Steam computing paradigm: Cross-layer solutions over cloud, fog, and edge computing

IF 2.4 Q3 TELECOMMUNICATIONS IET Wireless Sensor Systems Pub Date : 2023-02-20 DOI:10.1049/wss2.12051
Abir Mchergui, Rejab Hajlaoui, Tarek Moulahi, Abdulatif Alabdulatif, Pascal Lorenz
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Abstract

Conventional infrastructures based on the cloud are not sufficient for the emerging Internet of Things (IoT) applications requirements. Many big problems are shortcomings, especially in terms of network bandwidth and latency. Throughout recent years, the idea to relieve fog computing and edge computing was suggested by bringing data processing capacities closer to these limits to the edge of the network. The authors assume that the full potential of IoT will, in many cases, only be activated by the combination of cloud, fog, and edge computing in a new computing paradigm, given IoT growth and development forecasts. This article discusses the possibility and need for such a paradigm by introducing steam computing as a new distributed type of computing using cloud, fog, and edge utilities to carry out data processing and storage. The authors treat steam computing through four planes: security and privacy plane, data analytics and fault tolerance plane and deployment and test beds plane. Finally, the authors focus on the open issues and future trends in steam computing.

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蒸汽计算范式:云、雾和边缘计算的跨层解决方案
基于云的传统基础设施不足以满足新兴的物联网(IoT)应用需求。许多大问题都是不足之处,尤其是在网络带宽和延迟方面。近年来,人们提出了缓解雾计算和边缘计算的想法,即把数据处理能力带到网络边缘,使其更接近这些限制。作者认为,考虑到物联网的增长和发展预测,物联网的全部潜力在很多情况下只能通过云计算、雾计算和边缘计算在新计算范式中的结合才能被激活。本文通过介绍蒸汽计算(一种使用云、雾和边缘工具进行数据处理和存储的新型分布式计算),讨论了这种范式的可能性和必要性。作者通过四个平面来讨论蒸汽计算:安全与隐私平面、数据分析与容错平面以及部署与测试平台平面。最后,作者重点讨论了蒸汽计算的开放问题和未来趋势。
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来源期刊
IET Wireless Sensor Systems
IET Wireless Sensor Systems TELECOMMUNICATIONS-
CiteScore
4.90
自引率
5.30%
发文量
13
审稿时长
33 weeks
期刊介绍: IET Wireless Sensor Systems is aimed at the growing field of wireless sensor networks and distributed systems, which has been expanding rapidly in recent years and is evolving into a multi-billion dollar industry. The Journal has been launched to give a platform to researchers and academics in the field and is intended to cover the research, engineering, technological developments, innovative deployment of distributed sensor and actuator systems. Topics covered include, but are not limited to theoretical developments of: Innovative Architectures for Smart Sensors;Nano Sensors and Actuators Unstructured Networking; Cooperative and Clustering Distributed Sensors; Data Fusion for Distributed Sensors; Distributed Intelligence in Distributed Sensors; Energy Harvesting for and Lifetime of Smart Sensors and Actuators; Cross-Layer Design and Layer Optimisation in Distributed Sensors; Security, Trust and Dependability of Distributed Sensors. The Journal also covers; Innovative Services and Applications for: Monitoring: Health, Traffic, Weather and Toxins; Surveillance: Target Tracking and Localization; Observation: Global Resources and Geological Activities (Earth, Forest, Mines, Underwater); Industrial Applications of Distributed Sensors in Green and Agile Manufacturing; Sensor and RFID Applications of the Internet-of-Things ("IoT"); Smart Metering; Machine-to-Machine Communications.
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