130 citations · 230 across the 8 of their papers we have counts for
4 papers · 1 filter
Probabilistic Forecasting of Imbalance Prices in the Belgian Context
Jonathan Dumas, Ioannis Boukas, Miguel Manuel de Villena +2
Forecasting imbalance prices is essential for strategic participation in the short-term energy markets. A novel two-step probabilistic approach is proposed, with a particular focus…
Deep learning-based multi-output quantile forecasting of PV generation
Jonathan Dumas, Colin Cointe, Xavier Fettweis +1
This paper develops probabilistic PV forecasters by taking advantage of recent breakthroughs in deep learning. It tailored forecasting tool, named encoder-decoder, is implemented t…
Stochastic and deterministic formulations for capacity firming nominations
Jonathan Dumas, Bertrand Cornélusse, Antonello Giannitrapani +2
This paper addresses the energy management of a grid-connected photovoltaic plant coupled with a battery energy storage device, within the capacity firming specifications of the Fr…
Coordination of operational planning and real-time optimization in microgrids
Jonathan Dumas, Selmane Dakir, Clément Liu +1
Hierarchical microgrid control levels range from distributed device level controllers that run at a high frequency to centralized controllers optimizing market integration that run…