Stuttgart Center for Simulation Science (SC SimTech)

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41 to 50 of 20,142 Results

vanillaUNet.zip Jul 4, 2025 - Trained Models on Synthetic Permeability Fields, 3+1 Data Points ZIP Archive - 697.8 MB - MD5: 197acd0a0e1ae1cfe78aa0367dfea382
Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 101 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 + Synthetic Permeability Fields, Simulation - Raw, 101 Data Points", https://doi.org/10.18419/DARUS-5064, 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 101 data points, each consisting of one simulation run until a quasi-steady state is reached. Each data point measures 12.8 km...
dataset_giant_square_100hp_varyK_101dp.zip Jul 4, 2025 - Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 101 Data Points ZIP Archive - 152.0 GB - MD5: 220d3d6b7c991f7c6ca0c7e9b3492d83 Data
Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport(Universität Stuttgart) Jun 26, 2025Surrogate models for groundwater flow simulations Raw and prepared datasets and trained models for the publication "Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport", including randomized and real permeability fields, on different domain sizes (12.8kmx12.8km and double the size for scaling tests); DDUNet- and LGCNN architectures
Coupled thermo-mechanical simulation results of a finite element discbrake Jun 23, 2025 - PN 7-6 Kneifl, Jonas; Rettberg, Johannes; Fehr, Jörg, 2024, "Coupled thermo-mechanical simulation results of a finite element discbrake", https://doi.org/10.18419/DARUS-4418, DaRUS, V3 Simulation Results of a Finite Element Discbrake This dataset contains simulation results from a finite element (FE) model of a heated disc brake, represented in two configurations: Simple Discbrake A lower-resolution FE model featuring a single heated area. 1 layer, 60 elements, 146 nodes 7 degrees of freedom (DOFs) per node, 998 DOFs in total Dis...
disc_brake_with_hole_ref_coords.npy Jun 23, 2025 - Coupled thermo-mechanical simulation results of a finite element discbrake Unknown - 52.9 KB - MD5: 8547b920101bde623ee11bf11abb304e Data
allmin: A Reduced Human All-Body Model Jun 3, 2025 - demoa Walter, Johannes R.; Wochner, Isabell; Jacob, Marc; Stollenmaier, Katrin; Lerge, Patrick; Schmitt, Syn, 2022, "allmin: A Reduced Human All-Body Model", https://doi.org/10.18419/DARUS-2982, DaRUS, V3 A reduced all-body model parametrised using generic literature data for the geometry of the skeleton including attachment points for ligaments and muscles. This allmin model consists of a musculoskeletal model of the human body with 20 degrees of freedom actuated by 36 muscles. The model is prepared to run muscle-driven simulation. The file contain...
allmin-3.0.tgz Jun 3, 2025 - allmin: A Reduced Human All-Body Model TAR Archive - 71.1 KB - MD5: 6e0d484243db14d4bed0db1b5fd93d21
LICENSE Jun 3, 2025 - allmin: A Reduced Human All-Body Model Plain Text - 1.5 KB - MD5: 1cd608add5724e6f8e1cc9bb99cee225
README.md Jun 3, 2025 - allmin: A Reduced Human All-Body Model Markdown Text - 1.9 KB - MD5: a28d7b07e57e74c877b5d53513a07a7d

vanillaUNet.zip

Jul 4, 2025 - Trained Models on Synthetic Permeability Fields, 3+1 Data Points

ZIP Archive - 697.8 MB -

Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 101 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 + Synthetic Permeability Fields, Simulation - Raw, 101 Data Points", https://doi.org/10.18419/DARUS-5064, 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 101 data points, each consisting of one simulation run until a quasi-steady state is reached. Each data point measures 12.8 km...

dataset_giant_square_100hp_varyK_101dp.zip

Jul 4, 2025 - Datasets: 100 Heat Pumps + Synthetic Permeability Fields, Simulation - Raw, 101 Data Points

ZIP Archive - 152.0 GB -

Data

Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport(Universität Stuttgart)

Jun 26, 2025Surrogate models for groundwater flow simulations

Raw and prepared datasets and trained models for the publication "Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport", including randomized and real permeability fields, on different domain sizes (12.8kmx12.8km and double the size for scaling tests); DDUNet- and LGCNN architectures

Coupled thermo-mechanical simulation results of a finite element discbrake

Jun 23, 2025 - PN 7-6

Kneifl, Jonas; Rettberg, Johannes; Fehr, Jörg, 2024, "Coupled thermo-mechanical simulation results of a finite element discbrake", https://doi.org/10.18419/DARUS-4418, DaRUS, V3

Simulation Results of a Finite Element Discbrake This dataset contains simulation results from a finite element (FE) model of a heated disc brake, represented in two configurations: Simple Discbrake A lower-resolution FE model featuring a single heated area. 1 layer, 60 elements, 146 nodes 7 degrees of freedom (DOFs) per node, 998 DOFs in total Dis...

disc_brake_with_hole_ref_coords.npy

Jun 23, 2025 - Coupled thermo-mechanical simulation results of a finite element discbrake

Unknown - 52.9 KB -

Data

allmin: A Reduced Human All-Body Model

Jun 3, 2025 - demoa

Walter, Johannes R.; Wochner, Isabell; Jacob, Marc; Stollenmaier, Katrin; Lerge, Patrick; Schmitt, Syn, 2022, "allmin: A Reduced Human All-Body Model", https://doi.org/10.18419/DARUS-2982, DaRUS, V3

A reduced all-body model parametrised using generic literature data for the geometry of the skeleton including attachment points for ligaments and muscles. This allmin model consists of a musculoskeletal model of the human body with 20 degrees of freedom actuated by 36 muscles. The model is prepared to run muscle-driven simulation. The file contain...

allmin-3.0.tgz

Jun 3, 2025 - allmin: A Reduced Human All-Body Model

TAR Archive - 71.1 KB -

LICENSE

Jun 3, 2025 - allmin: A Reduced Human All-Body Model

Plain Text - 1.5 KB -

README.md

Jun 3, 2025 - allmin: A Reduced Human All-Body Model

Markdown Text - 1.9 KB -

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