4 citations · 4 across the 2 of their papers we have counts for
4 papers
Reimagining Demand-Side Management with Mean Field Learning
Bianca Marin Moreno, Margaux Brégère, Pierre Gaillard +1
Integrating renewable energy into the power grid while balancing supply and demand is a complex issue, given its intermittent nature. Demand side management (DSM) offers solutions…
Simulating Tariff Impact in Electrical Energy Consumption Profiles with Conditional Variational Autoencoders
Margaux Brégère, Ricardo J. Bessa
The implementation of efficient demand response (DR) programs for household electricity consumption would benefit from data-driven methods capable of simulating the impact of diffe…
Online Hierarchical Forecasting for Power Consumption Data
Margaux Brégère, Malo Huard
We study the forecasting of the power consumptions of a population of households and of subpopulations thereof. These subpopulations are built according to location, to exogenous i…
Target Tracking for Contextual Bandits: Application to Demand Side Management
Margaux Brégère, Pierre Gaillard, Yannig Goude +1
We propose a contextual-bandit approach for demand side management by offering price incentives. More precisely, a target mean consumption is set at each round and the mean consump…