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License: CC BY 4.0

1 to 10 of 64,059 Results

Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 3 + 1 Data Points Jul 4, 2025 - Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport Pelzer, Julia, 2024, "Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 3 + 1 Data Points", https://doi.org/10.18419/DARUS-4156, DaRUS, V2 This data set serves as training and testing data for modelling the temperature field emanating from open loop groundwater heat pumps (100, randomly placed). It is simulated with Pflotran and saved in h5 format. It contains 3 + 1 data points, each consisting of one simulation run until a quasi-steady state is reached. Each data point measures 12.8...
random_perm_1dp_scaling.zip Jul 4, 2025 - Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 3 + 1 Data Points ZIP Archive - 4.6 GB - MD5: 761dfad1d1ad984f37446b19b86c6f4b
random_perm_3dp.zip Jul 4, 2025 - Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 3 + 1 Data Points ZIP Archive - 3.3 GB - MD5: 4070f1a472a86507054a38471db90b0c
Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points Jul 4, 2025 - Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport Pelzer, Julia, 2025, "Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points", https://doi.org/10.18419/DARUS-5065, DaRUS, V1 This data set serves as training and testing data for modelling the temperature field emanating from open loop groundwater heat pumps (100, randomly placed). It is simulated with Pflotran and saved in h5 format. It contains 4 + 1 data points, each consisting of one simulation run until a quasi-steady state is reached. Each data point measures 12.8...
real_perm_1dp_scaling.zip Jul 4, 2025 - Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points ZIP Archive - 888.4 MB - MD5: f2d7758c557df9038bc82b216eefbd32
real_perm_4dp.zip Jul 4, 2025 - Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points ZIP Archive - 2.0 GB - MD5: e008c65555bf8e435ba84a678990236b
Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points Jul 4, 2025 - Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport Pelzer, Julia; Verburg, Corné, 2025, "Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points", https://doi.org/10.18419/DARUS-5081, DaRUS, V1 Models are trained with [git: DDUNet] on 101 data points (dp). Both, vanilla UNet and DDU-Net, can be applied directly end-to-end. For inference follow the guidelines of Heat Plume Prediction to prepare raw data, then apply the models as described in [git: DDUNet]. Based on raw data from https://doi.org/10.18419/darus-5064.
DDUNet_randomK101dp_full.zip Jul 4, 2025 - Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points ZIP Archive - 249.9 MB - MD5: 520c764c272ee8dd5f6696b7187cdd36
UNet_randomK101dp_full.zip Jul 4, 2025 - Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points ZIP Archive - 89.5 MB - MD5: 9c86832a36f3b724b630a0dcef078b72
DDUNet_randomK101dp_step1.zip Jul 4, 2025 - Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points ZIP Archive - 77.1 MB - MD5: 16bfb4fc226797cbba87899632b865bb

Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 3 + 1 Data Points

Jul 4, 2025 - Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport

Pelzer, Julia, 2024, "Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 3 + 1 Data Points", https://doi.org/10.18419/DARUS-4156, DaRUS, V2

This data set serves as training and testing data for modelling the temperature field emanating from open loop groundwater heat pumps (100, randomly placed). It is simulated with Pflotran and saved in h5 format. It contains 3 + 1 data points, each consisting of one simulation run until a quasi-steady state is reached. Each data point measures 12.8...

random_perm_1dp_scaling.zip

Jul 4, 2025 - Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 3 + 1 Data Points

ZIP Archive - 4.6 GB -

random_perm_3dp.zip

Jul 4, 2025 - Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 3 + 1 Data Points

ZIP Archive - 3.3 GB -

Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points

Jul 4, 2025 - Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport

Pelzer, Julia, 2025, "Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points", https://doi.org/10.18419/DARUS-5065, DaRUS, V1

This data set serves as training and testing data for modelling the temperature field emanating from open loop groundwater heat pumps (100, randomly placed). It is simulated with Pflotran and saved in h5 format. It contains 4 + 1 data points, each consisting of one simulation run until a quasi-steady state is reached. Each data point measures 12.8...

real_perm_1dp_scaling.zip

Jul 4, 2025 - Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points

ZIP Archive - 888.4 MB -

real_perm_4dp.zip

Jul 4, 2025 - Datasets: 100 Heat Pumps + Real Permeability Fields, Simulation - Raw, 4 + 1 Data Points

ZIP Archive - 2.0 GB -

Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points

Jul 4, 2025 - Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport

Pelzer, Julia; Verburg, Corné, 2025, "Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points", https://doi.org/10.18419/DARUS-5081, DaRUS, V1

Models are trained with [git: DDUNet] on 101 data points (dp). Both, vanilla UNet and DDU-Net, can be applied directly end-to-end. For inference follow the guidelines of Heat Plume Prediction to prepare raw data, then apply the models as described in [git: DDUNet]. Based on raw data from https://doi.org/10.18419/darus-5064.

DDUNet_randomK101dp_full.zip

Jul 4, 2025 - Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points

ZIP Archive - 249.9 MB -

UNet_randomK101dp_full.zip

Jul 4, 2025 - Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points

ZIP Archive - 89.5 MB -

DDUNet_randomK101dp_step1.zip

Jul 4, 2025 - Trained Vanilla Models on Synthetic Permeability Fields, 101 Data Points

ZIP Archive - 77.1 MB -

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