting research, an approach to the construction of an architecture for a virtual cluster of computers with limited resources was devised. The design took into account specific features of the edge environment on the Internet of Things. This has made it possible to propose a four-layer architecture instead of the standard seven-layer architecture of IoT sensor information processing device networks.\nStages in the virtual cluster construction in the edge environment on the Internet of Things were also defined. A three-stage procedure to form a virtual cluster was justified. This procedure made it possible to devise a method for the virtual clustering in the Internet of Things edge environment based on the proposed virtual cluster architecture.\nThe proposed method for building a virtual cluster in the Internet of Things edge environment was investigated. With a small network load, a virtual cluster has no advantage over a classic cluster. But with the growth of the network load, the virtual cluster prevails over the classic cluster in total performance; the advantage in total performance can exceed 10 %. It was also proven that for a heterogeneous environment, performance changes at full network load significantly depend on the number of virtual node groups. The research results on the method for building a virtual cluster in the Internet of Things edge environment can be explained by improving the balance of the network load at virtual clustering","PeriodicalId":11433,"journal":{"name":"Eastern-European Journal of Enterprise Technologies","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Eastern-European Journal of Enterprise Technologies","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.15587/1729-4061.2024.298431","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Mathematics","Score":null,"Total":0}
引用次数: 0

Abstract

The object of research is the process of load distribution in the edge environment of the Internet of Things. The task to improve the efficiency of the functioning of the network of computing devices in the Internet of Things edge environment has been solved. Free resources of heterogeneous single-board computers were used to this end. In the process of conducting research, an approach to the construction of an architecture for a virtual cluster of computers with limited resources was devised. The design took into account specific features of the edge environment on the Internet of Things. This has made it possible to propose a four-layer architecture instead of the standard seven-layer architecture of IoT sensor information processing device networks. Stages in the virtual cluster construction in the edge environment on the Internet of Things were also defined. A three-stage procedure to form a virtual cluster was justified. This procedure made it possible to devise a method for the virtual clustering in the Internet of Things edge environment based on the proposed virtual cluster architecture. The proposed method for building a virtual cluster in the Internet of Things edge environment was investigated. With a small network load, a virtual cluster has no advantage over a classic cluster. But with the growth of the network load, the virtual cluster prevails over the classic cluster in total performance; the advantage in total performance can exceed 10 %. It was also proven that for a heterogeneous environment, performance changes at full network load significantly depend on the number of virtual node groups. The research results on the method for building a virtual cluster in the Internet of Things edge environment can be explained by improving the balance of the network load at virtual clustering
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
设计一种物联网边缘环境虚拟集群方法
研究对象是物联网边缘环境中的负载分配过程。提高物联网边缘环境中计算设备网络运行效率的任务已经解决。为此,利用了异构单板计算机的免费资源。在开展研究的过程中,设计出了一种利用有限资源构建虚拟计算机集群架构的方法。该设计考虑到了物联网边缘环境的具体特点。此外,还确定了在物联网边缘环境中构建虚拟集群的各个阶段。此外,还定义了在物联网边缘环境中构建虚拟集群的各个阶段。研究了所提出的在物联网边缘环境中构建虚拟集群的方法。在网络负载较小的情况下,虚拟集群与传统集群相比没有优势。但随着网络负载的增加,虚拟集群的总性能会超过传统集群;总性能优势可超过 10%。研究还证明,对于异构环境,全网络负载下的性能变化明显取决于虚拟节点组的数量。在物联网边缘环境中构建虚拟集群方法的研究成果可以通过改善虚拟集群时的网络负载平衡来解释
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 去求助
来源期刊
Eastern-European Journal of Enterprise Technologies
Eastern-European Journal of Enterprise Technologies Mathematics-Applied Mathematics
CiteScore
2.00
自引率
0.00%
发文量
369
审稿时长
6 weeks
期刊介绍: Terminology used in the title of the "East European Journal of Enterprise Technologies" - "enterprise technologies" should be read as "industrial technologies". "Eastern-European Journal of Enterprise Technologies" publishes all those best ideas from the science, which can be introduced in the industry. Since, obtaining the high-quality, competitive industrial products is based on introducing high technologies from various independent spheres of scientific researches, but united by a common end result - a finished high-technology product. Among these scientific spheres, there are engineering, power engineering and energy saving, technologies of inorganic and organic substances and materials science, information technologies and control systems. Publishing scientific papers in these directions are the main development "vectors" of the "Eastern-European Journal of Enterprise Technologies". Since, these are those directions of scientific researches, the results of which can be directly used in modern industrial production: space and aircraft industry, instrument-making industry, mechanical engineering, power engineering, chemical industry and metallurgy.
期刊最新文献
Design of ammonia sensor based on ZnO for analyzing hazards at critical infrastructure Ensuring uniformity of strength of fine-grained concrete based on modified composite cement Physico – chemical study of the adsorption properties of natural minerals for sorption treatment of wastewater from Pb+2, Ni+2, Zn+2 ions Development of a solution search method using a combined bio-inspired algorithm Determining the characteristics of contact interaction between the two-row windshield wiper and a curvilinear glass surface
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1