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物联网医疗中的一种安全且隐私保护的数据聚合方案。

A secure and privacy preserved data aggregation scheme in IoMT.

作者信息

Mughal Muhammad Arif, Ullah Ata, Yu Xinbo, He Wei, Jhanjhi N Z, Ray Sayan Kumar

机构信息

School of Intelligence Science and Technology, University of Science and Technology Beijing, Beijing 100083, China.

Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing 100083, China.

出版信息

Heliyon. 2024 Feb 28;10(7):e27177. doi: 10.1016/j.heliyon.2024.e27177. eCollection 2024 Apr 15.

DOI:10.1016/j.heliyon.2024.e27177
PMID:38601685
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11004538/
Abstract

The Internet of Things (IoT) is a network of intelligent devices especially in healthcare-based systems. Internet of Medical Things (IoMT) uses wearable sensors to collect data and transmit to central repositories. The security and privacy of healthcare data is a challenging task. The aim of the study is to provide a secure data sharing mechanism. The existing studies provide secure data sharing schemes but still have limitations in terms of hiding the patient identify in the messages exchanged to upload the data on central repositories. This paper presents a Secure Aggregated Data Collection and Transmission (SADCT) that provides anonymity for the identities of patient's mobile device and the intermediate fog nodes. Our system involves an authenticated server for node registration and authentication by saving security credentials. The proposed scheme presents the novel data aggregation algorithm at the mobile device, and the data extraction algorithm at the fog node. The work is validated through extensive simulations in NS along with a security analysis. Results prove the supremacy of SADCT in terms of energy consumption, storage, communication, and computational costs.

摘要

物联网(IoT)是一个智能设备网络,尤其应用于基于医疗保健的系统中。医疗物联网(IoMT)使用可穿戴传感器收集数据并传输到中央存储库。医疗保健数据的安全和隐私是一项具有挑战性的任务。本研究的目的是提供一种安全的数据共享机制。现有研究提供了安全的数据共享方案,但在将数据上传到中央存储库时所交换的消息中隐藏患者身份方面仍存在局限性。本文提出了一种安全聚合数据收集与传输(SADCT)方法,该方法为患者移动设备和中间雾节点的身份提供匿名性。我们的系统涉及一个经过认证的服务器,用于通过保存安全凭证进行节点注册和认证。所提出的方案在移动设备上呈现了新颖的数据聚合算法,在雾节点上呈现了数据提取算法。通过在NS中进行的广泛模拟以及安全分析对该工作进行了验证。结果证明了SADCT在能耗、存储、通信和计算成本方面的优越性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/55a9/11004538/5cf97573838b/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/55a9/11004538/a432ca89ad0d/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/55a9/11004538/56b05962dd43/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/55a9/11004538/5cf97573838b/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/55a9/11004538/a432ca89ad0d/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/55a9/11004538/56b05962dd43/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/55a9/11004538/5cf97573838b/gr3.jpg

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本文引用的文献

1
Enabling Privacy-Assured Fog-Based Data Aggregation in E-Healthcare Systems.在电子医疗系统中实现基于雾计算的隐私保障数据聚合
IEEE Trans Industr Inform. 2020 May 19;17(3):1948-1957. doi: 10.1109/TII.2020.2995228. eCollection 2021 Mar.
2
A Lightweight and Anonymous Mutual Authentication Scheme for Medical Big Data in Distributed Smart Healthcare Systems.分布式智能医疗保健系统中医疗大数据的轻量级匿名相互认证方案
IEEE/ACM Trans Comput Biol Bioinform. 2024 Jul-Aug;21(4):1106-1116. doi: 10.1109/TCBB.2022.3230053. Epub 2024 Aug 8.
3
A survey on healthcare data security in wireless body area networks.
无线体域网中的医疗数据安全调查
J Ambient Intell Humaniz Comput. 2021;12(10):9841-9854. doi: 10.1007/s12652-020-02728-y. Epub 2021 Jan 2.
4
A Survey of IoT Security Based on a Layered Architecture of Sensing and Data Analysis.基于传感与数据分析分层架构的物联网安全调查
Sensors (Basel). 2020 Jun 28;20(13):3625. doi: 10.3390/s20133625.
5
A Decentralized Privacy-Preserving Healthcare Blockchain for IoT.物联网去中心化隐私保护医疗区块链
Sensors (Basel). 2019 Jan 15;19(2):326. doi: 10.3390/s19020326.