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cs.LG2022
A Multilevel Reinforcement Learning Framework for PDE-based Control
Atish Dixit, Ahmed Elsheikh
Reinforcement learning (RL) is a promising method to solve control problems. However, model-free RL algorithms are sample inefficient and require thousands if not millions of sampl…
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…