most citedTowards Better Shale Gas Production Forecasting Using Transfer Learning

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cs.LG2022

Parallel Automatic History Matching Algorithm Using Reinforcement Learning

Omar S. Alolayan, Abdullah O. Alomar, John R. Williams

Reformulating the history matching problem from a least-square mathematical optimization problem into a Markov Decision Process introduces a method in which reinforcement learning…

cs.LG2021★ 1 cited

Towards Better Shale Gas Production Forecasting Using Transfer Learning

Omar S. Alolayan, Samuel J. Raymond, Justin B. Montgomery +1

Deep neural networks can generate more accurate shale gas production forecasts in counties with a limited number of sample wells by utilizing transfer learning. This paper provides…