资源分配对雾计算基础设施性能的影响

IF 1.9 4区 计算机科学 Q3 TELECOMMUNICATIONS Wireless Personal Communications Pub Date : 2024-07-17 DOI:10.1007/s11277-024-11272-3
Sara Jamil, Rehan Qureshi, Sohaib Ahmed, Osama Rehman
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引用次数: 0

摘要

连接到互联网的设备所产生的数据与日俱增。大量数据也需要处理和存储。云计算通过使用分布在全球各地的 IT 资源来提供数据处理和存储服务。然而,云计算资源通常远离产生和处理数据的地点,这就造成了通信延迟,某些应用可能无法接受这种延迟。雾计算通过使数据处理更接近互联网边缘来解决这一问题。由于雾基础设施在规模、处理能力、带宽等方面与云计算有很大不同,因此需要进行更有针对性的分析,以探索提高性能的途径。本文分析了小规模雾计算基础设施中资源分配对其性能和资源利用率的影响。我们研究了具有不同资源的雾设备的不同拓扑排列。结果表明,雾节点的拓扑排列对雾计算基础设施的整体性能有显著影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Impact of Resource Distribution on Performance of Fog Computing Infrastructure

The data being produced by the devices connected to the Internet is ever growing. The large volume of data is also required to be processed and stored. Cloud computing provides data processing and storage services by using IT resources at gegraphically distributed locations. However, the cloud computing resources are usually far away from the sites where data is produced and processing is needed, which results in communication latencies that may not be acceptable for some appliations. This issue is addressed by Fog computing by brining data processing closer to the edge of the Internet. As fog infrastructures are significantly different from cloud in terms of scale, processing capacity, bandwidth etc.; more focused analysis is needed to explore avenues for performance improvement. In this paper, we analyze effects of resource distribution in small-scale fog computing infrastructure on its performance and resource utilization. We examine different topological arrangements of fog devices with varying resources. Our results show that the topological arrangement of fog nodes has a significant impact on the overall performance of fog computing infrastructure.

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来源期刊
Wireless Personal Communications
Wireless Personal Communications 工程技术-电信学
CiteScore
5.80
自引率
9.10%
发文量
663
审稿时长
6.8 months
期刊介绍: The Journal on Mobile Communication and Computing ... Publishes tutorial, survey, and original research papers addressing mobile communications and computing; Investigates theoretical, engineering, and experimental aspects of radio communications, voice, data, images, and multimedia; Explores propagation, system models, speech and image coding, multiple access techniques, protocols, performance evaluation, radio local area networks, and networking and architectures, etc.; 98% of authors who answered a survey reported that they would definitely publish or probably publish in the journal again. Wireless Personal Communications is an archival, peer reviewed, scientific and technical journal addressing mobile communications and computing. It investigates theoretical, engineering, and experimental aspects of radio communications, voice, data, images, and multimedia. A partial list of topics included in the journal is: propagation, system models, speech and image coding, multiple access techniques, protocols performance evaluation, radio local area networks, and networking and architectures. In addition to the above mentioned areas, the journal also accepts papers that deal with interdisciplinary aspects of wireless communications along with: big data and analytics, business and economy, society, and the environment. The journal features five principal types of papers: full technical papers, short papers, technical aspects of policy and standardization, letters offering new research thoughts and experimental ideas, and invited papers on important and emerging topics authored by renowned experts.
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