Industrial Control Systems Network Mapping and Data Analytics for Cybersecurity

Brian Kelley | 19-ERD-021

Executive Summary

We are exploring applying machine learning to the discovery and prediction of network and host properties of systems that monitor, control, and automate industrial processes such as electricity generation, transmission, and distribution. Automated methods for the detailed characterization of such networks and hosts is a necessary first step towards improving the cybersecurity of our nation's critical infrastructure.

Publications, Presentations, and Patents

Kelley, B. M. 2020. "Machine Learning for Mapping Industrial Control Systems: New Discovery Methods for Infrastructure Cybersecurity." Computing ERC (postponed), Livermore CA. LLNL-POST-806197

Chakraborty, I., et al. 2020. "Performance Evaluation of Network Flow and Device Classification Using Network Features and Device Embeddings." LLNL-TR-814977