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71 to 80 of 25,626 Results

Step 2: Two Interacting Heat Plumes Sep 17, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling Pelzer, Julia; Böttcher, Fabian, 2026, "Step 2: Two Interacting Heat Plumes", https://doi.org/10.18419/DARUS-5807, DaRUS, V5 This dataset serves as training data for modeling the temperature field emanating from open-loop groundwater heat pumps. The dataset was simulated in 2D with Feflow using cut-outs from interpolated hydrogeological measurements of the Munich, Germany, region. Heat pump locations are chosen based on realistic positions, and extraction rates are adapt...
README.md Sep 17, 2026 - Step 2: Two Interacting Heat Plumes Markdown Text - 12.0 KB - MD5: 835baa733f8e07953cd33d5c1f5866e9 overall readme file for the whole dataverse
Step 3: Scaled-up Domain and Interactions of Heat Plumes Sep 17, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling Pelzer, Julia; Böttcher, Fabian, 2026, "Step 3: Scaled-up Domain and Interactions of Heat Plumes", https://doi.org/10.18419/DARUS-5808, DaRUS, V4 This dataset serves as training data for modeling the temperature field emanating from open-loop groundwater heat pumps. The dataset was simulated in 2D with Feflow using cut-outs from interpolated hydrogeological measurements of the Munich, Germany, region. Heat pump locations are chosen based on realistic positions, and extraction rates are adapt...
README.md Sep 17, 2026 - Step 3: Scaled-up Domain and Interactions of Heat Plumes Markdown Text - 12.0 KB - MD5: 835baa733f8e07953cd33d5c1f5866e9 overall readme file for the whole dataverse
Step 3b: Scaling Benchmarking Data Sep 17, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling Pelzer, Julia; Böttcher, Fabian, 2026, "Step 3b: Scaling Benchmarking Data", https://doi.org/10.18419/DARUS-6304, DaRUS, V3 This dataset serves as test data only to benchmark the scaling abilities of models for predicting the temperature field emanating from open-loop groundwater heat pumps. The dataset was simulated in 2D with Feflow using cut-outs from interpolated hydrogeological measurements of the Munich, Germany, region. Heat pump locations are chosen based on rea...
README.md Sep 17, 2026 - Step 3b: Scaling Benchmarking Data Markdown Text - 12.0 KB - MD5: 835baa733f8e07953cd33d5c1f5866e9 overall readme file for the whole dataverse
Steps 1-3b: Raw Simulation Data Sep 17, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling Pelzer, Julia; Böttcher, Fabian, 2026, "Steps 1-3b: Raw Simulation Data", https://doi.org/10.18419/DARUS-5920, DaRUS, V4 This dataset contains unprocessed simulation data of modeling heat flow from open-loop groundwater heat pumps. The dataset was simulated in 2D with Feflow using cut-outs from interpolated hydrogeological measurements of the Munich, Germany, region. Heat pump locations are chosen based on realistic positions, and extraction rates are adapted to fit...
README.md Sep 17, 2026 - Steps 1-3b: Raw Simulation Data Markdown Text - 12.0 KB - MD5: 835baa733f8e07953cd33d5c1f5866e9 overall readme file for the whole dataverse
All Steps: Pretrained Models Sep 14, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling Pelzer, Julia; Kotchourko, Serge, 2026, "All Steps: Pretrained Models", https://doi.org/10.18419/DARUS-6436, DaRUS, V1 Pretrained models for "Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling" This dataset contains the pretrained baseline models, namely CNO, ConvNeXt U-Net, DPOT, LGCNN, scOT, TFNO, and U-Net. A model is trained under a fixed budget on all three training steps in the benchmark and included if training is technically possible under...
examples_allMo_allD_norm2.pdf Sep 14, 2026 - All Steps: Pretrained Models Adobe PDF - 167.5 KB - MD5: 0223746cb1155548f3df14fdb514a9e6

Step 2: Two Interacting Heat Plumes

Sep 17, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling

Pelzer, Julia; Böttcher, Fabian, 2026, "Step 2: Two Interacting Heat Plumes", https://doi.org/10.18419/DARUS-5807, DaRUS, V5

This dataset serves as training data for modeling the temperature field emanating from open-loop groundwater heat pumps. The dataset was simulated in 2D with Feflow using cut-outs from interpolated hydrogeological measurements of the Munich, Germany, region. Heat pump locations are chosen based on realistic positions, and extraction rates are adapt...

README.md

Sep 17, 2026 - Step 2: Two Interacting Heat Plumes

Markdown Text - 12.0 KB -

overall readme file for the whole dataverse

Step 3: Scaled-up Domain and Interactions of Heat Plumes

Sep 17, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling

Pelzer, Julia; Böttcher, Fabian, 2026, "Step 3: Scaled-up Domain and Interactions of Heat Plumes", https://doi.org/10.18419/DARUS-5808, DaRUS, V4

README.md

Sep 17, 2026 - Step 3: Scaled-up Domain and Interactions of Heat Plumes

Markdown Text - 12.0 KB -

overall readme file for the whole dataverse

Step 3b: Scaling Benchmarking Data

Sep 17, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling

Pelzer, Julia; Böttcher, Fabian, 2026, "Step 3b: Scaling Benchmarking Data", https://doi.org/10.18419/DARUS-6304, DaRUS, V3

This dataset serves as test data only to benchmark the scaling abilities of models for predicting the temperature field emanating from open-loop groundwater heat pumps. The dataset was simulated in 2D with Feflow using cut-outs from interpolated hydrogeological measurements of the Munich, Germany, region. Heat pump locations are chosen based on rea...

README.md

Sep 17, 2026 - Step 3b: Scaling Benchmarking Data

Markdown Text - 12.0 KB -

overall readme file for the whole dataverse

Steps 1-3b: Raw Simulation Data

Sep 17, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling

Pelzer, Julia; Böttcher, Fabian, 2026, "Steps 1-3b: Raw Simulation Data", https://doi.org/10.18419/DARUS-5920, DaRUS, V4

This dataset contains unprocessed simulation data of modeling heat flow from open-loop groundwater heat pumps. The dataset was simulated in 2D with Feflow using cut-outs from interpolated hydrogeological measurements of the Munich, Germany, region. Heat pump locations are chosen based on realistic positions, and extraction rates are adapted to fit...

README.md

Sep 17, 2026 - Steps 1-3b: Raw Simulation Data

Markdown Text - 12.0 KB -

overall readme file for the whole dataverse

All Steps: Pretrained Models

Sep 14, 2026 - Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling

Pelzer, Julia; Kotchourko, Serge, 2026, "All Steps: Pretrained Models", https://doi.org/10.18419/DARUS-6436, DaRUS, V1

Pretrained models for "Stepwise Benchmarking: Data-Scarce Groundwater Heat Pumps' Modeling" This dataset contains the pretrained baseline models, namely CNO, ConvNeXt U-Net, DPOT, LGCNN, scOT, TFNO, and U-Net. A model is trained under a fixed budget on all three training steps in the benchmark and included if training is technically possible under...

examples_allMo_allD_norm2.pdf

Sep 14, 2026 - All Steps: Pretrained Models

Adobe PDF - 167.5 KB -

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