Browsing Engineering (Faculty of) by Author "Kimaev, Grigoriy"
Now showing items 1-4 of 4
-
Coarse-Grained Molecular Monte Carlo Simulations of Liquid Crystal-Nanoparticle Mixtures
Kimaev, Grigoriy (University of Waterloo, 2015-10-30)Liquid crystals are a unique and complicated class of phases of matter, also called “mesophases”, which exhibit properties such as solid-like elasticity and anisotropy, and liquid-like flow. The industrial application of ... -
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 ... -
On the Techniques for Efficient Sampling, Uncertainty Quantification and Robust Control of Stochastic Multiscale Systems
Kimaev, Grigoriy (University of Waterloo, 2020-08-25)In order to better understand and leverage natural phenomena to design materials and devices (e.g. biomedical coatings, catalytic reactors, thin conductive films for microprocessors, etc.), stochastic multiscale models ...