403 citations · 831 across the 26 of their papers we have counts for
Showing 2022 · cs.LGShow all
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cs.LG2022
Multi-Asset Closed-Loop Reservoir Management Using Deep Reinforcement Learning
Yusuf Nasir, Louis J. Durlofsky
Closed-loop reservoir management (CLRM), in which history matching and production optimization are performed multiple times over the life of an asset, can provide significant impro…
cs.LG2022★ 52 cited
Use of Multifidelity Training Data and Transfer Learning for Efficient Construction of Subsurface Flow Surrogate Models
Su Jiang, Louis J. Durlofsky
Data assimilation presents computational challenges because many high-fidelity models must be simulated. Various deep-learning-based surrogate modeling techniques have been develop…
cs.LG2022★ 2 cited
Convolutional-Recurrent Neural Network Proxy for Robust Optimization and Closed-Loop Reservoir Management
Yong Do Kim, Louis J. Durlofsky
Production optimization under geological uncertainty is computationally expensive, as a large number of well control schedules must be evaluated over multiple geological realizatio…