233 citations · 238 across the 3 of their papers we have counts for
3 papers
Artificial Neural Network Surrogate Modeling of Oil Reservoir: a Case Study
Oleg Sudakov, Dmitri Koroteev, Boris Belozerov +1
We develop a data-driven model, introducing recent advances in machine learning to reservoir simulation. We use a conventional reservoir modeling tool to generate training set and…
Reconstruction of 3D Porous Media From 2D Slices
Denis Volkhonskiy, Ekaterina Muravleva, Oleg Sudakov +4
In many branches of earth sciences, the problem of rock study on the micro-level arises. However, a significant number of representative samples is not always feasible. Thus the pr…
Driving Digital Rock towards Machine Learning: predicting permeability with Gradient Boosting and Deep Neural Networks
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. We prepare a training set con…