103 citations · 150 across the 7 of their papers we have counts for
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cs.LG2021★ 21 cited
Development of Deep Transformer-Based Models for Long-Term Prediction of Transient Production of Oil Wells
Ildar Abdrakhmanov, Evgenii Kanin, Sergei Boronin +2
We propose a novel approach to data-driven modeling of a transient production of oil wells. We apply the transformer-based neural networks trained on the multivariate time series c…
cs.LG2021
Data-driven model for hydraulic fracturing design optimization. Part II: Inverse problem
Viktor Duplyakov, Anton Morozov, Dmitriy Popkov +5
We describe a stacked model for predicting the cumulative fluid production for an oil well with a multistage-fracture completion based on a combination of Ridge Regression and CatB…