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... optimization algorithms, including reinforcement learning algorithms for continuous action spaces (PPO, DDPG, TwinDDPG) and Q-learning and evolutionary algorithms. The evolutionary group of optimization algorithms achieved the highest efficiency with baseline hyperparameter settings, improving cumulative oil...

... Intelligence Upstream Oil & Gas evolutionary algorithm optimization problem RCI complexity index sweep efficiency classification technical measure Efficiency coefficient non-recoverable reserve complexity development system permeability unit fraction machine learning flow in porous media...

... is large enough, absolute permeability tends to a stable value, which has nothing to do with fluid viscosity. evolutionary algorithm Fluid Dynamics displacement pressure gradient flow in porous media network model Boundary Layer Effect pore scale flow Artificial Intelligence absolute...