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针对ICS的增强入侵检测使用MS1DCNN和变压器来解决数据不平衡问题

Yuanlin Zhang1, Lei Zhang1, Xiaoyuan Zheng1

  • 1School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin 300132, China.

Sensors (Basel, Switzerland)
|January 8, 2025
PubMed
概括

本研究介绍了用于可编程逻辑控制器 (PLC) 网络的先进入侵检测系统 (IDS). 新的双通道模型通过解决数据不平衡和复杂的网络流量,显著提高了工业控制系统 (ICS) 的检测准确性.

关键词:
数据不平衡的数据不平衡工业控制安全的安全性检测入侵 检测入侵网络安全 网络安全

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