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Part 1: Document Description
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Citation |
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Title: |
Models and Prepared Datasets for the First Stage |
Identification Number: |
doi:10.18419/darus-3690 |
Distributor: |
DaRUS |
Date of Distribution: |
2024-04-02 |
Version: |
1 |
Bibliographic Citation: |
Pelzer, Julia, 2024, "Models and Prepared Datasets for the First Stage", https://doi.org/10.18419/darus-3690, DaRUS, V1 |
Citation |
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Title: |
Models and Prepared Datasets for the First Stage |
Subtitle: |
based on the Single Heat Pump Simulation Datasets |
Identification Number: |
doi:10.18419/darus-3690 |
Authoring Entity: |
Pelzer, Julia (Universität Stuttgart) |
Grant Number: |
EXC 2075 - 390740016 |
Distributor: |
DaRUS |
Access Authority: |
Pelzer, Julia |
Access Authority: |
Schulte, Miriam |
Depositor: |
Pelzer, Julia |
Date of Deposit: |
2023-08-21 |
Holdings Information: |
https://doi.org/10.18419/darus-3690 |
Study Scope |
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Keywords: |
Computer and Information Science, Earth and Environmental Sciences, Open Loop, Groundwater, Heat Pump |
Abstract: |
<p>Models trained with <a href="https://github.com/JuliaPelzer/Heat-Plume-Prediction">Heat Plume Prediction</a> and datasets prepared with <a href="https://github.com/JuliaPelzer/Heat-Plume-Prediction">Heat Plume Prediction</a> into reasonable format + normalization etc, used for training these models. Last relevant git commit: 5d6c5eae5b00e438.</p> Based on raw data from <a href="https://doi.org/10.18419/darus-3649">doi:10.18419/darus-3649</a> and <a href="https://doi.org/10.18419/darus-3650">doi:10.18419/darus-3650</a>. |
Notes: |
Please follow the instructions how to use the software documented in <a href="https://github.com/JuliaPelzer/Heat-Plume-Prediction/blob/main/README.md">README.md</a>. |
Methodology and Processing |
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Sources Statement |
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Data Access |
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Other Study Description Materials |
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Related Studies |
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Pelzer, Julia, 2023, "Dataset: Single Heat Pump Simulation - Raw, 100 Data Points", <a href="https://doi.org/10.18419/darus-3649">doi: 10.18419/darus-3649</a>, DaRUS, V1 |
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<p>Pelzer, Julia, 2023, "Dataset: Single Heat Pump Simulation - Raw, 1000 Data Points", <a href="https://doi.org/10.18419/darus-3650">doi: 10.18419/darus-3650</a>, DaRUS, V1</p> |
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Related Publications |
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Citation |
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Title: |
Pelzer, Julia, and Miriam Schulte. "Efficient two-stage modeling of heat plume interactions of geothermal heat pumps in shallow aquifers using convolutional neural networks." Geoenergy Science and Engineering (2024): 212788. |
Identification Number: |
10.1016/j.geoen.2024.212788 |
Bibliographic Citation: |
Pelzer, Julia, and Miriam Schulte. "Efficient two-stage modeling of heat plume interactions of geothermal heat pumps in shallow aquifers using convolutional neural networks." Geoenergy Science and Engineering (2024): 212788. |
Label: |
best_models.yaml |
Notes: |
application/octet-stream |
Label: |
gksi100.zip |
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application/zip |
Label: |
gksi1000.zip |
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application/zip |
Label: |
pksi100.zip |
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application/zip |
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pksi1000.zip |
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application/zip |
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BENCHMARK_BOXES_gksi.zip |
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application/zip |
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BENCHMARK_BOXES_pksi.zip |
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application/zip |
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benchmark_dataset_2d_100datapoints_gksi.zip |
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application/zip |
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benchmark_dataset_2d_100datapoints_pksi.zip |
Notes: |
application/zip |
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dataset_2d_small_1000dp_gksi.zip |
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application/zip |
Label: |
dataset_2d_small_1000dp_pksi.zip |
Notes: |
application/zip |