26 citations · 26 across the 2 of their papers we have counts for
2 papers
cs.LG2022
Robust optimal well control using an adaptive multi-grid reinforcement learning framework
Atish Dixit, Ahmed H. ElSheikh
Reinforcement learning (RL) is a promising tool to solve robust optimal well control problems where the model parameters are highly uncertain, and the system is partially observabl…
cs.LG2022★ 26 cited
Stochastic optimal well control in subsurface reservoirs using reinforcement learning
Atish Dixit, Ahmed H. ElSheikh
We present a case study of model-free reinforcement learning (RL) framework to solve stochastic optimal control for a predefined parameter uncertainty distribution and partially ob…