no code implementations • 21 Oct 2021 • Antoine Marot, Benjamin Donnot, Karim Chaouache, Adrian Kelly, Qiuhua Huang, Ramij-Raja Hossain, Jochen L. Cremer
We first advance an agent with the ability to send to the operator alarms ahead of time when the proposed actions are of low confidence.
no code implementations • 2 Mar 2021 • Antoine Marot, Benjamin Donnot, Gabriel Dulac-Arnold, Adrian Kelly, Aïdan O'Sullivan, Jan Viebahn, Mariette Awad, Isabelle Guyon, Patrick Panciatici, Camilo Romero
Motivated to investigate the potential of AI methods in enabling adaptability in power network operation, we have designed a L2RPN challenge to encourage the development of reinforcement learning solutions to key problems present in the next-generation power networks.
no code implementations • 16 Mar 2020 • Adrian Kelly, Aidan O'Sullivan, Patrick de Mars, Antoine Marot
This paper presents the background material required for the Learning to Run Power Networks Challenge.