A comparison of efficient uncertainty quantification techniques for stochastic multiscale systems

AIChE Journal ◽  
2017 ◽  
Vol 63 (8) ◽  
pp. 3361-3373 ◽  
Author(s):  
Grigoriy Kimaev ◽  
Luis A. Ricardez-Sandoval
Keyword(s):  
Uncertainty Quantification ◽  
Multiscale Systems

Multilevel Monte Carlo applied for uncertainty quantification in stochastic multiscale systems

AIChE Journal ◽  
2020 ◽  
Vol 66 (8) ◽  
Author(s):  
Grigoriy Kimaev ◽  
Donovan Chaffart ◽  
Luis A. Ricardez‐Sandoval
Keyword(s):  
Monte Carlo ◽  
Uncertainty Quantification ◽  
Multilevel Monte Carlo ◽  
Multiscale Systems

INVERSE UNCERTAINTY QUANTIFICATION OF A CELL MODEL USING A GAUSSIAN PROCESS METAMODEL

2020 ◽  
Vol 10 (4) ◽  
pp. 333-349
Author(s):  
Kevin de Vries ◽  
Anna Nikishova ◽  
Benjamin Czaja ◽  
Gábor Závodszky ◽  
Alfons G. Hoekstra
Keyword(s):  
Gaussian Process ◽  
Uncertainty Quantification ◽  
Cell Model ◽  
A Cell
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