Panagiotis D. Christofides

Publication Activity (10 Years)

Years Active: 1996-2024
Publications (10 Years): 65

Top Venues

ACC

Comput. Chem. Eng.

MED

CDC

Publications

Yash A. Kadakia, Atharva V. Suryavanshi, Aisha Alnajdi, Fahim Abdullah, Panagiotis D. Christofides
Integrating machine learning detection and encrypted control for enhanced cybersecurity of nonlinear processes. Comput. Chem. Eng. 180 (2024)
Junwei Luo, Fahim Abdullah, Panagiotis D. Christofides
Model predictive control of nonlinear processes using neural ordinary differential equation models. Comput. Chem. Eng. 178 (2023)
Fahim Abdullah, Panagiotis D. Christofides
Data-based modeling and control of nonlinear process systems using sparse identification: An overview of recent results. Comput. Chem. Eng. 174 (2023)
Mohammed S. Alhajeri, Aisha Alnajdi, Fahim Abdullah, Panagiotis D. Christofides
Partially-connected recurrent neural network model generalization error: Application to model predictive control of nonlinear processes. MED (2023)
Matthew Tom, Henrik Wang, Feiyang Ou, Sungil Yun, Gerassimos Orkoulas, Panagiotis D. Christofides
Computational fluid dynamics modeling of a discrete feed atomic layer deposition reactor: Application to reactor design and operation. Comput. Chem. Eng. 178 (2023)
Atharva V. Suryavanshi, Aisha Alnajdi, Mohammed S. Alhajeri, Fahim Abdullah, Panagiotis D. Christofides
Encrypted Model Predictive Control of Nonlinear Systems. MED (2023)
Sandra Parker, Zhe Wu, Panagiotis D. Christofides
Cybersecurity in process control, operations, and supply chain. Comput. Chem. Eng. 171 (2023)
Fahim Abdullah, Zhe Wu, Panagiotis D. Christofides
Handling noisy data in sparse model identification using subsampling and co-teaching. Comput. Chem. Eng. 157 (2022)
Yi Ming Ren, Mohammed S. Alhajeri, Junwei Luo, Scarlett Chen, Fahim Abdullah, Zhe Wu, Panagiotis D. Christofides
A tutorial review of neural network modeling approaches for model predictive control. Comput. Chem. Eng. 165 (2022)
Scarlett Chen, Zhe Wu, Panagiotis D. Christofides
Statistical machine-learning-based predictive control using barrier functions for process operational safety. Comput. Chem. Eng. 163 (2022)
Scarlett Chen, Zhe Wu, Panagiotis D. Christofides
Barrier-function-based distributed predictive control for operational safety of nonlinear processes. Comput. Chem. Eng. 159 (2022)
Zhe Wu, Aisha Alnajdi, Quanquan Gu, Panagiotis D. Christofides
Machine-Learning-based Predictive Control of Nonlinear Processes with Uncertainty. ACC (2022)
Sungil Yun, Matthew Tom, Gerassimos Orkoulas, Panagiotis D. Christofides
Multiscale computational fluid dynamics modeling of spatial thermal atomic layer etching. Comput. Chem. Eng. 163 (2022)
Matthew Tom, Sungil Yun, Henrik Wang, Feiyang Ou, Gerassimos Orkoulas, Panagiotis D. Christofides
Machine learning-based run-to-run control of a spatial thermal atomic layer etching reactor. Comput. Chem. Eng. 168 (2022)
Sungil Yun, Matthew Tom, Feiyang Ou, Gerassimos Orkoulas, Panagiotis D. Christofides
Multiscale computational fluid dynamics modeling of thermal atomic layer etching: Application to chamber configuration design. Comput. Chem. Eng. 161 (2022)
Zhe Wu, David Rincón, Junwei Luo, Panagiotis D. Christofides
Handling Noisy Data in Machine Learning Modeling and Predictive Control of Nonlinear Processes. ACC (2021)
Fahim Abdullah, Zhe Wu, Panagiotis D. Christofides
Sparse-identification-based model predictive control of nonlinear two-time-scale processes. Comput. Chem. Eng. 153 (2021)
Yangyao Ding, Yichi Zhang, Ho Yeon Chung, Panagiotis D. Christofides
Machine learning-based modeling and operation of plasma-enhanced atomic layer deposition of hafnium oxide thin films. Comput. Chem. Eng. 144 (2021)
Zhe Wu, David Rincón, Junwei Luo, Panagiotis D. Christofides
Improving Machine Learning Modeling of Nonlinear Processes Under Noisy Data Via Co-teaching Method. ACC (2021)
Scarlett Chen, Zhe Wu, Panagiotis D. Christofides
Cyber-Security of Decentralized and Distributed Control Architectures with Machine-Learning Detectors for Nonlinear Processes. ACC (2021)
Sungil Yun, Yangyao Ding, Yichi Zhang, Panagiotis D. Christofides
Integration of feedback control and run-to-run control for plasma enhanced atomic layer deposition of hafnium oxide thin films. Comput. Chem. Eng. 148 (2021)
Scarlett Chen, Zhe Wu, Panagiotis D. Christofides
Machine Learning-Based Cyber-attack Detection and Resilient Operation via Economic Model Predictive Control for Nonlinear Processes. MED (2020)
Zhe Wu, David Rincón, Panagiotis D. Christofides
Incorporating Structural Process Knowledge in Recurrent Neural Network Modeling of Nonlinear Processes. ACC (2020)
Junfeng Zhang, Panagiotis D. Christofides, Xiao He, Zhe Wu, Yinghong Zhao, Donghua Zhou
Robust detection of intermittent sensor faults in stochastic LTV systems. Neurocomputing 388 (2020)
Junfeng Zhang, Panagiotis D. Christofides, Xiao He, Fahad Albalawi, Yinghong Zhao, Donghua Zhou
Intermittent sensor fault detection for stochastic LTV systems with parameter uncertainty and limited resolution. Int. J. Control 93 (4) (2020)
Yichi Zhang, Yangyao Ding, Panagiotis D. Christofides
Multiscale computational fluid dynamics modeling and reactor design of plasma-enhanced atomic layer deposition. Comput. Chem. Eng. 142 (2020)
Yi Ming Ren, Yichi Zhang, Yangyao Ding, Yongjian Wang, Panagiotis D. Christofides
Computational fluid dynamics-based in-situ sensor analytics of direct metal laser solidification process using machine learning. Comput. Chem. Eng. 143 (2020)
Scarlett Chen, Zhe Wu, Panagiotis D. Christofides
Cyber-attack detection and resilient operation of nonlinear processes under economic model predictive control. Comput. Chem. Eng. 136 (2020)
Zhe Wu, Panagiotis D. Christofides
Control Lyapunov-Barrier Function-Based Predictive Control of Nonlinear Systems Using Machine Learning Models. ACC (2020)
Yichi Zhang, Yangyao Ding, Zhe Wu, Panagiotis D. Christofides
Run-to-Run Control of Thermal Atomic Layer Deposition. MED (2020)
Zhe Wu, Panagiotis D. Christofides
Control Lyapunov-Barrier function-based predictive control of nonlinear processes using machine learning modeling. Comput. Chem. Eng. 134 (2020)
Zhihao Zhang, Zhe Wu, David Rincón, Panagiotis D. Christofides
Integrating Safeness Index-Based Model Predictive Control and Safety Relief Valve Activation for Operational Safety of Chemical Processes. ACC (2019)
Zhe Wu, Panagiotis D. Christofides
On Impact of Unsafe Set Structure in Control Lyapunov-Barrier Function-Based Model Predictive Control. ACC (2019)
Zhihao Zhang, Zhe Wu, David Rincón, Carlos Garcia, Panagiotis D. Christofides
Operational safety of chemical processes via Safeness-Index based MPC: Two large-scale case studies. Comput. Chem. Eng. 125 (2019)
Zhe Wu, Fahad Albalawi, Zhihao Zhang, Junfeng Zhang, Helen Durand, Panagiotis D. Christofides
Control Lyapunov-Barrier function-based model predictive control of nonlinear systems. Autom. 109 (2019)
Zhe Wu, Anh Tran, Yi Ming Ren, Cory S. Barnes, Panagiotis D. Christofides
Computational Fluid Dynamics Modeling and Control of Phthalic Anhydride Synthesis in a Fixed-Bed Catalytic Reactor. ACC (2019)
Eleonora Maria Aiello, Zhe Wu, Panagiotis D. Christofides, Chiara Toffanin, Claudio Cobelli, Lalo Magni
Improving Diabetes Conventional Therapy via Machine Learning Modeling. ACC (2019)
Fahad Albalawi, Helen Durand, Panagiotis D. Christofides
Distributed Economic Model Predictive Control with Safeness-Index Based Constraints of a Nonlinear Chemical Process. ACC (2018)
Anh Tran, Madeleine Pont, Marquis Crose, Panagiotis D. Christofides
Steam Methane Reforming Furnace Temperature Balancing Using Bayesian Model Identification. ACC (2018)
Caio Felippe Curitiba Marcellos, Helen Durand, Joseph Sang-Il Kwon, Amaro Gomes Barreto, Paulo Laranjeira da Cunha Lage, Maurício Bezerra de Souza Jr., Argimiro Resende Secchi, Panagiotis D. Christofides
Model Predictive Control of Batch Enantiomer Crystallization Using Ternary Diagram Information. ACC (2018)
Zhe Wu, Helen Durand, Panagiotis D. Christofides
Safe economic model predictive control of nonlinear systems. Syst. Control. Lett. 118 (2018)
Fahad Albalawi, Helen Durand, Panagiotis D. Christofides
Process operational safety via model predictive control: Recent results and future research directions. Comput. Chem. Eng. 114 (2018)
Helen Durand, Panagiotis D. Christofides
Economic Model Predictive Control: Handling Valve Actuator Dynamics and Process Equipment Considerations. Found. Trends Syst. Control. 5 (4) (2018)
Helen Durand, Robert Parker, Anas Alanqar, Panagiotis D. Christofides
Elucidating and handling effects of valve-induced nonlinearities in industrial feedback control loops. Comput. Chem. Eng. 116 (2018)
Zhe Wu, Fahad Albalawi, Zhihao Zhang, Junfeng Zhang, Helen Durand, Panagiotis D. Christofides
Control Lyapunov-Barrier Function-Based Model Predictive Control of Nonlinear Systems. ACC (2018)
Zhe Wu, Junfeng Zhang, Zhihao Zhang, Fahad Albalawi, Helen Durand, Maaz Mahmood, Prashant Mhaskar, Panagiotis D. Christofides
Lyapunov-based Economic Model Predictive Control of Stochastic Nonlinear Systems. ACC (2018)
Marquis Crose, Weiqi Zhang, Anh Tran, Panagiotis D. Christofides
Multiscale three-dimensional CFD modeling for PECVD of amorphous silicon thin films. Comput. Chem. Eng. 113 (2018)
Fahad Albalawi, Helen Durand, Anas Alanqar, Panagiotis D. Christofides
Process safeness index: Its definition and use in economic model predictive control to ensure process operational safety. ACC (2017)
Helen Durand, Panagiotis D. Christofides
Elucidation and compensation of valve stiction-induced oscillations in closed-loop systems. ACC (2017)
Anh Tran, Andres Aguirre, Helen Durand, Marquis Crose, Panagiotis D. Christofides
Steam methane reforming furnace temperature balancing via CFD model-based optimization. ACC (2017)
Fahad Albalawi, Helen Durand, Panagiotis D. Christofides
Distributed economic model predictive control with Safeness-Index based constraints for nonlinear systems. Syst. Control. Lett. 110 (2017)
Fahad Albalawi, Helen Durand, Panagiotis D. Christofides
Process operational safety using model predictive control based on a process Safeness Index. Comput. Chem. Eng. 104 (2017)
Anh Tran, Andres Aguirre, Marquis Crose, Helen Durand, Panagiotis D. Christofides
Temperature balancing in steam methane reforming furnace via an integrated CFD/data-based optimization approach. Comput. Chem. Eng. 104 (2017)
Helen Durand, Panagiotis D. Christofides
Economic model predictive control for nonlinear processes incorporating actuator magnitude and rate of change constraints. ACC (2016)
Helen Durand, Panagiotis D. Christofides
Stiction compensation via model predictive control. ACC (2016)
Matthew Ellis, Panagiotis D. Christofides
On closed-loop economic performance under Lyapunov-based economic model predictive control. ACC (2016)
Helen Durand, Matthew Ellis, Panagiotis D. Christofides
Economic model predictive control designs for input rate-of-change constraint handling and guaranteed economic performance. Comput. Chem. Eng. 92 (2016)
Anas Alanqar, Helen Durand, Fahad Albalawi, Panagiotis D. Christofides
Integrating production scheduling and process operation via economic model predictive control. CDC (2016)
Fahad Albalawi, Anas Alanqar, Helen Durand, Panagiotis D. Christofides
Simultaneous control of safety constraint sets and process economics using economic model predictive control. ACC (2016)
Anas Alanqar, Helen Durand, Panagiotis D. Christofides
Error-triggered on-line model identification in economic model predictive control. ACC (2016)
Matthew Ellis, Helen Durand, Panagiotis D. Christofides
Elucidation of the role of constraints in economic model predictive control. Annu. Rev. Control. 41 (2016)
Anas Alanqar, Matthew Ellis, Panagiotis D. Christofides
Economic model predictive control of nonlinear process systems using multiple empirical models. ACC (2015)
Matthew Ellis, Panagiotis D. Christofides
Handling computational delay in economic model predictive control of nonlinear process systems. ACC (2015)
Helen Durand, Matthew Ellis, Panagiotis D. Christofides
Accounting for the control actuator layer in economic model predictive control of nonlinear processes. ACC (2015)
Mirko Messori, Matthew Ellis, Claudio Cobelli, Panagiotis D. Christofides, Lalo Magni
Improved postprandial glucose control with a customized Model Predictive Controller. ACC (2015)
Liangfeng Lao, Matthew Ellis, Antonios Armaou, Panagiotis D. Christofides
Economic model predictive control of parabolic PDE systems: Handling state constraints by adaptive proper orthogonal decomposition. CDC (2014)
Matthew Ellis, Panagiotis D. Christofides
Control configuration selection for economic model predictive control. CDC (2014)
Matthew Ellis, Jing Zhang, Jinfeng Liu, Panagiotis D. Christofides
Robust moving horizon estimation based output feedback economic model predictive control. Syst. Control. Lett. 68 (2014)
Matthew Ellis, Iasson Karafyllis, Panagiotis D. Christofides
Stabilization of nonlinear sampled-data systems and economic model predictive control application. ACC (2014)
Liangfeng Lao, Matthew Ellis, Antonios Armaou, Panagiotis D. Christofides
Economic model predictive control of parabolic PDE systems using empirical eigenfunctions. ACC (2014)
Matthew Ellis, Panagiotis D. Christofides
On finite-time and infinite-time cost improvement of economic model predictive control for nonlinear systems. Autom. 50 (10) (2014)
Liangfeng Lao, Matthew Ellis, Panagiotis D. Christofides
Economic model predictive control of a first-order hyperbolic PDE system. CDC (2014)
Liangfeng Lao, Matthew Ellis, Panagiotis D. Christofides
Output feedback economic model predictive control of parabolic PDE systems. ACC (2014)
Mohsen Heidarinejad, Jinfeng Liu, Panagiotis D. Christofides
On fixed-time performance of Lyapunov-based economic model predictive control of nonlinear systems. ACC (2013)
Matthew Ellis, Mohsen Heidarinejad, Panagiotis D. Christofides
Economic model predictive control of nonlinear two-time-scale systems. MED (2013)
Wei Qi, Jinfeng Liu, Panagiotis D. Christofides
Distributed Supervisory Predictive Control of Distributed Wind and Solar Energy Systems. IEEE Trans. Control. Syst. Technol. 21 (2) (2013)
Panagiotis D. Christofides, Riccardo Scattolini, David Muñoz de la Peña, Jinfeng Liu
Distributed model predictive control: A tutorial review and future research directions. Comput. Chem. Eng. 51 (2013)
Mohsen Heidarinejad, Jinfeng Liu, Panagiotis D. Christofides
Economic model predictive control of switched nonlinear systems. Syst. Control. Lett. 62 (1) (2013)
Michael Nayhouse, Joseph Sang-Il Kwon, Gerassimos Orkoulas, Panagiotis D. Christofides
Modeling and control of protein crystal shape distribution. ACC (2013)
Liangfeng Lao, Matthew Ellis, Panagiotis D. Christofides
Proactive fault-tolerant model predictive control: Concept and application. ACC (2013)
Liangfeng Lao, Matthew Ellis, Panagiotis D. Christofides
Economic model predictive control of a transport-reaction process. MED (2013)
Matthew Ellis, Panagiotis D. Christofides
Unifying dynamic economic optimization and model predictive control for optimal process operation. ACC (2013)
Jianqiao Huang, Gerassimos Orkoulas, Panagiotis D. Christofides
Porosity control in thin film solar cells: Two-dimensional case. ACC (2013)
Jianqiao Huang, Gerassimos Orkoulas, Panagiotis D. Christofides
Predictive control of aggregate surface morphology in a two-stage thin film deposition process for improved light trapping. ACC (2012)
Jinfeng Liu, Xianzhong Chen, David Muñoz de la Peña, Panagiotis D. Christofides
Iterative Distributed Model Predictive Control of Nonlinear Systems: Handling Asynchronous, Delayed Measurements. IEEE Trans. Autom. Control. 57 (2) (2012)
Mohsen Heidarinejad, Jinfeng Liu, Panagiotis D. Christofides
Distributed model predictive control of switched nonlinear systems. ACC (2012)
Akradej Leosirikul, David Chilin, Jinfeng Liu, James F. Davis, Panagiotis D. Christofides
Monitoring of low-level PID control loops. ACC (2012)
Wei Qi, Jinfeng Liu, Panagiotis D. Christofides
Supervisory Predictive Control for Long-Term Scheduling of an Integrated Wind/Solar Energy Generation and Water Desalination System. IEEE Trans. Control. Syst. Technol. 20 (2) (2012)
Mohsen Heidarinejad, Jinfeng Liu, Panagiotis D. Christofides
State-estimation-based economic model predictive control of nonlinear systems. Syst. Control. Lett. 61 (9) (2012)
Xianzhong Chen, Mohsen Heidarinejad, Jinfeng Liu, Panagiotis D. Christofides
Composite fast-slow MPC design for nonlinear singularly perturbed systems: Stability analysis. ACC (2012)
Xinyu Zhang, Gerassimos Orkoulas, Panagiotis D. Christofides
Multivariable model predictive control of thin film surface roughness and slope: Application to a 2D kinetic Monte-Carlo model. ACC (2011)
Wei Qi, Jinfeng Liu, Panagiotis D. Christofides
A two-time-scale framework to supervisory predictive control of an integrated wind/solar energy generation and water desalination system. ACC (2011)
David Chilin, Jinfeng Liu, James F. Davis, Panagiotis D. Christofides
Data-based monitoring and reconfiguration of a distributed model predictive control system. ACC (2011)
Mohsen Heidarinejad, Jinfeng Liu, David Muñoz de la Peña, James F. Davis, Panagiotis D. Christofides
Multirate distributed model predictive control of nonlinear systems. ACC (2011)
Wei Qi, Jinfeng Liu, Xianzhong Chen, Panagiotis D. Christofides
Supervisory Predictive Control of Standalone Wind/Solar Energy Generation Systems. IEEE Trans. Control. Syst. Technol. 19 (1) (2011)
Xinyu Zhang, Jianqiao Huang, Gerassimos Orkoulas, Panagiotis D. Christofides
Modeling and control of aggregate thin film surface morphology using stochastic PDEs and a patterned deposition rate profile. CDC/ECC (2011)
Xianzhong Chen, Mohsen Heidarinejad, Jinfeng Liu, David Muñoz de la Peña, Panagiotis D. Christofides
Model predictive control of nonlinear singularly perturbed systems: Application to a reactor-separator process network. CDC/ECC (2011)
Mohsen Heidarinejad, Jinfeng Liu, Panagiotis D. Christofides
Economic model predictive control using Lyapunov techniques: Handling asynchronous, delayed measurements and distributed implementation. CDC/ECC (2011)
Jianqiao Huang, Gangshi Hu, Gerassimos Orkoulas, Panagiotis D. Christofides
Dependence of film surface roughness on surface migration and lattice size in thin film deposition. ACC (2011)
Mohsen Heidarinejad, Jinfeng Liu, Panagiotis D. Christofides
Lyapunov-based economic model predictive control of nonlinear systems. ACC (2011)

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Publication Activity (10 Years)

Top Topics

Top Venues

Panagiotis D. Christofides