1 code implementation • 24 May 2023 • Andreas Bott, Tim Janke, Florian Steinke
Flexible district heating grids form an important part of future, low-carbon energy systems.
1 code implementation • 26 Sep 2022 • Jieyu Chen, Tim Janke, Florian Steinke, Sebastian Lerch
Ensemble weather forecasts based on multiple runs of numerical weather prediction models typically show systematic errors and require post-processing to obtain reliable forecasts.
no code implementations • 24 Mar 2022 • Mario Beykirch, Tim Janke, Florian Steinke
For bidding curve optimization, pairwise or full joint distributions are necessary except for specific cases.
1 code implementation • NeurIPS 2021 • Tim Janke, Mohamed Ghanmi, Florian Steinke
Copulas are a powerful tool for modeling multivariate distributions as they allow to separately estimate the univariate marginal distributions and the joint dependency structure.
1 code implementation • 27 May 2020 • Tim Janke, Florian Steinke
As our method works on top of an ensemble of domain-specific expert models, it can readily be deployed to other forecasting tasks.