25 citations · 58 across the 4 of their papers we have counts for
5 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…
Classification of load forecasting studies by forecasting problem to select load forecasting techniques and methodologies
Jonathan Dumas, Bertrand Cornélusse
The key contribution of this paper is to propose a classification into two dimensions of the load forecasting studies to decide which forecasting tools to use in which case. This c…