Georgios Makrygiorgos

Fast approximate learning-based multistage nonlinear model predictive control using Gaussian processes and deep neural networks

Angelo D. Bonzanini, Joel A. Paulson, Georgios Makrygiorgos et al. · Computers & Chemical Engineering · 2020 · 59 citations

Nonlinear Control, Deep Neural Networks, Engineering +7

Performance-oriented model learning for control via multi-objective Bayesian optimization

Georgios Makrygiorgos, Angelo D. Bonzanini, Victor A. Miller et al. · Computers & Chemical Engineering · 2022 · 43 citations

Model Optimization, Model-based Control Technique, Process Control +3

Adversarially robust Bayesian optimization for efficient <scp>auto‐tuning</scp> of generic control structures under uncertainty

Joel A. Paulson, Georgios Makrygiorgos, Ali Mesbah · AIChE Journal · 2022 · 29 citations

Engineering, Machine Learning, Model Tuning +16

Space bioprocess engineering on the horizon

Aaron J. Berliner, Isaac Lipsky, Davian Ho et al. · Communications Engineering · 2022 · 28 citations · Full text

Surrogate modeling for fast uncertainty quantification: Application to 2D population balance models

Georgios Makrygiorgos, Giovanni Maria Maggioni, Ali Mesbah · Computers & Chemical Engineering · 2020 · 25 citations

Uncertainty Modeling, Uncertainty Quantification, Surrogate Modeling +9