25 citations · 58 across the 6 of their papers we have counts for
8 papers
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…
Probabilistic forecasting for sizing in the capacity firming framework
Jonathan Dumas, Bertrand Cornélusse, Xavier Fettweis +3
This paper proposes a strategy to size a grid-connected photovoltaic plant coupled with a battery energy storage device within the \textit{capacity firming} specifications of the F…
A deep generative model for probabilistic energy forecasting in power systems: normalizing flows
Jonathan Dumas, Antoine Wehenkel Damien Lanaspeze, Bertrand Cornélusse +1
Greater direct electrification of end-use sectors with a higher share of renewables is one of the pillars to power a carbon-neutral society by 2050. However, in contrast to convent…