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1 to 10 of 28 Results
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...
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...
Dec 19, 2023
Rettberg, Johannes; Wittwar, Dominik; Herkert, Robin, 2023, "Softwarepackage CCMOR2", https://doi.org/10.18419/darus-3839, DaRUS, V1
The dataset entails the code of the CCMOR2 package developed in Matlab. This project aims to model and perform certified model order reduction on multi-physical systems. The systems are formulated in the port-Hamiltonian framework which incorporates useful system theoretic proper...
Nov 30, 2023 - SciML PDE Benchmark
Takamoto, Makoto; Praditia, Timothy; Leiteritz, Raphael; MacKinlay, Dan; Alesiani, Francesco; Pflüger, Dirk; Niepert, Mathias, 2022, "PDEBench Pretrained Models", https://doi.org/10.18419/darus-2987, DaRUS, V2
This dataset contains the pretrained baseline models, namely FNO, U-Net, and PINN. These models are trained on different PDEs, such as 1D advection, 1D Burgers', 1D and 2D diffusion-reaction, 1D diffusion-sorption, 1D, 2D, and 3D compressible Navier-Stokes, 2D Darcy flow, and 2D...
Sep 6, 2023 - Surrogate models for groundwater flow simulations
Pelzer, Julia, 2023, "Dataset 1HP-Boxes Fields+LearnParams Prepared 100datapoints", 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...
Sep 6, 2023 - Surrogate models for groundwater flow simulations
Pelzer, Julia, 2023, "Dataset 2HP-Domain Raw 1000datapoints", 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...
Sep 6, 2023 - Surrogate models for groundwater flow simulations
Pelzer, Julia, 2023, "Dataset 2HP-Domain Raw 100datapoints", 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...
Sep 6, 2023 - Surrogate models for groundwater flow simulations
Pelzer, Julia, 2023, "Dataset 1HP-Boxes Raw 1000datapoints", 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...
Sep 6, 2023 - Surrogate models for groundwater flow simulations
Pelzer, Julia, 2023, "Dataset 1HP-Boxes Raw 100datapoints", 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...
Jul 28, 2023
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