Models and Prepared Datasets for Iterative Modeling of Two Heat Pumps

DOI

Prepared datasets and models for iterative modeling of heat plumes in groundwater. Models were trained with Iterative modeling.

File explanation:

1HP.zip

This zip file contains all prepared datapoints with a single heat pump. The input data fields are pressure, permeability, position of the heat pump, normalized distance to the heat pump, and temperature.

2HP.zip

This zip file contains all prepared datapoints with two heat pumps. The input data fields are pressure, permeability, position of the heat pump, normalized distance to the heat pump, and temperature.

3HP_raw.zip

This zip file contains all raw datapoints with three heat pumps.

5HP_raw.zip

This zip file contains all raw datapoints with five heat pumps.

unet_stand_f64_d5_k4_2500dp

This folder contains the model for the standard architecture. F stands for the number of initial features, d for the depth of the network, and k for the kernel size. The amount of datapoints the model was trained on is indicated by dp.

unet_para_f64_d5_k4_pcs_2500dp

This folder contains the model for the parallel architecture. F stands for the number of initial features, d for the depth of the network, and k for the kernel size. The amount of datapoints the model was trained on is indicated by dp.

unet_quad_f64_d5_k4_2500dp

This folder contains the model for the quadratic architecture. F stands for the number of initial features, d for the depth of the network, and k for the kernel size. The amount of datapoints the model was trained on is indicated by dp.

For usage instructions see Iterative modeling.

Identifier
DOI https://doi.org/10.18419/darus-4518
Metadata Access https://darus.uni-stuttgart.de/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=doi:10.18419/darus-4518
Provenance
Creator Zhang, Xiaoyu ORCID logo
Publisher DaRUS
Contributor Zhang, Xiaoyu; Pelzer, Julia; Schulte, Miriam
Publication Year 2024
Funding Reference DFG EXC 2075 - 390740016
Rights CC BY 4.0; info:eu-repo/semantics/openAccess; http://creativecommons.org/licenses/by/4.0
OpenAccess true
Contact Zhang, Xiaoyu (Universität Stuttgart); Pelzer, Julia (Universität Stuttgart); Schulte, Miriam (Universität Stuttgart)
Representation
Resource Type Dataset
Format application/zip; image/png; application/octet-stream; text/tab-separated-values; text/plain
Size 62337642; 192751347; 526761518; 65216807; 29781; 28302; 23404; 607; 628; 603; 88; 1315538; 1295086; 1341355; 1030; 56; 44; 1410; 1409; 1414; 1404; 1407; 1400; 1125; 1146; 1153; 1296929430; 1299598162; 5788; 4690
Version 2.0
Discipline Chemistry; Construction Engineering and Architecture; Earth and Environmental Science; Engineering; Engineering Sciences; Environmental Research; Geosciences; Natural Sciences