Artificial Neural Network Surrogate Modeling of Oil Reservoir: a Case Study

no code implementations • 20 May 2019 • Oleg Sudakov, Dmitri Koroteev, Boris Belozerov, Evgeny Burnaev

We develop a data-driven model, introducing recent advances in machine learning to reservoir simulation.

Reconstruction of 3D Porous Media From 2D Slices

no code implementations • 29 Jan 2019 • Denis Volkhonskiy, Ekaterina Muravleva, Oleg Sudakov, Denis Orlov, Boris Belozerov, Evgeny Burnaev, Dmitry Koroteev

In many branches of earth sciences, the problem of rock study on the micro-level arises.

Driving Digital Rock towards Machine Learning: predicting permeability with Gradient Boosting and Deep Neural Networks

no code implementations • 2 Mar 2018 • Oleg Sudakov, Evgeny Burnaev, Dmitry Koroteev

We present a research study aimed at testing of applicability of machine learning techniques for prediction of permeability of digitized rock samples.

BIG-bench Machine Learning