/Unsupervised_Facies_Clustering

An example of carrying out unsupervised cluster analysis for facies prediction from Well Logs

Primary LanguageJupyter Notebook

Unsupervised Clustering for Well Logs

This example notebook illustrates how to use K-Means clustering to divide up the subsurface using well log measurements.

Please note there are no notes yet within the notebook about the steps. This will be added at a later stage.

Data Source

The data used for this notebook is a subset of the FORCE 2020 Lithology Competition dataset from Norway.

The original dataset contains over 90 wells worth of well log measurements and classified lithologies.

Details for the dataset can be found here

Bormann, Peter, Aursand, Peder, Dilib, Fahad, Manral, Surrender, & Dischington, Peter. (2020). FORCE 2020 Well well log and lithofacies dataset for machine learning competition [Data set]. Zenodo. http://doi.org/10.5281/zenodo.4351156