History-conditioned RL policies recover nearly all privileged-state performance for CO2 storage using only well data, while latent model-based retuning outperforms direct model-free adaptation under limited simulator budgets for abnormal scenarios.
A derivative-free approach for the estimation of porosity and permeability using time-lapse seismic and production data.Journal of Geophysics and Engineering, 7(4):351–368
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Closed-Loop CO2 Storage Control With History-Based Reinforcement Learning and Latent Model-Based Adaptation
History-conditioned RL policies recover nearly all privileged-state performance for CO2 storage using only well data, while latent model-based retuning outperforms direct model-free adaptation under limited simulator budgets for abnormal scenarios.