67 citations · 119 across the 4 of their papers we have counts for
4 papers · 1 filter
Adversarial Training for a Continuous Robustness Control Problem in Power Systems
Loïc Omnes, Antoine Marot, Benjamin Donnot
We propose a new adversarial training approach for injecting robustness when designing controllers for upcoming cyber-physical power systems. Previous approaches relying deeply on…
Optimization of computational budget for power system risk assessment
Benjamin Donnot, Isabelle Guyon, Antoine Marot +2
We address the problem of maintaining high voltage power transmission networks in security at all time, namely anticipating exceeding of thermal limit for eventual single line disc…
Fast Power system security analysis with Guided Dropout
Benjamin Donnot, Isabelle Guyon, Marc Schoenauer +2
We propose a new method to efficiently compute load-flows (the steady-state of the power-grid for given productions, consumptions and grid topology), substituting conventional simu…
Introducing machine learning for power system operation support
Benjamin Donnot, Isabelle Guyon, Marc Schoenauer +2
We address the problem of assisting human dispatchers in operating power grids in today's changing context using machine learning, with theaim of increasing security and reducing c…