57 citations · 84 across the 6 of their papers we have counts for
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physics.flu-dyn2023★ 2 cited
Deep learning based surrogate modeling for thermal plume prediction of groundwater heat pumps
Kyle Davis, Raphael Leiteritz, Dirk Pflüger +1
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. In r…
physics.flu-dyn2021★ 15 cited
Learning Free-Surface Flow with Physics-Informed Neural Networks
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. In this work, we build on the notio…