用于智能医疗数据分析的雾计算:迫切需要

Hayat Khaloufi, Karim Abouelmehdi, A. B. Hssane
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引用次数: 8

摘要

21世纪物联网(IoT)技术的出现带来了令人兴奋的成就。物联网智能医疗设备和可穿戴设备正在产生和传输大量、高速的异构数据。因此,通过云计算等传统方法提供的管理这些数据的服务变得不足。雾计算被认为是基于物联网的医疗保健最有效的解决方案。该模型的需求主要是由对实时分析和低延迟的日益增长的需求所驱动的。显然,预计医疗领域将对物联网和雾计算的结合产生巨大的兴趣。这反过来又改善了患者治疗、员工满意度和运营效率,并对医疗保健的各个方面产生了积极影响。本文回顾了医疗物联网背景下的雾计算,并将其与云计算进行了比较,尝试提出了基于雾的医疗保健系统的三层架构:边缘、雾和云。它还强调了在不断变化的世界中物联网驱动的医疗保健面临的挑战。
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Fog Computing for Smart Healthcare data Analytics: An Urgent Necessity
The advent of Internet of Things (IoT) technologies in the 21st century has led to exciting achievements. IoT smart medical devices along with wearables are generating and communicating high volume and high-velocity of heterogeneous data. Consequently, services provided by traditional methods such as cloud computing to manage these data become insufficient. Fog computing is seen as being the most effective solution for IoT-based healthcare. The stringy demand of this model was principally driven by a growing need for real-time analysis and low latency. It is apparently envisioned that the medicine field expects to draw enormous interest in combining IoT and fog computing. This in turn, improved the patient treatment, staff satisfaction, and operational efficiency and showed positive influence on all aspects of healthcare. This paper has reviewed fog computing in the context of medical IoT while comparing it with cloud computing and has attempted to present the three-layer architecture of fog-based healthcare system containing: edge, fog and cloud. It has also highlighted challenges facing IoT-driven healthcare in an ever-changing world.
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