| 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 | 65 | 2022 |
| Tuning guidelines for model-predictive control M Alhajeri, M Soroush Industrial & Engineering Chemistry Research 59 (10), 4177-4191, 2020 | 48 | 2020 |
| 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 | 38 | 2022 |
| Machine-learning-based state estimation and predictive control of nonlinear processes MS Alhajeri, Z Wu, D Rincon, F Albalawi, PD Christofides Chemical Engineering Research and Design 167, 268-280, 2021 | 38 | 2021 |
| 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 | 26 | 2022 |
| 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 | 14 | 2022 |
| 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 | 10 | 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 | 10 | 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 | 7 | 2023 |
| Estimation-Based Predictive Control of Nonlinear Processes Using Recurrent Neural Networks MS Alhajeri, Z Wu, D Rincon, F Albalawi, PD Christofides IFAC-PapersOnLine 54 (3), 91-96, 2021 | 1 | 2021 |
| Model predictive control of nonlinear processes using transfer learning-based recurrent neural networks MS Alhajeri, YM Ren, F Ou, F Abdullah, PD Christofides Chemical Engineering Research and Design 205, 1-12, 2024 | | 2024 |
| Encrypted Model Predictive Control of Nonlinear Systems AV Suryavanshi, A Alnajdi, MS Alhajeri, F Abdullah, PD Christofides 2023 31st Mediterranean Conference on Control and Automation (MED), 904-911, 2023 | | 2023 |
| Partially-connected recurrent neural network model generalization error: Application to model predictive control of nonlinear processes MS Alhajeri, A Alnajdi, F Abdullah, PD Christofides 2023 31st Mediterranean Conference on Control and Automation (MED), 912-919, 2023 | | 2023 |
| An Encrypted MPC Framework for Security to Cyber-Attacks AV Suryavanshi, A Alnajdi, MS Alhajeri, PD Christofides Computer Aided Chemical Engineering 52, 1513-1518, 2023 | | 2023 |
| Statistical Machine-Learning-Based Predictive Control of Nonlinear Time-Delay Processes A Alnajdi, AV Suryavanshi, M Alhajeri, F Abdullah, Z Wu, P Christofides 2022 AIChE Annual Meeting, 2022 | | 2022 |
| Partially-Connected Recurrent Neural Network Modeling for Predictive Control Using Noisy Data M Alhajeri, Z Wu, P Christofides 2022 AIChE Annual Meeting, 2022 | | 2022 |
| Process Structure-Aware Machine Learning Modeling for State Estimation and Model Predictive Control of Nonlinear Processes M Alhajeri University of California, Los Angeles, 2022 | | 2022 |
| Process Structure-Based Recurrent Neural Network Modeling for State Estimation and Predictive Control of Nonlinear Processes M Alhajeri, J Luo, Z Wu, D Rincon, P Christofides 2021 AIChE Annual Meeting, 2021 | | 2021 |
| Cybersecurity of Process Control Systems Via a Two-Tier Control Architecture Z Wu, SS Chen, M Alhajeri, P Christofides 2019 AIChE Annual Meeting, 2019 | | 2019 |
| Nonlinear Model Predictive Control of Processes with Incomplete State Measurements MS Alhajeri Drexel University, 2018 | | 2018 |
Panagiotis D. ChristofidesWilliam D. Van Vorst Distinguished Professor and Department Chair of Chemical Engineering, UCLAVerified email at seas.ucla.edu
