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物联网在糖尿病医疗保健中的作用:网络基础设施、分类法、挑战及安全模型。

Role of Internet of things in diabetes healthcare: Network infrastructure, taxonomy, challenges, and security model.

作者信息

Farooq Muhammad Shoaib, Riaz Shamyla, Tehseen Rabia, Farooq Uzma, Saleem Khalid

机构信息

Department of Computer Science, University of Management and Technology, Lahore, Pakistan.

Department of computer science, University of Central Punjab, Lahore, Pakistan.

出版信息

Digit Health. 2023 Jun 6;9:20552076231179056. doi: 10.1177/20552076231179056. eCollection 2023 Jan-Dec.

Abstract

The Internet of things (IoT) is an emerging technology that enables ubiquitous devices to connect with the Internet. IoT technology has revolutionized the medical and healthcare industry by interconnecting smart devices and sensors. IoT-based devices and biosensors are ideal to detect diabetes disease by collecting the accurate value of glucose continuously. Diabetes is one of the well-known and major chronic diseases that has a worldwide social impact on community life. Blood glucose monitoring is a challenging task, and there is a need to propose a proper architecture of the noninvasive glucose sensing and monitoring mechanism, which could make diabetic people aware of self-management techniques. This survey presents a rigorous discussion of diabetes types and presents detection techniques based on IoT technology. In this research, an IoT-based healthcare network infrastructure has been proposed for monitoring diabetes disease based on big data analytics, cloud computing, and machine learning. The proposed infrastructure could handle the symptoms of diabetes, collect data, analyze it, and then transmit the results to the server for the next action. Besides, presented an inclusive survey on IoT-based diabetes monitoring applications, services, and proposed solutions. Furthermore, based on IoT technology the diabetes disease management taxonomy has also been presented. Finally, presented the attacks taxonomy as well as discussed challenges, and proposed a lightweight security model in order to secure the patient's health data.

摘要

物联网(IoT)是一项新兴技术,它使无处不在的设备能够与互联网连接。物联网技术通过互连智能设备和传感器,彻底改变了医疗保健行业。基于物联网的设备和生物传感器非常适合通过持续收集准确的葡萄糖值来检测糖尿病。糖尿病是一种广为人知的主要慢性疾病,对全球社区生活具有社会影响。血糖监测是一项具有挑战性的任务,需要提出一种适当的非侵入性葡萄糖传感和监测机制架构,以使糖尿病患者了解自我管理技术。本综述对糖尿病类型进行了严谨的讨论,并介绍了基于物联网技术的检测技术。在本研究中,提出了一种基于物联网的医疗保健网络基础设施,用于基于大数据分析、云计算和机器学习来监测糖尿病。所提出的基础设施可以处理糖尿病症状,收集数据、进行分析,然后将结果传输到服务器以便采取下一步行动。此外,还对基于物联网的糖尿病监测应用、服务和提出的解决方案进行了全面综述。此外,还介绍了基于物联网技术的糖尿病疾病管理分类法。最后,介绍了攻击分类法,讨论了挑战,并提出了一种轻量级安全模型,以保护患者的健康数据。

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