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461 to 470 of 693 Results
Microstructure feature engineering data
Mar 6, 2023 - Data Analytics in Engineering
Lißner, Julian, 2023, "Microstructure feature engineering data", https://doi.org/10.18419/DARUS-3366, DaRUS, V1
The dataset contains image data of periodic microstructural representative volume elements (RVE), as well as the effective heat conductivity for multiple phase contrasts. Various features and feature descriptors (explained in the related publication) are provided, as well as the computation thereof. The features were used in a machine learning regr...
data_access_example.py
Mar 6, 2023 - Microstructure feature engineering data
Python Source Code - 2.1 KB - MD5: 59a5a37eb3aa95980483fca18fbb4604
Code
exemplary script to access the data
data_loader.py
Mar 6, 2023 - Microstructure feature engineering data
Python Source Code - 14.6 KB - MD5: 4643b4eac73889b050fb1059b7c5c6dd
CodeModule
loader object to use for easy data access
feature_engineering_data.h5
Mar 6, 2023 - Microstructure feature engineering data
Hierarchical Data Format - 199.9 MB - MD5: 2526748b927fb0775b4cc1fa55945502
Data
storage of the data
feature_extraction.py
Mar 6, 2023 - Microstructure feature engineering data
Python Source Code - 17.7 KB - MD5: f0adb59b30d0c7c87aa776d2716f96f4
CodeModule
scripts to compute all features
general_functions.py
Mar 6, 2023 - Microstructure feature engineering data
Python Source Code - 4.1 KB - MD5: ca6bfd9fae4c7d33b52bc70bc5b4a2bd
CodeModule
auxiliary (small) functions
Image enhancement code: time-resolved tomograms of EICP application using 3D U-net
Feb 7, 2023 - Publication: Machine learning assists in increasing the time resolution of X-ray tomography
Lee, Dongwon; Steeb, Holger, 2023, "Image enhancement code: time-resolved tomograms of EICP application using 3D U-net", https://doi.org/10.18419/DARUS-2991, DaRUS, V1
This dataset contains the codes to reproduce the results of "Time resolved micro-XRCT dataset of Enzymatically Induced Calcite Precipitation (EICP) in sintered glass bead columns", cf. https://doi.org/10.18419/darus-2227. The code takes "low-dose" images as an input where the images contain many artifacts and noise as a trade-off of a fast data acq...
data.7z
Feb 7, 2023 - Image enhancement code: time-resolved tomograms of EICP application using 3D U-net
7Z Archive - 417.9 MB - MD5: ab58b9cb6a76de1e09c5baa790eada71
Data for training and examples for pre/post-processing
example.log
Feb 7, 2023 - Image enhancement code: time-resolved tomograms of EICP application using 3D U-net
Plain Text - 155 B - MD5: 770701e71b665603a9e61292c7824135
An example of training log file (all the adopted parameters used during training are saved in this log)
Frac_Unet_postprocess.py
Feb 7, 2023 - Image enhancement code: time-resolved tomograms of EICP application using 3D U-net
Python Source Code - 5.7 KB - MD5: ee7d79e5e2f70aabaae7bae129627301
Post-processing code to create enhanced images
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