为医疗保健系统实施基于VPN的无线回程网络的联合学习
Atif Mahmood1,2, Zati Hakim Azizul3, Mohammed Zakariah4
1Department of Computer System & Technology, Faculty of Computer Science & Information Technology, Universiti Malaya, Kuala Lumpur, Malaysia.
分析医疗保健数据的联合学习 (FL) 网络使用太赫兹 (THz) 通信实现了更高的准确性和更快的训练时间. 多层安全方法可以增强这些先进无线网络的数据保护.
科学领域:
- 计算机科学 计算机科学
- 电信工程 电信工程 电信工程
- 网络安全 网络安全
背景情况:
- 联合学习 (FL) 允许在边缘设备上进行协作机器学习模型训练.
- 分析敏感的医疗记录需要高效和安全的网络解决方案.
- 无线后传网络为FL的实施带来了独特的挑战.
研究的目的:
- 引入一个高效的联合学习网络,用于医疗记录分析.
- 评估FL的不同无线回程通道的性能.
- 加强医疗保健中联合学习网络的安全性.
主要方法:
- 实施了使用虚拟私人网络 (VPN) 技术在无线回路上使用联合学习方法.
- 比较特拉赫兹 (THz),E/V频段 (mmWave) 和微波通信通道.
- 使用 FedAvg 算法评估模型准确性和合时间.
- 制定了一个三步多层次的安全战略.
主要成果:
- 拟议的FL网络与VPN通过无线回程展示了卓越的性能.
- 特拉赫兹 (THz) 通信产生了最高的准确性和最快的融合 (38秒对55秒).
- 多层安全方法集成私有网络,授权频率通道和VPN.
结论:
- 更快的通信链路显著提高了联合学习网络的效率.
- THz通信,VPN,私有网络和许可道的结合为医疗数据分析提供了强大而安全的解决方案.
- 这项研究突出了优化无线回程的潜力,以确保在关键领域的安全和高效的联合学习.
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