Models and Prepared Datasets for the First Stage (doi:10.18419/darus-3690)

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Part 1: Document Description
Part 2: Study Description
Part 5: Other Study-Related Materials
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Document Description

Citation

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

Study Description

Citation

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

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

Sources Statement

Data Access

Other Study Description Materials

Related Studies

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

<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>

Related Publications

Citation

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.

Other Study-Related Materials

Label:

best_models.yaml

Notes:

application/octet-stream

Other Study-Related Materials

Label:

gksi100.zip

Notes:

application/zip

Other Study-Related Materials

Label:

gksi1000.zip

Notes:

application/zip

Other Study-Related Materials

Label:

pksi100.zip

Notes:

application/zip

Other Study-Related Materials

Label:

pksi1000.zip

Notes:

application/zip

Other Study-Related Materials

Label:

BENCHMARK_BOXES_gksi.zip

Notes:

application/zip

Other Study-Related Materials

Label:

BENCHMARK_BOXES_pksi.zip

Notes:

application/zip

Other Study-Related Materials

Label:

benchmark_dataset_2d_100datapoints_gksi.zip

Notes:

application/zip

Other Study-Related Materials

Label:

benchmark_dataset_2d_100datapoints_pksi.zip

Notes:

application/zip

Other Study-Related Materials

Label:

dataset_2d_small_1000dp_gksi.zip

Notes:

application/zip

Other Study-Related Materials

Label:

dataset_2d_small_1000dp_pksi.zip

Notes:

application/zip