Code associated with the open access publication entitled 3D lithological mapping of borehole descriptions using word embeddings in Computers & Geosciences by Ignacio Fuentes, José Padarian, Takuya Iwanaga, and R. Willem Vervoort from The University of Sydney and the Australian National University
doi: https://doi.org/10.1016/j.cageo.2020.104516
The Scripts correspond to python scripts that can be used as examples to create lithological maps. Among the scripts there are functions for resampling the data, the generation of regular grids, training a multilayer perceptron neural network to classify word embeddings into lithological probabilities and classes, among others.
Additionally, two scripts are used for plotting the lithological classes and the uncertainty associated using voxels.
@article{fuentes20203d,
title={3D lithological mapping of borehole descriptions using word embeddings},
author={Fuentes, Ignacio and Padarian, Jos{\'e} and Iwanaga, Takuya and Vervoort, R Willem},
journal={Computers \& Geosciences},
volume={141},
year={2020},
publisher={Elsevier}
}