• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

VIRFIM:一种利用智能传感器的、由人工智能和医疗物联网驱动的医疗保健框架。

VIRFIM: an AI and Internet of Medical Things-driven framework for healthcare using smart sensors.

作者信息

Khowaja Sunder Ali, Khuwaja Parus, Dev Kapal, D'Aniello Giuseppe

机构信息

Department of Telecommunication Engineering, Faculty of Engineering and Technology, University of Sindh, Jamshoro, Pakistan.

Institute of Business Administration, University of Sindh, Jamshoro, Pakistan.

出版信息

Neural Comput Appl. 2021 Sep 2:1-18. doi: 10.1007/s00521-021-06434-4.

DOI:10.1007/s00521-021-06434-4
PMID:34493907
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8412386/
Abstract

After affecting the world in unexpected ways, the virus has started mutating which is evident with the insurgence of its new variants. The governments, hospitals, schools, industries, and humans, in general, are looking for a potential solution in the vaccine which will eventually be available, but its timeline for eradicating the virus is yet unknown. Several researchers have encouraged and recommended the use of such as physical healthcare monitoring, immunity boosting, personal hygiene, mental healthcare, and contact tracing for slowing down the spread of the virus. In this article, we propose the use of smart sensors integrated with the Internet of Medical Things to cover the spectrum of good practices in an automated manner. We present hypothetical frameworks for each of the good practice modules and propose the VIrus Resistance Framework using the Internet of Medical Things (VIRFIM) to tie all the individual modules in a unified architecture. Furthermore, we validate the realization of VIRFIM framework with two case studies related to physical activity monitoring and stress detection services. We envision that VIRFIM would be influential in assisting people with the for current and future pandemics as well as instrumental in halting the economic losses, respectively. We also provide potential challenges and their probable solutions in compliance with the proposed VIRFIM.

摘要

在以意想不到的方式影响世界之后,这种病毒开始变异,其新变种的出现就证明了这一点。总体而言,各国政府、医院、学校、企业和人类都在疫苗中寻找潜在的解决方案,疫苗最终将会问世,但其根除病毒的时间表仍不确定。一些研究人员鼓励并建议采用诸如身体保健监测、增强免疫力、个人卫生、心理保健和接触者追踪等措施来减缓病毒传播。在本文中,我们提议使用与医疗物联网集成的智能传感器,以自动方式涵盖一系列良好做法。我们为每个良好做法模块提供了假设框架,并提出了利用医疗物联网的抗病毒框架(VIRFIM),以便将所有单个模块整合到一个统一架构中。此外,我们通过与身体活动监测和压力检测服务相关的两个案例研究,验证了VIRFIM框架的实现情况。我们设想,VIRFIM在协助人们应对当前和未来的大流行方面将具有影响力,同时在阻止经济损失方面也将发挥作用。我们还针对所提议的VIRFIM提供了潜在挑战及其可能的解决方案。

相似文献

1
VIRFIM: an AI and Internet of Medical Things-driven framework for healthcare using smart sensors.VIRFIM:一种利用智能传感器的、由人工智能和医疗物联网驱动的医疗保健框架。
Neural Comput Appl. 2021 Sep 2:1-18. doi: 10.1007/s00521-021-06434-4.
2
A Hybrid Stacked CNN and Residual Feedback GMDH-LSTM Deep Learning Model for Stroke Prediction Applied on Mobile AI Smart Hospital Platform.基于移动 AI 智能医院平台的应用,采用混合堆叠 CNN 和残差反馈 GMDH-LSTM 深度学习模型进行中风预测。
Sensors (Basel). 2023 Mar 27;23(7):3500. doi: 10.3390/s23073500.
3
An Interoperable Architecture for the Internet of COVID-19 Things (IoCT) Using Open Geospatial Standards-Case Study: Workplace Reopening.使用开放地理空间标准的新冠疫情物联网 (IoCT) 的可互操作架构-案例研究:工作场所重新开放。
Sensors (Basel). 2020 Dec 24;21(1):50. doi: 10.3390/s21010050.
4
Application of Internet of Things and Sensors in Healthcare.物联网和传感器在医疗保健中的应用。
Sensors (Basel). 2022 Jul 31;22(15):5738. doi: 10.3390/s22155738.
5
Enhancing Healthcare through Sensor-Enabled Digital Twins in Smart Environments: A Comprehensive Analysis.利用智能环境中具备传感器功能的数字孪生体增强医疗保健:全面分析。
Sensors (Basel). 2024 Apr 27;24(9):2793. doi: 10.3390/s24092793.
6
Multirole of the internet of medical things (IoMT) in biomedical systems for managing smart healthcare systems: An overview of current and future innovative trends.医疗物联网(IoMT)在生物医学系统中对智能医疗系统管理的多重作用:当前及未来创新趋势概述
J Infect Public Health. 2024 Apr;17(4):559-572. doi: 10.1016/j.jiph.2024.01.013. Epub 2024 Jan 22.
7
A Novel Smart City-Based Framework on Perspectives for Application of Machine Learning in Combating COVID-19.基于机器学习在抗击 COVID-19 应用视角的新型智慧城市框架。
Biomed Res Int. 2021 Sep 11;2021:5546790. doi: 10.1155/2021/5546790. eCollection 2021.
8
New Opportunities, Challenges, and Applications of Edge-AI for Connected Healthcare in Internet of Medical Things for Smart Cities.边缘人工智能在智慧城市医疗物联网中用于互联医疗的新机遇、挑战与应用
J Healthc Eng. 2022 Feb 23;2022:2950699. doi: 10.1155/2022/2950699. eCollection 2022.
9
Future Smart Connected Communities to Fight COVID-19 Outbreak.未来智能互联社区抗击新冠疫情
Internet Things (Amst). 2021 Mar;13:100342. doi: 10.1016/j.iot.2020.100342. Epub 2020 Dec 7.
10
Fog-based deep learning framework for real-time pandemic screening in smart cities from multi-site tomographies.基于雾计算的深度学习框架,用于从多站点层析成像进行智慧城市的实时大流行病筛查。
BMC Med Imaging. 2024 May 27;24(1):123. doi: 10.1186/s12880-024-01302-8.

引用本文的文献

1
Research trends in the application of artificial intelligence in nursing of chronic disease: a bibliometric and network visualization study.人工智能在慢性病护理中的应用研究趋势:一项文献计量学与网络可视化研究
Front Digit Health. 2025 Jun 18;7:1608266. doi: 10.3389/fdgth.2025.1608266. eCollection 2025.

本文引用的文献

1
COVID-19 Contact Tracing: Challenges and Future Directions.2019冠状病毒病接触者追踪:挑战与未来方向
IEEE Access. 2020 Nov 9;8:225703-225729. doi: 10.1109/ACCESS.2020.3036718. eCollection 2020.
2
Effectiveness of Covid-19 Vaccines against the B.1.617.2 (Delta) Variant. Reply.新冠病毒疫苗对B.1.617.2(德尔塔)变异株的有效性。回复
N Engl J Med. 2021 Dec 16;385(25):e92. doi: 10.1056/NEJMc2113090. Epub 2021 Nov 10.
3
Death anxiety in the time of COVID-19: theoretical explanations and clinical implications.新冠疫情时期的死亡焦虑:理论阐释与临床意义
Cogn Behav Therap. 2020 Jun 11;13:e19. doi: 10.1017/S1754470X20000215. eCollection 2020.
4
Escape of SARS-CoV-2 501Y.V2 from neutralization by convalescent plasma.SARS-CoV-2 501Y.V2 逃避恢复期血浆中和作用。
Nature. 2021 May;593(7857):142-146. doi: 10.1038/s41586-021-03471-w. Epub 2021 Mar 29.
5
Understanding On-Campus Interactions With a Semiautomated, Barcode-Based Platform to Augment COVID-19 Contact Tracing: App Development and Usage.理解基于半自动化条码平台的校园内互动,以增强 COVID-19 接触者追踪:应用程序的开发和使用。
JMIR Mhealth Uhealth. 2021 Mar 26;9(3):e24275. doi: 10.2196/24275.
6
Triage of potential COVID-19 patients from chest X-ray images using hierarchical convolutional networks.使用分层卷积网络从胸部X光图像中对潜在的COVID-19患者进行分类。
Neural Comput Appl. 2021 Feb 25:1-16. doi: 10.1007/s00521-020-05641-9.
7
Exploring the effectiveness of telehealth interventions for diagnosis, contact tracing and care of Corona Virus Disease of 2019 (COVID19) patients in sub Saharan Africa: a rapid review.探索远程医疗干预措施在撒哈拉以南非洲地区对2019冠状病毒病(COVID-19)患者进行诊断、接触者追踪和护理的有效性:一项快速综述。
Health Technol (Berl). 2021;11(2):341-348. doi: 10.1007/s12553-020-00485-8. Epub 2021 Feb 9.
8
Covid-19: New coronavirus variant is identified in UK.新冠疫情:英国发现新型冠状病毒变种。
BMJ. 2020 Dec 16;371:m4857. doi: 10.1136/bmj.m4857.
9
Arab nations first to approve Chinese COVID vaccine - despite lack of public data.阿拉伯国家率先批准中国新冠疫苗——尽管缺乏公开数据。
Nature. 2020 Dec;588(7839):548. doi: 10.1038/d41586-020-03563-z.
10
Safety and efficacy of the ChAdOx1 nCoV-19 vaccine (AZD1222) against SARS-CoV-2: an interim analysis of four randomised controlled trials in Brazil, South Africa, and the UK.ChAdOx1 nCoV-19 疫苗(阿斯利康)对 SARS-CoV-2 的安全性和有效性:巴西、南非和英国四项随机对照试验的中期分析。
Lancet. 2021 Jan 9;397(10269):99-111. doi: 10.1016/S0140-6736(20)32661-1. Epub 2020 Dec 8.