Development of Deep Transformer-Based Models for Long-Term Prediction of Transient Production of Oil Wells

no code implementations • 12 Oct 2021 • Ildar Abdrakhmanov, Evgenii Kanin, Sergei Boronin, Evgeny Burnaev, Andrei Osiptsov

We apply the transfer learning procedure to the transformer-based surrogate model, which includes the initial training on the dataset from a certain well and additional tuning of the model's weights on the dataset from a target well.

Time Series Analysis Transfer Learning

A Predictive Model for Steady-State Multiphase Pipe Flow: Machine Learning on Lab Data

no code implementations • 23 May 2019 • Evgenii Kanin, Andrei Osiptsov, Albert Vainshtein, Evgeny Burnaev

In order to extend the applicability and the accuracy of the existing accessible methods, a method of pressure drop calculation in the pipeline is proposed.

BIG-bench Machine Learning