152 citations
- University of the Basque CountryES17 papers
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Showing 2025 · cs.LGShow all
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cs.LG2025★ 10 cited
Optimizing Energy Management of Smart Grid using Reinforcement Learning aided by Surrogate models built using Physics-informed Neural Networks
Julen Cestero, Carmine Delle Femine, Kenji S. Muro +2
Optimizing the energy management within a smart grids scenario presents significant challenges, primarily due to the complexity of real-world systems and the intricate interactions…
cs.LG2025
Building surrogate models using trajectories of agents trained by Reinforcement Learning
Julen Cestero, Marco Quartulli, Marcello Restelli
Sample efficiency in the face of computationally expensive simulations is a common concern in surrogate modeling. Current strategies to minimize the number of samples needed are no…