Autonomous Attack Mitigation for Industrial Control Systems

no code implementations • 3 Nov 2021 • John Mern, Kyle Hatch, Ryan Silva, Cameron Hickert, Tamim Sookoor, Mykel J. Kochenderfer

The proposed deep reinforcement learning approach outperforms a fully automated playbook method in simulation, taking less disruptive actions while also defending more nodes on the network.

Decision Making reinforcement-learning +1

Reinforcement Learning for Industrial Control Network Cyber Security Orchestration

no code implementations • 9 Jun 2021 • John Mern, Kyle Hatch, Ryan Silva, Jeff Brush, Mykel J. Kochenderfer

Defending computer networks from cyber attack requires coordinating actions across multiple nodes based on imperfect indicators of compromise while minimizing disruptions to network operations.

reinforcement-learning Reinforcement Learning (RL)