no code implementations • 16 Feb 2023 • Kyle Davis, Raphael Leiteritz, Dirk Pflüger, Miriam Schulte
The ability for groundwater heat pumps to meet space heating and cooling demands without relying on fossil fuels, has prompted their mass roll out in dense urban environments.
2 code implementations • 13 Oct 2022 • Makoto Takamoto, Timothy Praditia, Raphael Leiteritz, Dan MacKinlay, Francesco Alesiani, Dirk Pflüger, Mathias Niepert
With those metrics we identify tasks which are challenging for recent ML methods and propose these tasks as future challenges for the community.
no code implementations • 29 Mar 2022 • Raphael Leiteritz, Kyle Davis, Miriam Schulte, Dirk Pflüger
Climate control of buildings makes up a significant portion of global energy consumption, with groundwater heat pumps providing a suitable alternative.
no code implementations • 10 Dec 2021 • Raphael Leiteritz, Dirk Pflüger
The advent of scientific machine learning (SciML) has opened up a new field with many promises and challenges in the field of simulation science by developing approaches at the interface of physics- and data-based modelling.
no code implementations • 10 Dec 2021 • Raphael Leiteritz, Patrick Buchfink, Bernard Haasdonk, Dirk Pflüger
Neural networks can be used as surrogates for PDE models.
no code implementations • 17 Nov 2021 • Raphael Leiteritz, Marcel Hurler, Dirk Pflüger
The interface between data-driven learning methods and classical simulation poses an interesting field offering a multitude of new applications.
