| 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 | 62 | 2022 |
| Physics-informed machine learning modeling for predictive control using noisy data MS Alhajeri, F Abdullah, Z Wu, PD Christofides Chemical Engineering Research and Design 186, 34-49, 2022 | 25 | 2022 |
| Sparse-identification-based model predictive control of nonlinear two-time-scale processes F Abdullah, Z Wu, PD Christofides Computers & Chemical Engineering 153, 107411, 2021 | 20 | 2021 |
| Handling noisy data in sparse model identification using subsampling and co-teaching F Abdullah, Z Wu, PD Christofides Computers & Chemical Engineering 157, 107628, 2022 | 19 | 2022 |
| Data-based reduced-order modeling of nonlinear two-time-scale processes F Abdullah, Z Wu, PD Christofides Chemical Engineering Research and Design 166, 1-9, 2021 | 19 | 2021 |
| Modeling and control of nonlinear processes using sparse identification: Using dropout to handle noisy data F Abdullah, MS Alhajeri, PD Christofides Industrial & Engineering Chemistry Research 61 (49), 17976-17992, 2022 | 13 | 2022 |
| Data-based modeling and control of nonlinear process systems using sparse identification: An overview of recent results F Abdullah, PD Christofides Computers & Chemical Engineering, 108247, 2023 | 12 | 2023 |
| Encrypted model predictive control design for security to cyberattacks A Suryavanshi, A Alnajdi, M Alhajeri, F Abdullah, PD Christofides AIChE Journal 69 (8), e18104, 2023 | 9 | 2023 |
| Machine learning-based predictive control of nonlinear time-delay systems: Closed-loop stability and input delay compensation A Alnajdi, A Suryavanshi, MS Alhajeri, F Abdullah, PD Christofides Digital Chemical Engineering 7, 100084, 2023 | 9 | 2023 |
| On generalization error of neural network models and its application to predictive control of nonlinear processes MS Alhajeri, A Alnajdi, F Abdullah, PD Christofides Chemical Engineering Research and Design 189, 664-679, 2023 | 6 | 2023 |
| 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 | 5 | 2023 |
| Thermodynamic Investigation of Droplet–Droplet and Bubble–Droplet Equilibrium in an Immiscible Medium H Binyaminov, F Abdullah, L Zargarzadeh, JAW Elliott The Journal of Physical Chemistry B 125 (30), 8636-8651, 2021 | 5 | 2021 |
| Encrypted model predictive control of a nonlinear chemical process network YA Kadakia, A Suryavanshi, A Alnajdi, F Abdullah, PD Christofides Processes 11 (8), 2501, 2023 | 4 | 2023 |
| Integrating machine learning detection and encrypted control for enhanced cybersecurity of nonlinear processes YA Kadakia, A Suryavanshi, A Alnajdi, F Abdullah, PD Christofides Computers & Chemical Engineering 180, 108498, 2024 | 3 | 2024 |
| Model predictive control of nonlinear processes using neural ordinary differential equation models J Luo, F Abdullah, PD Christofides Computers & Chemical Engineering 178, 108367, 2023 | 3 | 2023 |
| Encrypted distributed model predictive control of nonlinear processes YA Kadakia, F Abdullah, A Alnajdi, PD Christofides Control Engineering Practice 145, 105874, 2024 | 1 | 2024 |
| Model predictive control of an electrically-heated steam methane reformer B Çıtmacı, X Cui, F Abdullah, D Richard, D Peters, Y Wang, E Hsu, ... Digital Chemical Engineering 10, 100138, 2024 | 1 | 2024 |
| Encrypted decentralized model predictive control of nonlinear processes with delays YA Kadakia, A Alnajdi, F Abdullah, PD Christofides Chemical Engineering Research and Design 200, 312-324, 2023 | 1 | 2023 |
| Machine Learning-Based Model Predictive Control of Two-Time-Scale Systems A Alnajdi, F Abdullah, A Suryavanshi, PD Christofides Mathematics 11 (18), 3827, 2023 | 1 | 2023 |
| Real-time adaptive sparse-identification-based predictive control of nonlinear processes F Abdullah, PD Christofides Chemical Engineering Research and Design 196, 750-769, 2023 | 1 | 2023 |
Panagiotis D. ChristofidesWilliam D. Van Vorst Distinguished Professor and Department Chair of Chemical Engineering, UCLAVerified email at seas.ucla.edu
