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Junwei Luo
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Two-dimensional transition metal carbides as supports for tuning the chemistry of catalytic nanoparticles
Z Li, L Yu, C Milligan, T Ma, L Zhou, Y Cui, Z Qi, N Libretto, B Xu, J Luo, ...
Nature communications 9 (1), 5258, 2018
1972018
A tutorial review of neural network modeling approaches for model predictive control
YM Ren, MS Alhajeri, J Luo, S Chen, F Abdullah, Z Wu, PD Christofides
Computers & Chemical Engineering 165, 107956, 2022
622022
Machine learning modeling and predictive control of nonlinear processes using noisy data
Z Wu, D Rincon, J Luo, PD Christofides
AIChE Journal 67 (4), e17164, 2021
502021
Process structure-based recurrent neural network modeling for predictive control: A comparative study
MS Alhajeri, J Luo, Z Wu, F Albalawi, PD Christofides
Chemical Engineering Research and Design 179, 77-89, 2022
382022
Machine learning-based predictive control using noisy data: evaluating performance and robustness via a large-scale process simulator
Z Wu, J Luo, D Rincon, PD Christofides
Chemical Engineering Research and Design 168, 275-287, 2021
312021
Machine learning-based operational modeling of an electrochemical reactor: Handling data variability and improving empirical models
J Luo, V Canuso, JB Jang, Z Wu, CG Morales-Guio, PD Christofides
Industrial & Engineering Chemistry Research 61 (24), 8399-8410, 2022
152022
Microscopic and data-driven modeling and operation of thermal atomic layer etching of aluminum oxide thin films
S Yun, M Tom, J Luo, G Orkoulas, PD Christofides
Chemical Engineering Research and Design 177, 96-107, 2022
142022
Machine learning-based ethylene concentration estimation, real-time optimization and feedback control of an experimental electrochemical reactor
B Çıtmacı, J Luo, JB Jang, V Canuso, D Richard, YM Ren, ...
Chemical Engineering Research and Design 185, 87-107, 2022
132022
Digitalization of an experimental electrochemical reactor via the smart manufacturing innovation platform
B Çıtmacı, J Luo, JB Jang, P Korambath, CG Morales-Guio, JF Davis, ...
Digital Chemical Engineering 5, 100050, 2022
92022
Machine learning-based ethylene and carbon monoxide estimation, real-time optimization, and multivariable feedback control of an experimental electrochemical reactor
B Çıtmacı, J Luo, JB Jang, CG Morales-Guio, PD Christofides
Chemical Engineering Research and Design 191, 658-681, 2023
62023
Twodimensional transition metal carbides as supports for tuning the chemistry of catalytic nanoparticles. Nat Commun 2018
Z Li, L Yu, C Milligan, T Ma, L Zhou, Y Cui, Z Qi, N Libretto, B Xu, J Luo, ...
6
Machine learning-based predictive control using on-line model linearization: Application to an experimental electrochemical reactor
J Luo, B Çıtmacı, JB Jang, F Abdullah, CG Morales-Guio, PD Christofides
Chemical Engineering Research and Design 197, 721-737, 2023
52023
Model predictive control of nonlinear processes using neural ordinary differential equation models
J Luo, F Abdullah, PD Christofides
Computers & Chemical Engineering 178, 108367, 2023
32023
Smart manufacturing inspired approach to research, development, and scale-up of electrified chemical manufacturing systems
D Richard, J Jang, B Çıtmacı, J Luo, V Canuso, P Korambath, ...
Iscience 26 (6), 2023
32023
Handling noisy data in machine learning modeling and predictive control of nonlinear processes
Z Wu, D Rincon, J Luo, PD Christofides
2021 American Control Conference (ACC), 3345-3351, 2021
32021
Machine Learning Modeling for Process Control and Electrochemical Reactor Operation
J Luo
University of California, Los Angeles, 2023
12023
Co-Teaching Approach to Machine Learning-based Predictive Control of Nonlinear Processes
Z Wu, J Luo, D Rincon, PD Christofides
IFAC-PapersOnLine 54 (3), 639-646, 2021
12021
Process modeling guides operational variables that affect CO2 utilization during the accelerated carbonation of concrete
DP Prentice, O AlShareedah, M Sarkar, J Arabit, I Mehdipour, S Afzal, ...
AIChE Journal, e18387, 2024
2024
Model Predictive Control of an Experimental Electrochemical Reactor
J Luo, B Citmaci, J Jang, D Richard, F Abdullah, C Morales-Guio, ...
2023 AIChE Annual Meeting, 2023
2023
Machine Learning-Based Gas Product Estimation and Feedback Control of an Experimental Proton Membrane Reactor
B Citmaci, D Richard, J Luo, J Jang, C Morales-Guio, P Christofides
2023 AIChE Annual Meeting, 2023
2023
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Articles 1–20