2 papers
cs.LG2025
Gaussian process surrogate model to approximate power grid simulators -- An application to the certification of a congestion management controller
Pierre Houdouin, Lucas Saludjian
With the digitalization of power grids, physical equations become insufficient to describe the network's behavior, and realistic but time-consuming simulators must be used. Numeric…
stat.AP2024
Certification of MPC-based zonal controller security properties using accuracy-aware machine learning proxies
Pierre Houdouin, Manuel Ruiz, Patrick Panciatici
The fast growth of renewable energies increases the power congestion risk. To address this issue, the French Transmission System Operator (RTE) has developed closed-loop controller…