联合微服务架构与区块链用于保护隐私和可扩展的医疗保健分析
Murikipudi Harshith1, Zulfikar Ali Ansari2, Shahin Fatima1
1Department of Computer Science and Engineering, Koneru Lakshmaiah Education Foundation, Hyderabad, Telangana, 500075, India.
Scientific reports
|February 14, 2026
概括
本研究介绍了一种用于医疗分析的新型联合微服务架构,增强隐私,可扩展性和可审计性. 与传统的单立体方法相比,新系统提高了预测准确性和运营弹性.
科学领域:
- 数字健康数字健康
- 医疗信息学 医疗信息学
- 计算机科学 计算机科学
背景情况:
- 医疗保健数据正在迅速增长,来自EHR,IoMT和远程医疗.
- 现有的单体系统在可扩展性,互操作性,合规性和患者隐私方面扎.
- 在医疗保健中需要安全,可扩展和保护隐私的分析框架.
研究的目的:
- 介绍一种新的联合微服务架构,用于保护隐私,可扩展和可审计的医疗分析.
- 解决现有单体系统在处理异质医疗保健数据方面的局限性.
- 提供一个端到端可部署的系统,集成先进技术.
主要方法:
- 使用Kubernetes,TensorFlow联合学习和Hyperledger Fabric区块链开发了一个联合的微服务架构.
- 集成的模块化可扩展性,差异隐私和不可变的可审计性.
- 在100,000个合成Synthea记录和20,000个现实世界糖尿病患者记录上评估了框架.
主要成果:
- 实现了95.2%的预测准确度,证明了改善了临床决策支持.
- 与单体基线相比,延迟时间减少了42%,恢复时间提高了10倍.
- 在对抗模拟中确保零入侵成功,突出增强安全性和隐私.
结论:
- 拟议的架构在准确性,运营弹性,监管合规性和成本效益方面提供了显著的改进.
- 它为下一代智能医疗保健系统提供了基础.
- 未来的工作包括多式联运数据集成和可解释的AI,以增强临床信任和采用.
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