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math.OC2025
On a closed-loop identification challenge in feedback optimization
Kristian Lindbäck Løvland, Lars Struen Imsland, Bjarne Grimstad
Feedback optimization has emerged as an effective strategy for steady-state optimization of dynamical systems. By exploiting models of the steady-state input-output sensitivity, me…
math.OC2021★ 5 cited
Combining Gaussian processes and polynomial chaos expansions for stochastic nonlinear model predictive control
E. Bradford, L. Imsland
Model predictive control is an advanced control approach for multivariable systems with constraints, which is reliant on an accurate dynamic model. Most real dynamic models are how…