Robbie McGugan

Multi-agent reinforcement learning for DoS mitigation in industrial control systems

A multi-agent reinforcement learning (MARL) framework that utilises software-defined networking (SDN) to achieve near real-time mitigation of DoS attacks targeting ICS networks, and exploits the scalability benefits of hierarchical learning to provide more granular agent decision making through a composite action space...