Climate Change Impacts on Energy Systems

How does climate change impact a renewable energy system?

Sustainable ML

How can we assess and improve the sustainability of machine learning models?

Probabilistic Forecasting

How can we reliably predict time series in complex systems under uncertainty?

Statistical, Physical Information and Modularity

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

Demand Side Flexibility & Markets

How can we recognise, promote and use flexibility on the demand side?


BMBF funded research project: Machine Learning in Complex Systems under Uncertainty