1 code implementation • 20 Apr 2024 • Ignasi Ventura Nadal, Jochen Stiasny, Spyros Chatzivasileiadis
This paper introduces the first natural step to remove the barriers for using PINNs in time-domain simulations: it proposes the first method to integrate PINNs in conventional numerical solvers.
1 code implementation • 21 Apr 2023 • Ignasi Ventura Nadal, Samuel Chevalier
However, generating training datasets that accurately represent the many possible combinations of these active constraints is a particularly challenging task, especially within the realm of nonlinear AC Optimal Power Flow (OPF), since most active constraints cannot be enforced explicitly.
1 code implementation • 24 Jun 2022 • Ignasi Ventura Nadal, Samuel Chevalier
This paper provides a systematic investigation into the various nonlinear objective functions which can be used to explore the feasible space associated with the optimal power flow problem.