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Georgios Makrygiorgos
Georgios Makrygiorgos
Research Scientist, SirenOpt
Dirección de correo verificada de berkeley.edu - Página principal
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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
852019
Towards a biomanufactory on Mars
AJ Berliner, JM Hilzinger, AJ Abel, MJ McNulty, G Makrygiorgos, ...
Frontiers in Astronomy and Space Sciences 8, 711550, 2021
812021
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
642021
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
622021
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
442018
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
392022
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
342022
Space bioprocess engineering on the horizon
AJ Berliner, I Lipsky, D Ho, JM Hilzinger, G Vengerova, G Makrygiorgos, ...
Communications Engineering 1 (1), 13, 2022
292022
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
262021
Surrogate modeling for fast uncertainty quantification: Application to 2D population balance models
G Makrygiorgos, GM Maggioni, A Mesbah
Computers & Chemical Engineering 138, 106814, 2020
252020
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
162019
Towards Personalized Plasma Medicine via Data-Efficient Adaptation of Fast Deep Learning-based MPC Policies
KJ Chan, G Makrygiorgos, A Mesbah
102023
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
92022
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
62023
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
62020
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
52023
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
52022
Scalable Estimation of Invariant Sets for Mixed-Integer Nonlinear Systems using Active Deep Learning
AD Bonzanini, JA Paulson, G Makrygiorgos, A Mesbah
42022
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
No-Regret Bayesian Optimization with Gradients Using Local Optimality-Based Constraints: Application to Closed-Loop Policy Search
G Makrygiorgos, JA Paulson, A Mesbah
2023 62nd IEEE Conference on Decision and Control (CDC), 20-25, 2023
22023
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