25 citations · 25 across the 4 of their papers we have counts for
4 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…
Jointly Learning Environments and Control Policies with Projected Stochastic Gradient Ascent
Adrien Bolland, Ioannis Boukas, Mathias Berger +1
We consider the joint design and control of discrete-time stochastic dynamical systems over a finite time horizon. We formulate the problem as a multi-step optimization problem und…
Lifelong Control of Off-grid Microgrid with Model Based Reinforcement Learning
Simone Totaro, Ioannis Boukas, Anders Jonsson +1
The lifelong control problem of an off-grid microgrid is composed of two tasks, namely estimation of the condition of the microgrid devices and operational planning accounting for…
A Deep Reinforcement Learning Framework for Continuous Intraday Market Bidding
Ioannis Boukas, Damien Ernst, Thibaut Théate +5
The large integration of variable energy resources is expected to shift a large part of the energy exchanges closer to real-time, where more accurate forecasts are available. In th…