2 papers
cs.LG2026
Closed-Loop CO2 Storage Control With History-Based Reinforcement Learning and Latent Model-Based Adaptation
Sofianos Panagiotis Fotias, Vassilis Gaganis
Closed-loop management of geological CO2 storage requires control policies that adapt to uncertain reservoir behavior while relying on observations that are realistically available…
cs.LG2026
Inducing Permutation Invariant Priors in Bayesian Optimization for Carbon Capture and Storage Applications
Sofianos Panagiotis Fotias, Vassilis Gaganis
Bayesian Optimization is an iterative method, tailored to optimizing expensive black box objective functions. Surrogate models like Gaussian Processes, which are the gold standard…