Determination of the elastic parameters of a VTI medium from sonic logging data using deep learning
Maksim Bazulin (maksim.bazulin@skoltech.ru), Denis Sabitov, Marwan Charara
Codes prepared for Computers and Geosciences journal
dataset10
The folder contains 10 shot gathers. This data can not be used for a proper neural network training but can be used for the testing.
dataset10/dataset_log_file_TD.txt
The text file that contains parameters of the medium related to the shot gathers, where columns denote respectively: file_number rho vp vs eps gamma delta
main_train.py
The script is devoted to the neural network construction and training.
main_test.py
The script is devoted to the neural network testing.
form_lists.py
The script is used for the list construction for the inputs and outputs for the neural network.
make_plot.ipynb
The script can be used to visualize shot gathers from dataset10 folder.
train_output
This is the folder, where you can find outputs of the main_train.py and main_test.py. This folder usually contains 'model.h5' - the file of the trained neural network weigths. This file is too large for uploading it, so do not hesitate to contact me if you need a sample of such a file.