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Georgios Makrygiorgos
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Modeling the rheology of thixotropic elasto-visco-plastic materials
S Varchanis, G Makrigiorgos, P Moschopoulos, Y Dimakopoulos, ...
Journal of Rheology 63 (4), 609-639, 2019
772019
Towards a biomanufactory on Mars
AJ Berliner, JM Hilzinger, AJ Abel, MJ McNulty, G Makrygiorgos, ...
Frontiers in Astronomy and Space Sciences 8, 711550, 2021
692021
A data-driven automatic tuning method for MPC under uncertainty using constrained Bayesian optimization
F Sorourifar, G Makrygiorgos, A Mesbah, JA Paulson
IFAC-PapersOnLine 54 (3), 243-250, 2021
482021
Fast approximate learning-based multistage nonlinear model predictive control using Gaussian processes and deep neural networks
AD Bonzanini, JA Paulson, G Makrygiorgos, A Mesbah
Computers & Chemical Engineering 145, 107174, 2021
452021
The PAL (Penalized Augmented Lagrangian) method for computing viscoplastic flows: A new fast converging scheme
Y Dimakopoulos, G Makrigiorgos, GC Georgiou, J Tsamopoulos
Journal of Non-Newtonian Fluid Mechanics 256, 23-41, 2018
402018
Performance-oriented model learning for control via multi-objective Bayesian optimization
G Makrygiorgos, AD Bonzanini, V Miller, A Mesbah
Computers & Chemical Engineering 162, 107770, 2022
262022
Adversarially robust Bayesian optimization for efficient auto‐tuning of generic control structures under uncertainty
JA Paulson, G Makrygiorgos, A Mesbah
AIChE Journal 68 (6), e17591, 2022
262022
Space bioprocess engineering on the horizon
AJ Berliner, I Lipsky, D Ho, JM Hilzinger, G Vengerova, G Makrygiorgos, ...
Communications Engineering 1 (1), 13, 2022
222022
There is only one valid definition of clearance: critical examination of clearance concepts reveals the potential for errors in clinical drug dosing decisions
LZ Benet, JK Sodhi, G Makrygiorgos, A Mesbah
The AAPS journal 23 (3), 67, 2021
212021
Surrogate modeling for fast uncertainty quantification: Application to 2D population balance models
G Makrygiorgos, GM Maggioni, A Mesbah
Computers & Chemical Engineering 138, 106814, 2020
212020
Oscillations of small bubbles and medium yielding in elastoviscoplastic fluids
M De Corato, B Saint-Michel, G Makrigiorgos, Y Dimakopoulos, ...
Physical Review Fluids 4 (7), 073301, 2019
142019
Towards Personalized Plasma Medicine via Data-Efficient Adaptation of Fast Deep Learning-based MPC Policies
KJ Chan, G Makrygiorgos, A Mesbah
52023
Towards an extension of equivalent system mass for human exploration missions on Mars
D Ho, G Makrygiorgos, A Hill, AJ Berliner
npj Microgravity 8 (1), 30, 2022
52022
Fast probabilistic uncertainty quantification and sensitivity analysis of a Mars life support system model
G Makrygiorgos, SS Gupta, AA Menezes, A Mesbah
IFAC-PapersOnLine 53 (2), 7268-7273, 2020
42020
Data‐driven flow‐map models for data‐efficient discovery of dynamics and fast uncertainty quantification of biological and biochemical systems
G Makrygiorgos, AJ Berliner, F Shi, DS Clark, AP Arkin, A Mesbah
Biotechnology and bioengineering 120 (3), 803-818, 2023
32023
Gradient-enhanced Bayesian optimization via acquisition ensembles with application to reinforcement learning
G Makrygiorgos, JA Paulson, A Mesbah
IFAC-PapersOnLine 56 (2), 638-643, 2023
32023
Tractable global solutions to Bayesian optimal experiment design
D Rodrigues, G Makrygiorgos, A Mesbah
2020 59th IEEE Conference on Decision and Control (CDC), 1614-1619, 2020
32020
Tractable global solutions to chance-constrained Bayesian optimal experiment design for arbitrary prior and noise distributions
D Rodrigues, G Makrygiorgos, A Mesbah
Journal of Process Control 116, 1-18, 2022
22022
Scalable Estimation of Invariant Sets for Mixed-Integer Nonlinear Systems using Active Deep Learning
AD Bonzanini, JA Paulson, G Makrygiorgos, A Mesbah
22022
Extension of Equivalent System Mass for Human Exploration missions on mars
A Berliner, G Makrygiorgos, A Hill
Preprints, 2021
22021
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Articles 1–20