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Jun 2, 2026Surrogate models for groundwater flow simulations
Datasets (raw and prepared) and trained models for modeling heat plume interactions in a bottom-up approach of small building blocks. It contains data for the publication "Efficient Two-Stage Modeling of Heat Plume Interactions of Geothermal Heat Pumps in Shallow Aquifers Using Convolutional Neural Networks", projects, and student theses that build... |
May 20, 2026PN 6
We investigate computation through the lens of dynamical systems, unifying physical processes and machine learning. By treating both hardware and algorithms as evolving dynamical systems, we leverage natural physical dynamics - such as relaxation to stable states and phase transitions - as a foundation for robust, efficient computation. Our work sh... |
Apr 14, 2026Surrogate models for groundwater flow simulations
This dataverse contains the datasets for all steps of our stepwise benchmark based on input data from the region of Munich. The first step starts with a single heat pump in a heterogeneous 2D subsurface aquifer with seasonal operational pump parameters. The second step contains two potentially interacting heat plumes and fewer data points due to th... |
Dataverse of the Blasco group in the GRK 2948. |
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Dataverse of the Ludwigs group in the GRK 2948. |
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Dataverse of the Zaumseil group in the GRK 2948. |
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Dataverse of the Deschler group in the GRK 2948. |
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Dataverse of the Kemerink group in the GRK 2948. |
