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Kimaev G, Chaffart D, Ricardez‐Sandoval LA. Multilevel Monte Carlo applied for uncertainty quantification in stochastic multiscale systems. AIChE J 2020. [DOI: 10.1002/aic.16262] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Affiliation(s)
- Grigoriy Kimaev
- Deparment of Chemical EngineeringUniversity of Waterloo Waterloo Ontario Canada
| | - Donovan Chaffart
- Deparment of Chemical EngineeringUniversity of Waterloo Waterloo Ontario Canada
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Wu Z, Rincon D, Christofides PD. Real-Time Adaptive Machine-Learning-Based Predictive Control of Nonlinear Processes. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b03055] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Zhe Wu
- Department of Chemical and Biomolecular Engineering, University of California, Los Angeles, California 90095, United States
| | - David Rincon
- Department of Chemical and Biomolecular Engineering, University of California, Los Angeles, California 90095, United States
| | - Panagiotis D. Christofides
- Department of Chemical and Biomolecular Engineering, University of California, Los Angeles, California 90095, United States
- Department of Electrical and Computer Engineering, University of California, Los Angeles, California 90095, United States
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Sivaramakrishnan K, Puliyanda A, Tefera DT, Ganesh A, Thirumalaivasan S, Prasad V. A Perspective on the Impact of Process Systems Engineering on Reaction Engineering. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b00280] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Affiliation(s)
- Kaushik Sivaramakrishnan
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB T6G 2R3, Canada
| | - Anjana Puliyanda
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB T6G 2R3, Canada
| | - Dereje Tamiru Tefera
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB T6G 2R3, Canada
| | - Ajay Ganesh
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB T6G 2R3, Canada
| | - Sushmitha Thirumalaivasan
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB T6G 2R3, Canada
| | - Vinay Prasad
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB T6G 2R3, Canada
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Karimi H, McAuley KB. Bayesian Objective Functions for Estimating Parameters in Nonlinear Stochastic Differential Equation Models with Limited Data. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.8b00293] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Hadiseh Karimi
- Department of Chemical Engineering, Queen’s University, Kingston, K7L 3N6, Canada
| | - Kimberley B. McAuley
- Department of Chemical Engineering, Queen’s University, Kingston, K7L 3N6, Canada
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Kimaev G, Ricardez‐Sandoval LA. Multilevel Monte Carlo applied to chemical engineering systems subject to uncertainty. AIChE J 2017. [DOI: 10.1002/aic.16045] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- Grigoriy Kimaev
- Dept. of Chemical EngineeringUniversity of WaterlooWaterloo Ontario Canada N2L 3G1
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