3 papers
cs.LG2026
Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation
Khayyam Nosrati, Martin Uray, Saverio Messineo +2
Federated learning (FL) has broadened the horizon for multivariate time series anomaly detection (MTSAD). However, benchmarking such anomaly detection methods within FL paradigm po…
cs.CR2026
Secure Data Bridging in Industry 4.0: An OPC UA Aggregation Approach for Including Insecure Legacy Systems
Dalibor Sain, Thomas Rosenstatter, Olaf SaÃnick +2
The increased connectivity of industrial networks has led to a surge in cyberattacks, emphasizing the need for cybersecurity measures tailored to the specific requirements of indus…
cs.NI2024
A Generative Model Based Honeypot for Industrial OPC UA Communication
Olaf Sassnick, Georg Schäfer, Thomas Rosenstatter +1
Industrial Operational Technology (OT) systems are increasingly targeted by cyber-attacks due to their integration with Information Technology (IT) systems in the Industry 4.0 era.…