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

> Research article (Expert Systems with Applications, 2022) · cited 18× · AI/ML

**Wikidata**: [openalex:W4289755406](https://www.wikidata.org/wiki/openalex:W4289755406)  
**Source**: https://4ort.xyz/entity/global-local-integration-for-gnn-based-anomalous-device-state-detection-in-industrial-control-systems