一个后量子区块链和自主人工智能支持的计划,用于安全的医疗保健信息交换
IEEE journal of biomedical and health informatics
|June 13, 2025
概括
本研究介绍了一种使用扩展的默克尔签名方案 (XMSS) 和区块链的后量子安全医疗数据共享方案. 它增强了电子医疗记录 (EMR) 的安全性,并通过人工智能改善了临床决策,降低了计算和存储成本.
科学领域:
- 计算机科学 计算机科学
- 信息安全 信息安全
- 医疗保健信息学 医疗保健信息学
背景情况:
- 安全的医疗保健信息交换 (HIE) 对医疗服务,互操作性和患者隐私至关重要.
- 量子计算对HIE中使用的传统加密方法构成重大威胁.
- 现有的系统缺乏对新出现的量子计算威胁的强有力的保护.
研究的目的:
- 提出一个新的后量子安全医疗数据共享计划.
- 提高电子医疗记录 (EMR) 的完整性,真实性和可追溯性.
- 整合人工智能 (AI) 以改善临床决策和诊断报告.
主要方法:
- 结合扩展的默克尔签名方案 (XMSS) 与联盟区块链技术.
- 集成的自主人工智能 (AI) 用于智能诊断报告生成.
- 在随机预言模型中进行了理论安全分析.
- 执行性能评估,将拟议方案与现有解决方案进行比较.
主要成果:
- 拟议的方案有效地抵御各种安全威胁.
- 显著降低了总计算开销 (约. 49%) 和区块链存储 (约. 这是36%的百分比.
- 该方案非常适合医疗保健信息交换 (HIE) 场景.
结论:
- 开发的方案为HIE提供了一个强大的,后量子安全解决方案.
- 集成XMSS,区块链和AI增强了EMR安全性和临床决策支持.
- 该计划为未来的医疗保健数据共享提供了一种实用和有效的方法.
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