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arXiv 2202.07448cs.CYcs.NI
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建立统一的流行病管理架构:调查、挑战和未来方向

Towards a Unified Pandemic Management Architecture: Survey, Challenges and Future Directions

Satyaki Roy, Nirnay Ghosh, Nitish Uplavikar, Preetam Ghosh

摘要:

由SARS-CoV-2引起的大流行对全球的健康、经济和社会造成了前所未有的影响。新出现的毒株使大流行病管理面临越来越大的挑战。迫切需要收集流行病学、临床和生理数据,以便就缓解措施作出明智的决定。物联网(IoT)和边缘计算的进步通过数据汇集和智能计算为流行病管理提供了解决方案。虽然现有的数据驱动架构试图自动化决策,但它们没有捕获计算模型、通信基础设施和生成的数据之间的多方面交互。在本文中,我们对现有的流行病管理方法进行了调查,包括在线数据存储库和接触者追踪应用程序。然后,我们设想了一个统一的流行病管理架构,该架构利用物联网和边缘计算来自动化疫苗分发,动态锁定,移动调度和流行病预测的建议。我们阐明了架构各层(即云、边缘和终端设备层)之间的数据流。此外,我们还讨论了隐私影响、威胁、法规和现有解决方案,这些解决方案可以在安全保证的情况下优化健康数据的效用。文章最后指出了该体系结构的局限性和研究方向,以增强其实用性。

英文摘要:

The pandemic caused by SARS-CoV-2 has left an unprecedented impact on health, economy and society worldwide. Emerging strains are making pandemic management increasingly challenging. There is an urge to collect epidemiological, clinical, and physiological data to make an informed decision on mitigation measures. Advances in the Internet of Things (IoT) and edge computing provide solutions for pandemic management through data collection and intelligent computation. While existing data-driven architectures attempt to automate decision-making, they do not capture the multifaceted interaction among computational models, communication infrastructure, and the generated data. In this paper, we perform a survey of the existing approaches for pandemic management, including online data repositories and contact-tracing applications. We then envision a unified pandemic management architecture that leverages the IoT and edge computing to automate recommendations on vaccine distribution, dynamic lockdown, mobility scheduling and pandemic prediction. We elucidate the flow of data among the layers of the architecture, namely, cloud, edge and end device layers. Moreover, we address the privacy implications, threats, regulations, and existing solutions that may be adapted to optimize the utility of health data with security guarantees. The paper ends with a lowdown on the limitations of the architecture and research directions to enhance its practicality.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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