Unleashing the power of decentralized serverless IoT dataflow architecture for the Cloud-to-Edge Continuum: a performance comparison

IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Annals of Telecommunications Pub Date : 2024-01-11 DOI:10.1007/s12243-023-01009-x
Juan José López Escobar, Rebeca P. Díaz-Redondo, Felipe Gil-Castiñeira
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Abstract

The advent of new computing and communication trends that link pervasive data sources and consumers, such as Edge Computing, 5G and IIoT, has led to the development of the Cloud-to-Edge Continuum in order to take advantage of the resources available in massive IoT scenarios and to conduct data analysis to leverage intelligence at all levels. This paper outlines the challenging requirements of this novel IoT context and presents an innovative IoT framework to develop dataflow applications for data-centric environments. The proposed design takes advantage of decentralized Pub/Sub communication and serverless nanoservice architecture, using novel technologies such as Zenoh and WebAssembly, respectively, to implement lightweight services along the Cloud-to-Edge infrastructure. We also describe some use cases to illustrate the benefits and concerns of the coming IoT generation, giving a communication performance comparison of Zenoh over brokered MQTT strategies.

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为云到边缘的连续性释放分散式无服务器物联网数据流架构的威力:性能比较
新的计算和通信趋势(如边缘计算、5G 和 IIoT)将无处不在的数据源和消费者联系在一起,这些趋势的出现促进了 "云到边缘连续性 "的发展,以便利用大规模物联网场景中的可用资源并进行数据分析,从而在各个层面利用智能。本文概述了这种新型物联网环境的挑战性要求,并提出了一种创新的物联网框架,用于开发以数据为中心的环境中的数据流应用程序。所提出的设计利用分散式 Pub/Sub 通信和无服务器纳米服务架构,分别使用 Zenoh 和 WebAssembly 等新技术,在云到边缘基础设施上实现轻量级服务。我们还介绍了一些使用案例,以说明未来物联网时代的优势和关注点,并对 Zenoh 与中介 MQTT 策略的通信性能进行了比较。
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来源期刊
Annals of Telecommunications
Annals of Telecommunications 工程技术-电信学
CiteScore
5.20
自引率
5.30%
发文量
37
审稿时长
4.5 months
期刊介绍: Annals of Telecommunications is an international journal publishing original peer-reviewed papers in the field of telecommunications. It covers all the essential branches of modern telecommunications, ranging from digital communications to communication networks and the internet, to software, protocols and services, uses and economics. This large spectrum of topics accounts for the rapid convergence through telecommunications of the underlying technologies in computers, communications, content management towards the emergence of the information and knowledge society. As a consequence, the Journal provides a medium for exchanging research results and technological achievements accomplished by the European and international scientific community from academia and industry.
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