在电子医疗保健系统中实现保证隐私的基于雾的数据聚合
Cheng Guo1,2, Pengxu Tian1, Kim-Kwang Raymond Choo3
1Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province and School of Software TechnologyDalian University of Technology Dalian 116620 China.
IEEE transactions on industrial informatics
|November 20, 2023
概括
本研究介绍了一种基于雾的安全系统,用于实时分析可穿戴身体区域网络的电子医疗数据. 这种方法确保了保证隐私的医疗数据聚合,增强了远程医疗和应急响应能力.
科学领域:
- 计算机科学 计算机科学
- 网络安全 网络安全
- 医疗信息学 医疗信息学
背景情况:
- 可穿戴的身体区域网络对于电子医疗保健和远程医疗至关重要,特别是随着远程监控的兴起和COVID-19大流行.
- 来自这些网络的医疗数据的安全和实时处理对于有效的医疗保健提供至关重要.
- 现有系统在平衡数据安全,实时分析和高效聚合方面面临挑战.
研究的目的:
- 设计一个改进的对称同型密码系统,用于安全的数据分析.
- 开发基于雾的通信架构,支持时间敏感的电子医疗应用程序.
- 为了实现安全,实时分析医疗数据的雾服务器,以加强决策.
主要方法:
- 一个改进的对称同型密码系统的设计.
- 为电子医疗数据开发基于雾的通信架构.
- 使用攻击游戏进行安全评估 (例如,选择纯文本攻击弹性).
- 使用模拟 (Microsoft Azure) 对现有方法进行性能评估和比较.
主要成果:
- 拟议的方法确保了保证隐私的医疗数据聚合.
- 该系统在计算Diffie-Hellman假设下证明了选择的纯文本攻击的弹性.
- 模拟实验验证方案的实用性和性能,用于实时分析.
结论:
- 开发的系统提高了电子医疗数据处理的安全性和效率.
- 基于雾的架构可促进实时数据分析,以改善远程医疗和应急响应.
- 这种方法为保证隐私的医疗数据聚合在可穿戴网络中提供了一个强大的解决方案.
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