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