Georgios Makrygiorgos

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 7

Top Topics

Gaussian Process

Statistical Modeling

Top Venues

Comput. Chem. Eng.

Publications

Kimberly J. Chan, Georgios Makrygiorgos, Ali Mesbah
Towards Personalized Plasma Medicine via Data-Efficient Adaptation of Fast Deep Learning-based MPC Policies. ACC (2023)
Georgios Makrygiorgos, Joel A. Paulson, Ali Mesbah
No-Regret Bayesian Optimization with Gradients Using Local Optimality-Based Constraints: Application to Closed-Loop Policy Search. CDC (2023)
Georgios Makrygiorgos, Angelo D. Bonzanini, Victor Miller, Ali Mesbah
Performance-oriented model learning for control via multi-objective Bayesian optimization. Comput. Chem. Eng. 162 (2022)
Angelo D. Bonzanini, Joel A. Paulson, Georgios Makrygiorgos, Ali Mesbah
Scalable Estimation of Invariant Sets for Mixed-Integer Nonlinear Systems using Active Deep Learning. CDC (2022)
Angelo D. Bonzanini, Joel A. Paulson, Georgios Makrygiorgos, Ali Mesbah
Fast approximate learning-based multistage nonlinear model predictive control using Gaussian processes and deep neural networks. Comput. Chem. Eng. 145 (2021)
Diogo Rodrigues, Georgios Makrygiorgos, Ali Mesbah
Tractable Global Solutions to Bayesian Optimal Experiment Design. CDC (2020)
Georgios Makrygiorgos, Giovanni Maria Maggioni, Ali Mesbah
Surrogate modeling for fast uncertainty quantification: Application to 2D population balance models. Comput. Chem. Eng. 138 (2020)