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A Deep-Learning-Based Edge-Centric COVID-19-Like Pandemic Screening and Diagnosis System within a B5G Framework Using Blockchain

机译:一种基于深度学习的边缘中心Covid-19,如B5G框架内使用区块链的B5G框架内的大流行筛查和诊断系统

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摘要

Beyond 5G (B5G) has the potential of realizing all three pillars of 5G, which are massive type communication, ultra-reliable low latency communication, and enhanced mobile broadband. Currently, a COVID-19-like pandemic can utilize B5G to combat the pandemic by using real-time processing of massive volumes of test data at the edge of hospitals and by leveraging seamless communication between the edge and a global core cloud to update any diagnosis or predicting model globally. In this article, we propose an artificial-intelligence-enabled edge-centric COVID-19 screening and diagnosis system using the B5G network. Furthermore, we use blockchain-based secure transmission of patients' data in the edge. The proposed system uses screening and diagnosis in the edge by using powerful edge devices that can run deep learning (DL) models. The DL models can be downloaded from the core cloud to the edge server or uploaded to the core cloud when necessary.
机译:超过5G(B5G)的可能性是实现5G的所有三个支柱,这是巨大的通信,超可靠的低延迟通信和增强的移动宽带。目前,Covid-19类似的大流行病可以利用B5G通过使用医院边缘的大规模测试数据的实时处理,并通过利用边缘和全球核心云之间的无缝通信来更新任何诊断或预测全球模型。在本文中,我们提出了一种使用B5G网络的人工智能的边缘中心Covid-19筛选和诊断系统。此外,我们在边缘中使用基于区块链的安全传输患者数据。通过使用可以运行深度学习(DL)模型的强大边缘设备,所提出的系统使用边缘中的筛选和诊断。 DL模型可以从核心云下载到边缘服务器,或在必要时上传到核心云。

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  • 来源
    《IEEE Network》 |2021年第2期|74-81|共8页
  • 作者单位

    King Saud Univ Chair Pervas & Mobile Comp Riyadh Saudi Arabia;

    King Saud Univ Chair Pervas & Mobile Comp Riyadh Saudi Arabia;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 关键词

  • 入库时间 2022-08-18 23:30:38

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