Exploration of machine learning in the Volve field dataset
This repository is my exploration on bringing machine learning to Volve oil field open dataset disclosed by Equinor since 2018. For more information about this dataset and how to access the original database, see here.
I was glad to be invited by NEUSTRA community in collaboration w/ SPE Alexandria University in Egypt in October 29, 2020, where I shared this work and presented a demo. You can see the notebook here as a shortened version from the original notebook above.
Background: Two wells (well 15/9-F-11B and 15/9-F-1C) don't have P-sonic log.
Workflow:
n_estimators
=1,000 and max_depth
=100Result:
The predicted results are written in CSV files; well 15/9-F-11B and 15/9-F-1