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Data Generation: Simulation

1 to 10 of 10 Results

Raw Simulation Datasets for Extending Heat Plumes Apr 9, 2024 - Surrogate models for groundwater flow simulations Pelzer, Julia, 2024, "Raw Simulation Datasets for Extending Heat Plumes", https://doi.org/10.18419/darus-4133, DaRUS, V1 These data sets serve as training and testing data for modelling the extension of temperature field emanating from one groundwater heat pump. There are simulated with Pflotran and saved in h5 format. The data set for training is called "dataset_medium_k_3e-10_1000dp". It contains...
PDEBench Datasets Feb 13, 2024 - SciML PDE Benchmark Takamoto, Makoto; Praditia, Timothy; Leiteritz, Raphael; MacKinlay, Dan; Alesiani, Francesco; Pflüger, Dirk; Niepert, Mathias, 2022, "PDEBench Datasets", https://doi.org/10.18419/darus-2986, DaRUS, V8 This dataset contains benchmark data, generated with numerical simulation based on different PDEs, namely 1D advection, 1D Burgers', 1D and 2D diffusion-reaction, 1D diffusion-sorption, 1D, 2D, and 3D compressible Navier-Stokes, 2D Darcy flow, and 2D shallow water equation. This...
Replication Data for: Constraint-aware neural networks for Riemann problems Jan 11, 2024 Magiera, Jim M., 2024, "Replication Data for: Constraint-aware neural networks for Riemann problems", https://doi.org/10.18419/darus-3869, DaRUS, V1 Data sets of the article "Constraint-aware neural networks for Riemann problems", consisting of training and test data sets for Riemann solutions of the cubic flux model, an isothermal two-phase model, and the Euler equations for an ideal gas. You can find detailed information in...
Dataset: Single Heat Pump Simulation - Prepared "Learn Params", 100 Data Points Sep 6, 2023 - Surrogate models for groundwater flow simulations Pelzer, Julia, 2023, "Dataset: Single Heat Pump Simulation - Prepared "Learn Params", 100 Data Points", https://doi.org/10.18419/darus-3653, DaRUS, V1 This data set serves as training data for modelling the temperature field emanating from a groundwater heat pump. It is simulated with Pflotran, preprocessed with python and saved in pt-format. It contains 100 data points, each consisting of one simulation run after 5 years - so...
Dataset: Two Heat Pumps Simulation - Raw, 1000 Data Points Sep 6, 2023 - Surrogate models for groundwater flow simulations Pelzer, Julia, 2023, "Dataset: Two Heat Pumps Simulation - Raw, 1000 Data Points", https://doi.org/10.18419/darus-3652, DaRUS, V1 This data set serves as training data for modelling the temperature field emanating from two groundwater heat pumps (one fixed, one randomly placed). It is simulated with Pflotran and saved in h5 format. It contains 1000 data points, each consisting of one simulation run until a...
Dataset: Two Heat Pumps Simulation - Raw, 100 Data Points Sep 6, 2023 - Surrogate models for groundwater flow simulations Pelzer, Julia, 2023, "Dataset: Two Heat Pumps Simulation - Raw, 100 Data Points", https://doi.org/10.18419/darus-3651, DaRUS, V1 This data set serves as training data for modelling the temperature field emanating from two groundwater heat pumps (one fixed, one randomly placed). It is simulated with Pflotran and saved in h5 format. It contains 100 data points, each consisting of one simulation run until a n...
Dataset: Single Heat Pump Simulation - Raw, 1000 Data Points Sep 6, 2023 - Surrogate models for groundwater flow simulations Pelzer, Julia, 2023, "Dataset: Single Heat Pump Simulation - Raw, 1000 Data Points", https://doi.org/10.18419/darus-3650, DaRUS, V1 This data set serves as training data for modelling the temperature field emanating from a groundwater heat pump. It is simulated with Pflotran and saved in h5 format. It contains 1000 data points, each consisting of one simulation run until a near steady state is reached. Each d...
Dataset: Single Heat Pump Simulation - Raw, 100 Data Points Sep 6, 2023 - Surrogate models for groundwater flow simulations Pelzer, Julia, 2023, "Dataset: Single Heat Pump Simulation - Raw, 100 Data Points", https://doi.org/10.18419/darus-3649, DaRUS, V1 This data set serves as training data for modelling the temperature field emanating from a groundwater heat pump. It is simulated with Pflotran and saved in h5 format. It contains 100 data points, each consisting of one simulation run until a near steady state is reached. Each da...
Replication Data for: Port-Hamiltonian Fluid-Structure Interaction Modeling and Structure-Preserving Model Order Reduction of a Classical Guitar Apr 5, 2023 Rettberg, Johannes; Wittwar, Dominik; Buchfink, Patrick; Brauchler, Alexander; Ziegler, Pascal; Fehr, Jörg; Haasdonk, Bernard, 2023, "Replication Data for: Port-Hamiltonian Fluid-Structure Interaction Modeling and Structure-Preserving Model Order Reduction of a Classical Guitar", https://doi.org/10.18419/darus-3248, DaRUS, V1 This dataset includes the system matrices in velocity formulation and a parallel coordinates plot of the sensitivity analysis from the paper titled "Port-Hamiltonian Fluid-Structure Interaction Modeling and Structure-Preserving Model Order Reduction of a Classical Guitar". The sy...
Replication Data for: Radial basis function interpolation with partition of unity for PyRBF Oct 26, 2022 Davis, Kyle; Schulte, Miriam, 2022, "Replication Data for: Radial basis function interpolation with partition of unity for PyRBF", https://doi.org/10.18419/darus-3183, DaRUS, V1, UNF:6:n9rIOI84ZodNZYhB8p26GQ== [fileUNF] The dataset provides the PyRBF python code to perform partition of unity radial basis function interpolation. This includes all meshes in VTK format and a post processing folder to generate the figures from provided results. The README provides further instructions. All software...

Raw Simulation Datasets for Extending Heat Plumes

Apr 9, 2024 - Surrogate models for groundwater flow simulations

Pelzer, Julia, 2024, "Raw Simulation Datasets for Extending Heat Plumes", https://doi.org/10.18419/darus-4133, DaRUS, V1

These data sets serve as training and testing data for modelling the extension of temperature field emanating from one groundwater heat pump. There are simulated with Pflotran and saved in h5 format. The data set for training is called "dataset_medium_k_3e-10_1000dp". It contains...

PDEBench Datasets

Feb 13, 2024 - SciML PDE Benchmark

Takamoto, Makoto; Praditia, Timothy; Leiteritz, Raphael; MacKinlay, Dan; Alesiani, Francesco; Pflüger, Dirk; Niepert, Mathias, 2022, "PDEBench Datasets", https://doi.org/10.18419/darus-2986, DaRUS, V8

This dataset contains benchmark data, generated with numerical simulation based on different PDEs, namely 1D advection, 1D Burgers', 1D and 2D diffusion-reaction, 1D diffusion-sorption, 1D, 2D, and 3D compressible Navier-Stokes, 2D Darcy flow, and 2D shallow water equation. This...

Replication Data for: Constraint-aware neural networks for Riemann problems

Jan 11, 2024

Magiera, Jim M., 2024, "Replication Data for: Constraint-aware neural networks for Riemann problems", https://doi.org/10.18419/darus-3869, DaRUS, V1

Data sets of the article "Constraint-aware neural networks for Riemann problems", consisting of training and test data sets for Riemann solutions of the cubic flux model, an isothermal two-phase model, and the Euler equations for an ideal gas. You can find detailed information in...

Dataset: Single Heat Pump Simulation - Prepared "Learn Params", 100 Data Points

Sep 6, 2023 - Surrogate models for groundwater flow simulations

Pelzer, Julia, 2023, "Dataset: Single Heat Pump Simulation - Prepared "Learn Params", 100 Data Points", https://doi.org/10.18419/darus-3653, DaRUS, V1

This data set serves as training data for modelling the temperature field emanating from a groundwater heat pump. It is simulated with Pflotran, preprocessed with python and saved in pt-format. It contains 100 data points, each consisting of one simulation run after 5 years - so...

Dataset: Two Heat Pumps Simulation - Raw, 1000 Data Points

Sep 6, 2023 - Surrogate models for groundwater flow simulations

Pelzer, Julia, 2023, "Dataset: Two Heat Pumps Simulation - Raw, 1000 Data Points", https://doi.org/10.18419/darus-3652, DaRUS, V1

This data set serves as training data for modelling the temperature field emanating from two groundwater heat pumps (one fixed, one randomly placed). It is simulated with Pflotran and saved in h5 format. It contains 1000 data points, each consisting of one simulation run until a...

Dataset: Two Heat Pumps Simulation - Raw, 100 Data Points

Sep 6, 2023 - Surrogate models for groundwater flow simulations

Pelzer, Julia, 2023, "Dataset: Two Heat Pumps Simulation - Raw, 100 Data Points", https://doi.org/10.18419/darus-3651, DaRUS, V1

This data set serves as training data for modelling the temperature field emanating from two groundwater heat pumps (one fixed, one randomly placed). It is simulated with Pflotran and saved in h5 format. It contains 100 data points, each consisting of one simulation run until a n...

Dataset: Single Heat Pump Simulation - Raw, 1000 Data Points

Sep 6, 2023 - Surrogate models for groundwater flow simulations

Pelzer, Julia, 2023, "Dataset: Single Heat Pump Simulation - Raw, 1000 Data Points", https://doi.org/10.18419/darus-3650, DaRUS, V1

This data set serves as training data for modelling the temperature field emanating from a groundwater heat pump. It is simulated with Pflotran and saved in h5 format. It contains 1000 data points, each consisting of one simulation run until a near steady state is reached. Each d...

Dataset: Single Heat Pump Simulation - Raw, 100 Data Points

Sep 6, 2023 - Surrogate models for groundwater flow simulations

Pelzer, Julia, 2023, "Dataset: Single Heat Pump Simulation - Raw, 100 Data Points", https://doi.org/10.18419/darus-3649, DaRUS, V1

This data set serves as training data for modelling the temperature field emanating from a groundwater heat pump. It is simulated with Pflotran and saved in h5 format. It contains 100 data points, each consisting of one simulation run until a near steady state is reached. Each da...

Replication Data for: Port-Hamiltonian Fluid-Structure Interaction Modeling and Structure-Preserving Model Order Reduction of a Classical Guitar

Apr 5, 2023

Rettberg, Johannes; Wittwar, Dominik; Buchfink, Patrick; Brauchler, Alexander; Ziegler, Pascal; Fehr, Jörg; Haasdonk, Bernard, 2023, "Replication Data for: Port-Hamiltonian Fluid-Structure Interaction Modeling and Structure-Preserving Model Order Reduction of a Classical Guitar", https://doi.org/10.18419/darus-3248, DaRUS, V1

This dataset includes the system matrices in velocity formulation and a parallel coordinates plot of the sensitivity analysis from the paper titled "Port-Hamiltonian Fluid-Structure Interaction Modeling and Structure-Preserving Model Order Reduction of a Classical Guitar". The sy...

Replication Data for: Radial basis function interpolation with partition of unity for PyRBF

Oct 26, 2022

Davis, Kyle; Schulte, Miriam, 2022, "Replication Data for: Radial basis function interpolation with partition of unity for PyRBF", https://doi.org/10.18419/darus-3183, DaRUS, V1, UNF:6:n9rIOI84ZodNZYhB8p26GQ== [fileUNF]

The dataset provides the PyRBF python code to perform partition of unity radial basis function interpolation. This includes all meshes in VTK format and a post processing folder to generate the figures from provided results. The README provides further instructions. All software...

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