Deep reinforcement learning for optimal well control in subsurface systems with uncertain geology

Yusuf Nasir, Louis J. Durlofsky

A general control policy framework based on deep reinforcement learning (DRL) is introduced for closed-loop decision making in subsurface flow settings. Traditional closed-loop mod…