Surrogate models for groundwater flow simulations

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21 to 29 of 29 Results

Datasets: 6 Heat Pumps, Simulation - Raw + Prepared Sep 13, 2024 Pelzer, Julia, 2024, "Datasets: 6 Heat Pumps, Simulation - Raw + Prepared", https://doi.org/10.18419/DARUS-4473, DaRUS, V1 This dataset serves as training data for modeling the temperature field emanating from several open loop groundwater heat pumps (six heat pumps, randomly placed). It is simulated with Pflotran and stored in h5 format. The two datasets contain 1000 and additional 4000 data points. Each data point consists of one simulation run until a near steady st...
Raw Simulation Datasets for Extending Heat Plumes Sep 10, 2024 Pelzer, Julia, 2024, "Raw Simulation Datasets for Extending Heat Plumes", https://doi.org/10.18419/DARUS-4133, DaRUS, V2 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 999 simulation runs, each simulated until a near steady state is reac...
Models and Prepared Datasets for the Second Stage Apr 2, 2024 Pelzer, Julia, 2024, "Models and Prepared Datasets for the Second Stage", https://doi.org/10.18419/DARUS-3689, DaRUS, V1 Models trained with Heat Plume Prediction and datasets prepared with Heat Plume Prediction into reasonable format + normalization etc, used for training these models. Last relevant git commit: 5d6c5eae5b00e438. Based on raw data from doi:darus-3651 and doi:darus-3652.
Models and Prepared Datasets for the First Stage Apr 2, 2024 Pelzer, Julia, 2024, "Models and Prepared Datasets for the First Stage", https://doi.org/10.18419/DARUS-3690, DaRUS, V1 Models trained with Heat Plume Prediction and datasets prepared with Heat Plume Prediction into reasonable format + normalization etc, used for training these models. Last relevant git commit: 5d6c5eae5b00e438. Based on raw data from doi:10.18419/darus-3649 and doi:10.18419/darus-3650.
Dataset: Single Heat Pump Simulation - Prepared "Learn Params", 100 Data Points Sep 6, 2023 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 not necessarily in steady state. Each datapoint measures 100 m x 1280...
Dataset: Two Heat Pumps Simulation - Raw, 1000 Data Points Sep 6, 2023 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 near steady state is reached. Each datapoint measures 1250 m x 2560 m...
Dataset: Two Heat Pumps Simulation - Raw, 100 Data Points Sep 6, 2023 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 near steady state is reached. Each datapoint measures 1250 m x 2560 m w...
Dataset: Single Heat Pump Simulation - Raw, 1000 Data Points Sep 6, 2023 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 datapoint measures 100 m x 1280 m with 20 x 256 cells. The varying para...
Dataset: Single Heat Pump Simulation - Raw, 100 Data Points Sep 6, 2023 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 datapoint measures 100 m x 1280 m with 20 x 256 cells. The varying param...

Datasets: 6 Heat Pumps, Simulation - Raw + Prepared

Sep 13, 2024

Pelzer, Julia, 2024, "Datasets: 6 Heat Pumps, Simulation - Raw + Prepared", https://doi.org/10.18419/DARUS-4473, DaRUS, V1

This dataset serves as training data for modeling the temperature field emanating from several open loop groundwater heat pumps (six heat pumps, randomly placed). It is simulated with Pflotran and stored in h5 format. The two datasets contain 1000 and additional 4000 data points. Each data point consists of one simulation run until a near steady st...

Raw Simulation Datasets for Extending Heat Plumes

Sep 10, 2024

Pelzer, Julia, 2024, "Raw Simulation Datasets for Extending Heat Plumes", https://doi.org/10.18419/DARUS-4133, DaRUS, V2

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 999 simulation runs, each simulated until a near steady state is reac...

Models and Prepared Datasets for the Second Stage

Apr 2, 2024

Pelzer, Julia, 2024, "Models and Prepared Datasets for the Second Stage", https://doi.org/10.18419/DARUS-3689, DaRUS, V1

Models trained with Heat Plume Prediction and datasets prepared with Heat Plume Prediction into reasonable format + normalization etc, used for training these models. Last relevant git commit: 5d6c5eae5b00e438. Based on raw data from doi:darus-3651 and doi:darus-3652.

Models and Prepared Datasets for the First Stage

Apr 2, 2024

Pelzer, Julia, 2024, "Models and Prepared Datasets for the First Stage", https://doi.org/10.18419/DARUS-3690, DaRUS, V1

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

Sep 6, 2023

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 not necessarily in steady state. Each datapoint measures 100 m x 1280...

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

Sep 6, 2023

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 near steady state is reached. Each datapoint measures 1250 m x 2560 m...

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

Sep 6, 2023

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 near steady state is reached. Each datapoint measures 1250 m x 2560 m w...

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

Sep 6, 2023

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 datapoint measures 100 m x 1280 m with 20 x 256 cells. The varying para...

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

Sep 6, 2023

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 datapoint measures 100 m x 1280 m with 20 x 256 cells. The varying param...

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