Blar i NTNU Open på forfatter "del Rio Chanona, Ehecatl Antonio"
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Modifier-Adaptation Schemes Employing Gaussian Processes and Trust Regions for Real-Time Optimization
del Rio Chanona, Ehecatl Antonio; Alves Graciano, José Eduardo; Bradford, Eric; Chachuat, Benoit (Journal article; Peer reviewed, 2019)This paper investigates modifier-adaptation schemes based on Gaussian processes to handle plant-model mismatch in real-time optimization of uncertain processes. Building upon the recent work by Ferreira et al. [European ... -
Nonlinear model predictive control with explicit back-offs for Gaussian process state space models
Bradford, Eric; Imsland, Lars Struen; del Rio Chanona, Ehecatl Antonio (Chapter, 2019)Nonlinear model predictive control (NMPC) is an efficient control approach for multivariate nonlinear dynamic systems with process constraints. NMPC does however require a plant model to be available. A powerful tool to ...