Deep Reinforcement Learning for Field Development Optimization. - Yusuf Nasir (CoRR, 2020)

Deep Reinforcement Learning for Constrained Field Development Optimization in Subsurface Two-phase Flow. - Yusuf Nasir; Jincong He; Chaoshun Hu; Shusei Tanaka; Kainan Wang; XianHuan Wen (Frontiers Appl. Math. Stat., 2021)

Multi-Asset Closed-Loop Reservoir Management Using Deep Reinforcement Learning. - Yusuf Nasir; Louis J. Durlofsky (CoRR, 2022)

Deep reinforcement learning for optimal well control in subsurface systems with uncertain geology. - Yusuf Nasir; Louis J. Durlofsky (J. Comput. Phys., 2023)