Research Areas

Probabilistic Energy Forecasting

Probabilistic Energy Forecasting

How can we predict energy demand and supply, while assessing the uncertainty?

Statistical Information and Data Representation in Deep Neural Networks

Statistical Information and Data Representation in Deep Neural Networks

How can we include statistical information such as seasonality, trends or concept drifts into DNNs to improve forecasting?

Pattern Recognition in Energy Time Series

Pattern Recognition in Energy Time Series

How can we find standard patterns in energy time series to help size storage systems, or detect flexibility potentials?