相关实验视频
联合增强学习驱动的多任务优化,以实现强大而道德的边缘物联网安全
Yi Li1, Haitao Wang2, Guoming Xu3
1School of Mechanical and Electrical Engineering, Quanzhou University of Information Engineering, Quanzhou, 362000, China. liyi2025@qzuie.edu.cn.
Scientific reports
|January 16, 2026
概括
这项研究介绍了一个联邦强化学习 (FRL) 框架,用于边缘物联网 (IoT) 校园安全. 该系统平衡了检测准确性,效率和隐私,优于传统方法.
科学领域:
- 计算机科学 计算机科学
- 网络安全 网络安全
- 人工智能的人工智能
背景情况:
- 边缘物联网 (IoT) 系统用于校园安全面临着平衡检测准确性,资源效率,隐私和对抗强度的挑战.
- 传统的联合学习 (FL) 和量子化方法对于异质的设备和道德约束是不够的.
研究的目的:
- 为安全和高效的边缘物联网环境提出一个由联合强化学习 (FRL) 驱动的多任务协作优化框架.
- 通过分布式审计和自动化约束执行来开发一个层次结构,以动态调整参数,并确保通过分布式审计和自动化约束执行来持续遵守道德准则.
主要方法:
- 一个新的FRL驱动的框架,具有感知-决策-约束架构.
- 量子化精度,防御强度和隐私参数的动态适应.
- 闭环优化,整合技术稳定性和规范治理.
主要成果:
- 在NSL-KDD基准上实现了94.3%的入侵检测准确度和89.3%的用户到根 (U2R) 攻击的F1得分.
- 减少了66.1%的能源消耗和72.8%的延迟时间.
- 在差别隐私 (DP) 约束下,有限的对抗性攻击成功率为23.4%,隐私泄露事件为2.4个月 (ε=2.0).
结论:
- 拟议的FRL框架为校园网络安全提供了一个集成,可扩展和道德上负责任的解决方案.
- 展示了FRL在边缘智能系统中的性能,稳定性和合规性之间协同优化的潜力.
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