35 citations · 43 across the 2 of their papers we have counts for
2 papers
cs.LG2021★ 35 cited
Deep Reinforcement Learning for Constrained Field Development Optimization in Subsurface Two-phase Flow
Yusuf Nasir, Jincong He, Chaoshun Hu +3
We present a deep reinforcement learning-based artificial intelligence agent that could provide optimized development plans given a basic description of the reservoir and rock/flui…
physics.comp-ph2020★ 8 cited
Smooth Formulation for Isothermal Compositional Simulation with Improved Nonlinear Convergence
Jiamin Jiang, Xian-Huan Wen
Compositional simulation is challenging, because of highly nonlinear couplings between multi-component flow in porous media with thermodynamic phase behavior. The coupled nonlinear…