most citedTestbed and Software Architecture for Enhancing Security in Industrial Private 5G Networks

2 citations · 2 across the 4 of their papers we have counts for

collaborators

5 papers

cs.CR2026

Improving the Reliability of Anomaly Detection for Encrypted OPC UA Traffic over Private 5G

Song Son Ha, Florian Foerster, Henry Beuster +3

Open Platform Communications Unified Architecture (OPC UA) is increasingly deployed over private 5G networks in industrial environments, where end-to-end encryption prevents payloa…

cs.CR2026

Residual Observability and Attack Detectability in Encrypted OPC UA Traffic

Song Son Ha, Florian Foerster, Henry Beuster +3

OPC Unified Architecture (OPC UA) encryption conceals application-layer semantics and restricts intrusion detection to residual communication structure. Although machine learning-b…

cs.CR2026

Impact of Benign Connectivity Variations on Intrusion Detection for Encrypted OPC UA Traffic in Industrial Private 5G Networks

Song Son Ha, Florian Foerster, Henry Beuster +3

Machine learning (ML)-based intrusion detection systems (IDSs) are increasingly used to monitor encrypted industrial communication. However, their behavior under realistic private…

cs.CR2026

An Experimental Study of Machine Learning-Based Intrusion Detection for OPC UA over Industrial Private 5G Networks

Song Son Ha, Kunal Singh, Florian Foerster +4

Industrial deployments increasingly rely on Open Platform Communications Unified Architecture (OPC UA) as a secure and platform-independent communication protocol, while private Fi…

cs.CR2025★ 2 cited

Testbed and Software Architecture for Enhancing Security in Industrial Private 5G Networks

Song Son Ha, Florian Foerster, Thomas Robert Doebbert +3

In the era of Industry 4.0, the growing need for secure and efficient communication systems has driven the development of fifth-generation (5G) networks characterized by extremely…