Search Results for author: Ioannis Boukas

Found 5 papers, 2 papers with code

Probabilistic Forecasting of Imbalance Prices in the Belgian Context

no code implementations9 Jun 2021 Jonathan Dumas, Ioannis Boukas, Miguel Manuel de Villena, Sébastien Mathieu, Bertrand Cornélusse

This matrix is then used to infer the imbalance prices since the net regulation volume can be related to the level of reserves activated and the corresponding marginal prices for each activation level are published by the Belgian Transmission System Operator one day before electricity delivery.

Gaussian Processes

Allocation of locally generated electricity in renewable energy communities

no code implementations9 Sep 2020 Miguel Manuel de Villena, Samy Aittahar, Sebastien Mathieu, Ioannis Boukas, Eric Vermeulen, Damien Ernst

Local electricity markets represent a way of supplementing traditional retailing contracts for end consumers -- among these markets, the renewable energy community has gained momentum over the last few years.

Jointly Learning Environments and Control Policies with Projected Stochastic Gradient Ascent

1 code implementation2 Jun 2020 Adrien Bolland, Ioannis Boukas, Mathias Berger, Damien Ernst

We assess the performance of our algorithm in three environments concerned with the design and control of a mass-spring-damper system, a small-scale off-grid power system and a drone, respectively.

Policy Gradient Methods reinforcement-learning +1

A Deep Reinforcement Learning Framework for Continuous Intraday Market Bidding

no code implementations13 Apr 2020 Ioannis Boukas, Damien Ernst, Thibaut Théate, Adrien Bolland, Alexandre Huynen, Martin Buchwald, Christelle Wynants, Bertrand Cornélusse

In this paper, we propose a novel modelling framework for the strategic participation of energy storage in the European continuous intraday market where exchanges occur through a centralized order book.

Decision Making reinforcement-learning +1

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