Surrogate models for groundwater flow simulations

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1 to 10 of 2,558 Results

Models and Prepared Datasets for LG-CNN Sep 17, 2024 Pelzer, Julia, 2024, "Models and Prepared Datasets for LG-CNN", https://doi.org/10.18419/darus-4467, DaRUS, V2 Models trained with Heat Plume Prediction and datasets prepared with Heat Plume Prediction into reasonable format, reduced set of in/outputs, 2D, normalization used to train these models. Last relevant git commit: cae87d68faf96b2bd8dab935. Based on raw data from doi:darus-4156.
dataset_giant_100hp_varyK inputs_ixydk+s_outer outputs_t prep_with_BEST_predict_v_v4.zip Sep 17, 2024 - Models and Prepared Datasets for LG-CNN ZIP Archive - 232.6 MB - MD5: 66cc1495a11a733a349a24bf1378ead0
Datasets: 6 Heat Pumps, Simulation - Raw + Prepared, 1000 Data Points Sep 13, 2024 Pelzer, Julia, 2024, "Datasets: 6 Heat Pumps, Simulation - Raw + Prepared, 1000 Data Points", 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 dataset contains 1000 data points, each consisting of one...
dataset_large_square_6hp_varyK_1000dp inputs_pki outputs_t.zip Sep 13, 2024 - Datasets: 6 Heat Pumps, Simulation - Raw + Prepared, 1000 Data Points ZIP Archive - 2.4 GB - MD5: e05fa4bee617a070a8c44579ee66fbdf
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...
ep_medium_1000dp_only_vary_dist.zip Sep 10, 2024 - Raw Simulation Datasets for Extending Heat Plumes ZIP Archive - 12.6 GB - MD5: 3a0bdaa9580a60043b371be674034360
BEST_predict_T.zip Sep 10, 2024 - Models and Prepared Datasets for LG-CNN ZIP Archive - 101.1 MB - MD5: 6337691e633a29256ed9b368987a088b
BEST_predict_v.zip Sep 10, 2024 - Models and Prepared Datasets for LG-CNN ZIP Archive - 157.5 MB - MD5: 21ea7e83a30da8689d8a037a9f7a80eb
dataset_giant_100hp_varyK inputs_ixydk+s_outer outputs_t.zip Sep 10, 2024 - Models and Prepared Datasets for LG-CNN ZIP Archive - 390.3 MB - MD5: f58cb730e376f17caa9cfb1d5db3d080
dataset_giant_100hp_varyK inputs_pki outputs_t.zip Sep 10, 2024 - Models and Prepared Datasets for LG-CNN ZIP Archive - 127.5 MB - MD5: 28a4f81008dc4e82fb0f852a0b3000f9

Models and Prepared Datasets for LG-CNN

Sep 17, 2024

Pelzer, Julia, 2024, "Models and Prepared Datasets for LG-CNN", https://doi.org/10.18419/darus-4467, DaRUS, V2

Models trained with Heat Plume Prediction and datasets prepared with Heat Plume Prediction into reasonable format, reduced set of in/outputs, 2D, normalization used to train these models. Last relevant git commit: cae87d68faf96b2bd8dab935. Based on raw data from doi:darus-4156.

dataset_giant_100hp_varyK inputs_ixydk+s_outer outputs_t prep_with_BEST_predict_v_v4.zip

Sep 17, 2024 - Models and Prepared Datasets for LG-CNN

ZIP Archive - 232.6 MB -

Datasets: 6 Heat Pumps, Simulation - Raw + Prepared, 1000 Data Points

Sep 13, 2024

Pelzer, Julia, 2024, "Datasets: 6 Heat Pumps, Simulation - Raw + Prepared, 1000 Data Points", 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 dataset contains 1000 data points, each consisting of one...

dataset_large_square_6hp_varyK_1000dp inputs_pki outputs_t.zip

Sep 13, 2024 - Datasets: 6 Heat Pumps, Simulation - Raw + Prepared, 1000 Data Points

ZIP Archive - 2.4 GB -

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...

ep_medium_1000dp_only_vary_dist.zip

Sep 10, 2024 - Raw Simulation Datasets for Extending Heat Plumes

ZIP Archive - 12.6 GB -

BEST_predict_T.zip

Sep 10, 2024 - Models and Prepared Datasets for LG-CNN

ZIP Archive - 101.1 MB -

BEST_predict_v.zip

Sep 10, 2024 - Models and Prepared Datasets for LG-CNN

ZIP Archive - 157.5 MB -

dataset_giant_100hp_varyK inputs_ixydk+s_outer outputs_t.zip

Sep 10, 2024 - Models and Prepared Datasets for LG-CNN

ZIP Archive - 390.3 MB -

dataset_giant_100hp_varyK inputs_pki outputs_t.zip

Sep 10, 2024 - Models and Prepared Datasets for LG-CNN

ZIP Archive - 127.5 MB -

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