Browsing Waterloo Research by Author "Kimaev, Grigoriy"
Now showing items 1-2 of 2
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Multilevel Monte Carlo for noise estimation in stochastic multiscale systems
Kimaev, Grigoriy; Ricardez-Sandoval, Luis A. (Elsevier, 2018-12-01)The purpose of this study is to adapt Multilevel Monte Carlo (MLMC) sampling technique for random noise estimation in stochastic multiscale systems and evaluate the performance of this method. The system under consideration ... -
Nonlinear model predictive control of a multiscale thin film deposition process using artificial neural networks
Kimaev, Grigoriy; Ricardez-Sandoval, Luis A. (Elsevier, 2019-11-02)The purpose of this study was to employ Artificial Neural Networks (ANNs) to develop data-driven models that would enable the shrinking horizon nonlinear model predictive control of a computationally intensive stochastic ...