3 papers
cs.LG2025
Study Design and Demystification of Physics Informed Neural Networks for Power Flow Simulation
Milad Leyli-abadi, Antoine Marot, Jérôme Picault
In the context of the energy transition, with increasing integration of renewable sources and cross-border electricity exchanges, power grids are encountering greater uncertainty a…
cs.CY2025
A Conceptual Framework for AI-based Decision Systems in Critical Infrastructures
Milad Leyli-abadi, Ricardo J. Bessa, Jan Viebahn +13
The interaction between humans and AI in safety-critical systems presents a unique set of challenges that remain partially addressed by existing frameworks. These challenges stem f…
cs.LG2025
Machine Learning for Physical Simulation Challenge Results and Retrospective Analysis: Power Grid Use Case
Milad Leyli-Abadi, Jérôme Picault, Antoine Marot +7
This paper addresses the growing computational challenges of power grid simulations, particularly with the increasing integration of renewable energy sources like wind and solar. A…