Global-local integration for GNN-based anomalous device state detection in industrial control systems

Shuaiyi L(y)u,Kai Wang,Liren Zhang,Bailing Wang

Expert Systems with Applications（2022）

引用 6|浏览33

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摘要

•A GNN-based method, named the GLIN, is proposed to detect anomalous ICS devices.•The GLIN features local-global semantic integration.•The GLIN embeds global pooling and integration functionality.•The GLIN surpasses existing learning baselines over the SWaT dataset.

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关键词

Global-local integration,Global pooling,Graph neural networks,Anomaly detection,Industrial control systems

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