Books and Edited Issues
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Wu, Z.
and P. D. Christofides, "Process Operational Safety and
Cybersecurity: A Feedback Control Approach,'' Advances in
Industrial Control Series, 277 pages, Springer,
London, England, 2021.
-
Christofides, P. D. (Ed.), "Machine Learning in Process Control
and Systems Engineering,'' Special Issue of Chem. Eng.
Res. & Des., 2020.
-
Christofides, P. D. (Ed.), "Process Dynamics and Control,''
Special Issue of Chem. Eng. Res. & Des., 2018.
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El-Farra, N. H. and P. D. Christofides (Eds.), "Control and
Optimization of Renewable Energy Systems,'' Special Issue of Renewable
Energy, 100, 1-140, 2017.
-
Ellis,
M., J. Liu and P. D. Christofides, "Economic Model Predictive
Control: Theory, Formulations and Chemical Process
Applications,'' Advances in Industrial
Control, 304 pages, Springer, London,
England, 2016.
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El-Farra, N.
H. and P. D. Christofides (Eds.), "Control and Optimization of
Smart Plant Operations,'' Special Issue of Chemical
Engineering Science, 136, 1-176, 2015.
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Christofides,
P. D. and N. H. El-Farra (Eds.), "Economic Nonlinear Model Predictive
Control,'' Special Issue of Journal of Process Control,
24 (8), 1155-1336, 2014.
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Mhaskar,
P., J. Liu and P. D. Christofides, "Fault-Tolerant Process
Control: Methods and Applications,'' 281 pages, Springer-Verlag, London, England,
2013.
(Read a review of this book.)
-
El-Farra,
N. H. and P. D. Christofides (Eds.), "Dynamics, Control and
Optimization of Energy Systems,'' Special Issue of
Chemical Engineering Science, 67 (1), 1-138, 2012.
-
Christofides,
P. D., J. Liu and D. Munoz de la Pena, "Networked and
Distributed Predictive Control: Methods and Nonlinear Process
Network Applications,'' 230 pages,
Advances in Industrial Control Series, Springer-Verlag, London,
England, 2011.
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Christofides,
P. D., A. Armaou, Y. Lou and A. Varshney, "Control and
Optimization of Multiscale Process Systems,'' Control
Engineering Series, Birkhäuser, Boston, 212 pages, 2008.
(Read a review of this book.)
(Read a review for this book).
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Wang, X. Z.
and P. D. Christofides (Eds.), "Control of Particulate
Processes,'' Special Issue of Particle
& Particle Systems Characterization, 25 (4),
287-387, 2008.
-
Christofides,
P. D. and X. Z. Wang (Eds.), "Control of Particulate Processes,'' Special Issue of Chemical Engineering Science,
63 (5), 1155-1400, 2008.
-
Christofides, P. D. and N. H. El-Farra, "Control of Nonlinear and
Hybrid Process Systems: Designs for Uncertainty, Constraints and
Time-Delays,'' 446 pages, Springer-Verlag, Berlin, Germany, 2005. (Read a review for this book). (Read a review for this book).
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Christofides,
P. D. and A. Armaou (Eds.), "Control of Multiscale and Distributed
Process Systems,'' Special Issue of Computers & Chemical
Engineering, 29(4), 687-918, 2005.
-
Christofides, P. D. (Ed.), "Control of Complex Process
Systems,'' Special Issue of International Journal of Robust and Nonlinear Control, 14
(2), 87-248, 2004.
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Renardy Y., A. Beris and
P. D. Christofides (Eds.), "Proceedings of the Topical Conference on Computing and
Simulation at Work,'' AIChE Annual Meeting, San Francisco, California, 2003.
-
Christofides, P.
D. (Ed.), "Control of Distributed Parameter Systems,'' Special Issue of Computers & Chemical Engineering, 26 (7/8),
939-1169, 2002.
-
Christofides,
P. D., "Model-Based Control of Particulate Processes,'' 229
pages, Kluwer Academic Publishers, The Netherlands, 2002.
(Read a review for this book).
-
Christofides, P. D., "Nonlinear
and Robust Control of Partial Differential Equation Systems: Methods and Applications to Transport-Reaction
Processes," 272 pages, Birkhäuser, Boston, 2001. (Read
a review for this book.)
Refereed Journal Papers (published or accepted)
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Wu, Z., P. D.
Christofides, W. Wu, Y. Wang, F. Abdullah, A. Alnajdi, Y.
Kadakia, "A Tutorial Review of Machine Learning-Based Model
Predictive Control Methods,'' Reviews in Chemical
Engineering, 41, 42 pages, 2025.
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Wang, H., F. Ou,
J. Suherman, G. Orkoulas and P. D. Christofides, "Integration of
On-Line Machine Learning-Based Endpoint Control and Run-to-Run
Control for an Atomic Layer Etching Process," Dig.
Chem. Eng., 14, 100206, 2025.
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Cui, X., D.
Peters, Y. Wang, B. Citmaci, D. Richard, C. G. Morales-Guio and
P. D. Christofides, "Modeling and Control of a Protonic Membrane
Steam Methane Reformer,'' Chem. Eng. Res. & Des.,
212, 493-519, 2024.
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Wang, H., F.
Ou, J. Suherman, M. Tom, G. Orkoulas and P. D. Christofides,
"Data-Driven Machine Learning Predictor Model for Optimal
Operation of a Thermal Atomic Layer Etching Reactor,"
Ind. & Eng. Chem. Res., 63,
19693-19706, 2024.
-
Ou, F., H. Wang,
C. Zhang, M. Tom, S. Bom, J. F. Davis and P. D. Christofides,
"Industrial Data-Driven Machine Learning Soft Sensing for
Optimal Operation of Etching Tools," Dig. Chem.
Eng., 13, 100195, 2024.
-
Hsu, E., D.
Peters, B. Citmaci, P. Chheda, X. Cui, Y. Wang, C. G. Morales-Guio
and P. D. Christofides, "Modeling and Design of a Combined
Electrified Steam Methane Reforming-Pressure Swing Adsorption
Process,'' Chem. Eng. Res. & Des., 209,
111-131, 2024.
-
Wang, Y., X.
Cui, D. Peters, B. Citmaci, A. Alnajdi, C. G. Morales-Guio and P. D.
Christofides, "Machine Learning-Based Predictive Control of an
Electrically-Heated Steam Methane Reforming Process,''
Dig. Chem. Eng., 12, 100173, 2024.
-
Kadakia, Y., F. Abdullah, A. Alnajdi and P. D. Christofides,
"Integrating Dynamic Economic Optimization and Encrypted
Control for Cyber-Resilient Operation of Nonlinear Processes,''
AIChE J., 70, e18509, 2024.
-
Citmaci, B., D.
Peters, X. Cui, F. Abdullah, A. Almunaifi, P. Chheda, C.
Morales-Guio and P. D. Christofides, "Feedback Control of an
Experimental Electrically-Heated Steam Methane Reformer,''
Chem. Eng. Res. & Des., 206, 469-488,
2024.
-
Cui,
X., B. Citmaci, D. Peters, F. Abdullah, Y. Wang, E. Hsu, P.
Chheda, C. Morales-Guio and P. D. Christofides,
"Estimation-Based Model Predictive Control of an
Electrically-Heated Steam Methane Reforming Process,'' Dig.
Chem. Eng., 11, 100153, 2024.
-
Alhajeri,
M. S., Y. M. Ren, F. Ou, F. Abdullah and P. D. Christofides,
"Model Predictive Control of Nonlinear Processes Using Transfer
Learning-Based Recurrent Neural Networks,'' Chem. Eng.
Res. & Des., 205, 1-12, 2024.
-
Prentice,
D., O.
AlShareedah, M. Sarkar, J. Arabit, I. Mehdipour, S. Afzal, J.
Luo, F. Abdullah., S. Yun, P. D. Christofides, D. Simonetti and
G. Sant, "Process Modeling Guides Operational Variables that
Affect CO_2 Utilization During the Accelerated
Carbonation of Concrete,'' AIChE J., 70,
e18387, 2024.
-
Kadakia, Y., F.
Abdullah, A. Alnajdi and P. D. Christofides, "Encrypted
Distributed Model Predictive Control of Nonlinear Processes,''
Contr. Eng. Pract., 145, 105874, 2024.
-
Wang, H., M.
Tom, F. Ou, G. Orkoulas and P. D. Christofides, "Integrating
Run-to-Run Control with Feedback Control for a Spatial Atomic
Layer Etching Reactor," Chem. Eng. Res. & Des., 203,
1-10, 2024.
-
Wang, H.,
M. Tom, F. Ou, G. Orkoulas and P. D. Christofides, "Multiscale
Computational Fluid Dynamics Modeling of an Area-Selective
Atomic Layer Deposition Process Using a Discrete Feed Method,"
Dig. Chem. Eng., 10, 100140, 2024.
-
Torrente-Murciano, L., J. B. Dunn, P. D. Christofides, J. D.
Keasling, S. C. Glotzer, S. Y. Lee, K. M. V. Geem, J. Tom and G. He, "The Forefront of
Chemical Engineering Research,'' Nature Chemical Engineering,
1, 18-27, 2024.
-
Citmaci, B., X.
Cui, F. Abdullah, D. Richard, D. Peters, Y. Wang, E. Hsu, P.
Chheda, C. Morales-Guio and P. D. Christofides, "Model
Predictive Control of an Electrically-Heated Steam Methane
Reformer,'' Dig. Chem. Eng., 10,
100138, 2024.
-
Tom, M.,
H. Wang, F. Ou, G. Orkoulas and P. D. Christofides, "Machine
Learning Modeling and Run-to-Run Control of an Area-Selective
Atomic Layer Deposition Spatial Reactor," Coatings,
14, 38, 2024.
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Ou, F., F.
Abdullah, H. Wang, M. Tom, G. Orkoulas and P. D. Christofides,
"Sparse Identification Modeling and Predictive Control of
Wafer Temperature in an Atomic Layer Etching Reactor,'' Chem. Eng. Res. &
Des., 202, 1-11, 2024.
-
Kadakia,
Y., A. Suryavanshi, A. Alnajdi, F. Abdullah and P. D.
Christofides, "Integrating Machine Learning Detection and
Encrypted Control for
Enhanced Cybersecurity of Nonlinear Processes,'' Comp. & Chem. Eng., 180,
108498, 2024.
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Kadakia, Y., A.
Alnajdi, F. Abdullah and P. D. Christofides, "Encrypted
Decentralized Model Predictive Control of Nonlinear Processes
with Delays,'' Chem. Eng. Res. & Des., 200,
312-324, 2023.
-
Kadakia, Y., A.
Alnajdi, F. Abdullah and P. D. Christofides, "Encrypted
Distributed Model Predictive Control with State Estimation for
Nonlinear Processes,'' Dig. Chem. Eng., 9,
100133, 2023.
-
Alnajdi,
A., F. Abdullah, A. Suryavanshi and P. D. Christofides, "Machine
Learning-Based Model Predictive Control of Two-Time-Scale
Systems," Mathematics, 11 (18),
3827, 2023.
-
Tom, M.,
H. Wang, F. Ou, S. Yun, G. Orkoulas and P. D. Christofides,
"Computational Fluid Dynamics Modeling of a Discrete Feed Atomic
Layer Deposition Reactor: Application to Reactor Design and
Operation," Comp. & Chem. Eng., 178,
108400, 2023.
-
Luo, J.,
B. Citmaci, J. B. Jang, F. Abdullah, C. Morales-Guio and P. D. Christofides, "Machine Learning-Based Predictive Control Using
On-line Model Linearization: Application to an Experimental
Electrochemical Reactor," Chem. Eng. Res. & Des.,
197, 721-737, 2023.
-
Kadakia, Y.,
A. Suryavanshi, A. Alnajdi, F. Abdullah and P. D. Christofides,
"Encrypted Model Predictive Control of a Nonlinear Chemical
Process Network,'' Processes, 11 (8),
2501, 2023.
-
Luo, J., F.
Abdullah and P. D. Christofides, "Model Predictive Control of
Nonlinear Processes Using Neural Ordinary Differential Equation
Models,'' Comp. & Chem. Eng., 178,
108367, 2023.
-
Abdullah, F.
and P. D. Christofides, "Real-Time Adaptive
Sparse-Identification-Based Predictive Control of Nonlinear
Processes,'' Chem. Eng. Res. & Des., 196, 750-769, 2023.
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Richard, D., J.
B. Jang, B. Cıtmacı, J. Luo, V. Canuso, P. Korambath, O.
Morales-Leslie, J. F. Davis, H. Malkani, P. D. Christofides and
C. G. Morales-Guio, "Smart Manufacturing Inspired Approach to
Research, Development, and Scale-up of Electrified Chemical
Manufacturing Systems," iScience, 26,
106966, 2023.
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Suryavanshi, A., A. Alnajdi, M. S. Alhajeri, F. Abdullah and P.
D. Christofides, "Encrypted Model Predictive Control Design for
Security to Cyber-Attacks,'' AIChE J., 69,
e18104, 2023.
-
Abdullah, F.
and P. D. Christofides, "Data-based Modeling and Control of
Nonlinear Process Systems Using Sparse Identification: An
Overview of Recent Results,'' Comp. &
Chem. Eng., 174, 108247, 2023.
-
Yun, S.,
H. Wang, M. Tom, F. Ou, G. Orkoulas and P. D. Christofides,
"Multiscale CFD Modeling of Spatial Area-Selective Thermal
Atomic Layer Deposition: Application to Reactor Design and
Operating Condition Calculation," Coatings,
13,
558, 2023.
-
Citmaci, B.,
J. Luo, J. B. Jang, C. Morales-Guio and P. D. Christofides,
"Machine Learning-Based Ethylene and Carbon Monoxide
Concentration Estimation, Real-Time Optimization, and
Multivariable Control of an Experimental Electrochemical
Reactor," Chem. Eng. Res. & Des.,
191, 658-681, 2023.
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Parker,
S., Z. Wu and P. D. Christofides, "Cybersecurity in Process
Control, Operations, and Supply Chain,'' Comp. &
Chem. Eng., 171, 108169, 2023.
-
Alnajdi, A., A. Suryavanshi, M. S. Alhajeri, F. Abdullah and P.
D. Christofides, "Machine Learning-Based Predictive Control of
Nonlinear Time-Delay Systems: Closed-loop Stability and Delay
Compensation,'' Dig. Chem. Eng., 7,
100084, 2023.
-
Richard, D., M. Tom, J. B. Jang, S. Yun, P. D. Christofides and
C. Morales-Guio, "Quantifying Transport and Electrocatalytic
Reaction Processes in a Gastight Rotating Cylinder Electrode
Reactor via Integration of Computational Fluid Dynamics Modeling
and Experiments,'' Electrochimica Acta, 440, 141698, 2023.
-
Alhajeri, M.
S., A. Alnajdi, F. Abdullah and P. D. Christofides, "On
Generalization Error of Neural Network Models and its
Application to Predictive Control of Nonlinear Processes,'' Chem. Eng. Res. Des.,
189, 664-679, 2023.
-
Abdullah, F.,
M. Alhajeri and P. D. Christofides, "Modeling and Control of
Nonlinear Processes Using Sparse Identification: Using Dropout
to Handle Noisy Data,'' Ind. & Eng. Chem. Res.,
61, 17976-17992, 2022.
-
Tom, M., S. Yun, H. Wang, F. Ou, G. Orkoulas and P. D.
Christofides, "Machine Learning-Based Run-to-Run Control of a
Spatial Thermal Atomic Layer Etching Reactor,'' Comp. &
Chem. Eng., 168, 108044, 2022.
-
Yun, S.,
F. Ou, H. Wang, M. Tom, G. Orkoulas and P. D. Christofides,
"Atomistic-Mesoscopic Modeling of Area-Selective Thermal Atomic
Layer Deposition,'' Chem. Eng. Res. & Des., 188, 271-286, 2022.
-
Citmaci, B.,
J. Luo, J. B. Jang, P. Korambath, C. Morales-Guio, J. F. Davis
and P. D. Christofides, "Digitalization of an Experimental
Electrochemical Reactor via the Smart Manufacturing Innovation
Platform,'' Dig. Chem. Eng., 5,
100050, 2022.
-
Ren, Y. M., M.
Alhajeri, J. Luo, S. Chen, F. Abdullah, Z. Wu and P. D.
Christofides, "A Tutorial Review of Neural Network Modeling
Approaches for Model Predictive Control,'' Comp. &
Chem. Eng., 165, 107956, 2022.
-
Alhajeri, M.,
F. Abdullah, Z. Wu and P. D. Christofides, "Physics-informed
Machine Learning Modeling for Predictive Control Using Noisy
Data,'' Chem. Eng. Res. & Des., 186,
34-49, 2022.
-
Luo, J., V.
Canuso, J. B. Jang, Z. Wu, C. Morales-Guio and P. D.
Christofides, "Machine Learning-Based Operational Modeling of an
Electrochemical Reactor: Handling Data Variability and
Improving Empirical Models,'' Ind. & Eng. Chem. Res.,
61, 8399-8410, 2022.
-
Citmaci,
B., J.
Luo, J. B. Jang, V. Canuso, D. Richard, Y. Ren, C. Morales-Guio
and P. D. Christofides, "Machine Learning-Based Ethylene
Concentration Estimation, Real-Time Optimization and Feedback
Control of an Experimental Electrochemical Reactor,'' Chem.
Eng. Res. & Des., 185, 87-107, 2022.
-
Chen, S., Z.
Wu and P. D. Christofides, "Statistical Machine-Learning-based
Predictive Control Using Barrier Functions for Process
Operational Safety,'' Comp. & Chem. Eng., 163, 107860, 2022.
-
Yun, S., M.
Tom, G. Orkoulas and P. D. Christofides, "Multiscale
Computational Fluid Dynamics Modeling of Spatial Thermal Atomic
Layer Etching,'' Comp. & Chem. Eng., 163,
107861, 2022.
-
Liu, T., C. S.
Lough, H. Sehhat, Y. Ren, P. D. Christofides, E. C. Kinzel and
M. C. Leu, "In-Situ Thermographic Inspection for Local Powder
Layer Thickness Estimation in Laser Powder Bed Fusion,'' Additive Manufacturing,
55, 102873, 2022.
-
Yun, S., M.
Tom, F. Ou, G. Orkoulas and P. D. Christofides, "Multivariable
Run-to-Run Control of Thermal Atomic Layer Etching of Aluminum
Oxide Thin Films,'' Chem. Eng. Res. & Des., 182, 1-12, 2022.
-
Yun, S., M.
Tom, F. Ou, G. Orkoulas and P. D. Christofides, "Multiscale
Computational Fluid Dynamics Modeling of Thermal Atomic Layer
Etching: Application to Chamber Configuration Design,'' Comp. & Chem. Eng.,
161, 107757, 2022.
-
Wu, Z., A.
Alnajdi, Q. Gu and P. D. Christofides, "Statistical
Machine-Learning-based Predictive Control of Uncertain Nonlinear
Processes,'' AIChE J., 68, e17642,
2022.
-
Chen, S., Z.
Wu and P. D. Christofides, "Barrier-Function-Based Distributed
Predictive Control for Operational Safety of Nonlinear
Processes,'' Comp. & Chem. Eng., 159,
107690, 2022.
-
Alhajeri, M., J. Luo, Z. Wu, F. Albalawi and P. D. Christofides, "Process
Structure-Based
Recurrent Neural Network Modeling for Predictive Control: A
Comparative Study,'' Chem. Eng. Res. & Des.,
179, 77-89, 2022.
-
Abdullah, F., Z. Wu and P. D. Christofides, "Handling Noisy
Data in Sparse Model Identification Using Subsampling and
Co-teaching,'' Comp. & Chem. Eng., 157,
107628, 2022.
-
Xiao,
T., Z. Wu, P. D. Christofides, A. Armaou and D. Ni, "Recurrent
Neural Network Based Model Predictive Control of a Plasma Etch
Process,'' Ind. & Eng. Chem. Res., 61,
638-652, 2022.
-
Chen,
S., Z. Wu and P. D. Christofides, "Machine-Learning-Based
Construction of Barrier Functions and Models for Safe Model
Predictive Control,'' AIChE J., 68,
e17456, 2022.
-
Yun, S., M.
Tom, J. Luo, G. Orkoulas and P. D. Christofides, "Microscopic
and Data-Driven Modeling of Thermal Atomic Layer Etching of
Aluminum Oxide Thin Films,'' Chem. Eng. Res. &
Des.,
177,
96-107, 2022.
-
Ren, Y., Y. Ding, Y. Zhang and P. D. Christofides,
"A
Three-Layer Hierarchical Framework for Additive Manufacturing,''
Digit. Chem. Eng., 1, 100001, 2021.
-
Wu, Z.,
D. Rincon, Q. Gu
and P. D. Christofides, "Statistical Machine Learning in Model
Predictive Control of Nonlinear Processes,'' Mathematics,
9, 1912, 2021,
(Best Paper Award, 2021).
-
Dodhia, A., Z. Wu and P. D. Christofides, "Machine
Learning-Based Predictive Control of Diffusion-Reaction
Processes,'' Chem. Eng. Res. & Des.,
173,
129-139, 2021.
-
Abdullah, F., Z. Wu and P. D. Christofides, "Sparse
Identification-Based Model Predictive Control of Two-Time-Scale
Processes,'' Comp. & Chem. Eng., 153,
107411, 2021.
-
Zhou, Y., B. Khan, H. Gu, P. D. Christofides and Y. Cohen,
"Modeling of UF Fouling and Backwash in Treatment of Seawater RO
Feedwater Using Neural Network with Evolutionary Algorithm and
Bayesian Binary Classification,'' Desalination,
513, 115129, 2021.
-
Ren, Y., Y.
Zhang, Y. Ding, T. Liu, C. S. Lough, M. C. Leu, E. C. Kinzel and
P. D. Christofides, "Finite Element Modeling of Direct Metal
Laser Solidification Process: Sensor Data Replication and Use in
Defect Detection and Data Reduction via Machine Learning,'' Chem. Eng. Res. & Des.,
171, 254-267,
2021.
-
Yun, S., Y. Ding, Y. Zhang and P. D. Christofides, "Integration
of Feedback Control and Run-to-Run Control for Plasma Enhanced
Atomic Layer Deposition of Hafnium Oxide Thin Films,'' Comp. & Chem. Eng.,
148, 107267, 2021.
-
Wu,
Z., J. Luo, D. Rincon, and P. D. Christofides, "Machine
Learning-based Predictive Control Using Noisy Data: Evaluating
Performance and Robustness via a Large-Scale Process
Simulator,'' Chem. Eng. Res. & Des., 168,
275-287, 2021.
-
Wu, Z., D.
Rincon, J. Luo and P. D. Christofides, "Machine Learning
Modeling and Predictive Control of Nonlinear Processes Using
Noisy Data,'' AIChE J., 67,
e17164, 2021.
-
Alhajeri, M.,
Z. Wu, F. Albalawi and P. D. Christofides, "Machine
Learning-Based State Estimation and Predictive Control of
Nonlinear Processes,'' Chem. Eng. Res. &
Des., 167, 268-280, 2021.
-
Zhang, J., P.
D. Christofides, X. He, Y. Zhao, Z. Zhang and D. Zhou, "Robust
Detection of Intermittent Multiplicative Sensor Fault,'' Asian Journal of Control,
23, 463-473, 2021.
-
Abdullah,
F., Z. Wu and P. D. Christofides, "Data-Based Reduced-Order
Modeling of Nonlinear Two-Time-Scale Processes,'' Chem. Eng. Res. & Des.,
166, 1-9,
2021.
-
Ding,
Y., Y. Zhang, H. Y. Chung and P. D. Christofides, "Machine
Learning-Based Modeling and Operation of Plasma-Enhanced Atomic
Layer Deposition of Hafnium Oxide Thin Films,'' Comp. & Chem. Eng.,
144, 107148, 2021.
-
Chen, S., Z.
Wu and P. D. Christofides, "Cyber-Security of Centralized,
Decentralized, and Distributed Control-Detector Architectures
for Nonlinear Processes,'' Chem. Eng. Res. & Des.,
165, 25-39, 2021.
-
Chen, S., Z.
Wu, D. Rincon and P. D. Christofides, "Machine Learning-Based
Distributed Model Predictive Control of Nonlinear Processes,''
AIChE J., 66, e17013, 2020.
-
Zhang, Y., Y.
Ding and P. D. Christofides, "Multiscale Three-Dimensional
CFD Modeling and Reactor Design for Plasma Enhanced Atomic Layer
Deposition,'' Comp. & Chem. Eng., 142,
107066, 2020.
-
Ren, Y.,
Y. Zhang, Y. Ding, Y. Wang and P. D. Christofides,
"Computational Fluid Dynamics-Based In-Situ Sensor Analytics of
Direct Metal Laser Solidification Process Using Machine Learning,''
Comp. & Chem.
Eng., 143, 107069, 2020.
-
Chen, S., Z.
Wu and P. D. Christofides, "Decentralized Machine Learning-Based
Predictive Control of Nonlinear Processes,'' Chem. Eng. Res. & Des.,
162, 45-60, 2020.
-
Ding, Y., Y.
Zhang, G. Orkoulas and P. D. Christofides, "Microscopic modeling
and optimal operation of plasma enhanced atomic layer
deposition,'' Chem. Eng. Res. & Des., 159,
439-454, 2020.
-
Wang, Y., Y.
Zhang, Z. Wu, H. Li and P. D. Christofides, "Operational Trend
Prediction and Classification for Chemical Processes: A Novel
Convolutional Neural Network Method Based on Symbolic
Hierarchical Clustering,'' Chem. Eng. Sci., 225,
115796, 2020.
-
Wu, Z.,
D. Rincon and P. D. Christofides, "Process Structure-based
Recurrent Neural Network Modeling for Model Predictive Control
of Nonlinear Processes,'' J. Proc. Contr.,
89, 74-84, 2020.
-
Wu, Z., S.
Chen, D. Rincon and P. D. Christofides, "Post Cyber-Attack State
Reconstruction for Nonlinear Processes Using Machine Learning,''
Chem. Eng. Res. & Des., 159,
248-261, 2020.
-
Zhang,
J., P. D. Christofides, X. He, F. Albalawi, Y. Zhao and D. Zhou,
"Intermittent Sensor Fault Detection for Stochastic LTV Systems
with Parameter Uncertainty and Limited Resolution,'' Int. J. Contr.,
93, 788-796, 2020.
-
Chen, S.,
Z. Wu and P. D. Christofides, "Cyber-attack Detection and
Resilient Operation of Nonlinear Processes under Economic
Model Predictive Control,'' Comp. & Chem. Eng.,
136, 106806, 2020.
-
Zhang, J., P.
D. Christofides, X. He, Z. Wu, Y. Zhao and D. Zhou, "Robust
Detection of Intermittent Sensor Faults in Stochastic LTV
Systems,'' Neurocomputing, 388,
181-187, 2020.
-
Wu, Z., D.
Rincon and P. D. Christofides, "Real-Time
Adaptive Machine-Learning-Based Predictive Control of Nonlinear
Processes,'' Ind. & Eng. Chem. Res., 59, 2275-2290, 2020.
-
Wu, Z.,
D. Rincon and P. D. Christofides, "Real-time Machine Learning
for Operational Safety of Nonlinear Processes via
Barrier-Function Based Predictive Control,'' Chem. Eng. Res.
& Des., 155, 88-97, 2020.
-
Chen, S., Z.
Wu and P. D. Christofides, "A Cyber-secure Control-Detector
Architecture for Nonlinear Processes,'' AIChE J.,
66, e16907, 2020.
-
Wu, Z.
and P. D. Christofides, "Control Lyapunov-Barrier Function-Based
Predictive Control of Nonlinear Processes Using Machine Learning
Modeling,'' Comp. & Chem. Eng., 134,
106706, 2020.
-
Ding, Y., Y.
Zhang and P. D. Christofides, "Integrating Feedback Control and Run-to-Run Control in Multi-Wafer Thermal Atomic Layer
Deposition of Thin Films,'' Processes, 8
(1), 18, 18 pages, 2020.
-
Wu, Z. and
P. D. Christofides, "Optimizing Process
Economics and Operational Safety via Economic MPC Using Barrier
Functions and Recurrent Neural Network Models,'' Chem.
Eng. Res. & Des., 152, 455-465, 2019.
-
Zhang, Z., Z.
Wu, D. Rincon and P. D. Christofides, "Real-Time Optimization
and Control of Nonlinear Processes Using Machine Learning,'' Mathematics, 7 (10), 890, 25 pages,
2019.
-
Ding, Y.,
Y. Zhang, M. Ren, G. Orkoulas and P. D. Christofides,
"Machine Learning-Based Modeling and
Operation for ALD of SiO_2 Thin Films Using Data from a
Multiscale CFD Simulation,'' Chem. Eng. Res. & Des.,
151, 131-145, 2019.
-
Wu, Z., F. Albalawi, Z. Zhang,
J. Zhang, H. Durand and P. D. Christofides, "Control Lyapunov-Barrier Function-Based Model Predictive
Control of Nonlinear Systems,'' Automatica,
109, 108508, 2019.
-
Wu, Z., A.
Tran, D. Rincon and P. D. Christofides, "Machine Learning-Based
Predictive Control of Nonlinear Processes. Part II:
Computational Implementation,'' AIChE J., 65,
e16734, 2019.
-
Wu, Z., A.
Tran, D. Rincon and P. D. Christofides, "Machine Learning-Based
Predictive Control of Nonlinear Processes. Part I: Theory,'' AIChE J.,
65, e16729, 2019.
-
Zhang,
Z., Z. Wu, D. Rincon and P. D. Christofides, "Operation Safety
via Model Predictive Control: The Torrance Refinery Accident
Revisited,'' Chem. Eng. Res. & Des.,
149, 138-146, 2019.
-
Zhang, Y., Y.
Ding and P. D. Christofides, "Multiscale Computational Fluid
Dynamics Modeling of Thermal Atomic Layer Deposition with
Application to Chamber Design,'' Chem. Eng. Res. & Des.,
147, 529-544, 2019.
-
Crose, M., W.
Zhang, A. Tran and P. D. Christofides, "Run-to-Run Control of
PECVD Systems: Application to a Multiscale Three-Dimensional CFD
Model of Thin Film Silicon Deposition,''
AIChE J., 65, e16400, 2019.
-
Wu, Z.
and P. D. Christofides, "Economic Machine-Learning-Based
Predictive Control of Nonlinear Systems,'' Mathematics,
7 (6), 494, 20 pages, 2019 (Best Paper Award,
2019).
-
Zhang,
Z., Z. Wu, D. Rincon and P. D. Christofides, "Operational Safety
of an Ammonia Process Network via Model Predictive Control,''
Chem. Eng. Res. & Des., 146, 277-289, 2019.
-
Wu, Z., A.
Tran, Y. M. Ren, C. S. Barnes, S. Chen and P. D. Christofides,
"Model Predictive Control of Phthalic Anhydride Synthesis in a
Fixed-Bed Catalytic Reactor via Machine Learning Modeling,''
Chem. Eng. Res. & Des.,
145, 173-183, 2019.
-
Ding, Y., Y.
Zhang, K. Kim, A. Tran, Z. Wu and P. D. Christofides,
"Microscopic Modeling and Optimal Operation of Thermal Atomic
Layer Deposition,'' Chem. Eng. Res. & Des.,
145, 159-172, 2019.
-
Zhang, Z., Z.
Wu, D. Rincon, C. Garcia and P. D. Christofides, "Operational
Safety of Chemical Processes via Safeness-Index Based MPC: Two
Large-Scale Case Studies,'' Comp. & Chem. Eng.,
125, 204-215, 2019.
-
Wu, Z. and P.
D. Christofides, "Handling Bounded and Unbounded Unsafe Sets in
Control Lyapunov-Barrier Function-Based Model Predictive Control
of Nonlinear Processes,'' Chem. Eng. Res. & Des.,
143, 140-149, 2019.
-
Durand, H., R.
Parker, A. Alanqar and P. D. Christofides, "Elucidating and
Handling Effects of Valve-Induced Nonlinearities in Industrial
Feedback Control Loops,'' Comp. & Chem. Eng.,
116, 156-175, 2018.
-
Zhang, J., P.
D. Christofides, X. He, Z. Wu, Z. Zhang and D. Zhou,
"Event-triggered Filtering and Intermittent Fault Detection for
Time-varying Systems with Stochastic Parameter Uncertainty and
Sensor Saturation,'' Inter. J. Rob. & Non. Contr.,
28, 4666-4680, 2018.
-
Rocha, R., L.
C. Oliveira-Lopes and P. D. Christofides, "Partitioning for
Distributed Model Predictive Control of Nonlinear Processes,''
Chem. Eng. Res. & Des., 139,
116-135, 2018.
-
Wu, Z.,
F . Albalawi, J. Zhang, Z. Zhang, H. Durand and P. D.
Christofides, "Detecting and Handling Cyberattacks in Model
Predictive Control of Chemical Processes,'' Mathematics,
6 (10), 173, 22 pages, 2018.
-
Wu, Z., J.
Zhang, Z. Zhang, F. Albalawi, H. Durand, M. Mahmood, P. Mhaskar
and P. D. Christofides, "Economic Model Predictive Control of
Stochastic Nonlinear Systems,'' AIChE J., 64, 3312-3322, 2018.
-
Durand, H. and
P. D. Christofides, "Economic Model Predictive Control: Handling
Valve Actuator Dynamics and Process Equipment Considerations,''
Foundation and Trends in Systems and Control,
5, 293-350, 2018.
-
Wu, Z., H.
Durand and P. D. Christofides, "Safe Economic Model Predictive Control of Nonlinear Systems,''
Syst. & Contr. Lett.,
118, 69-76, 2018.
-
Albalawi, F.,
H. Durand and P. D. Christofides, "Process Operational Safety
via Model Predictive Control: Recent Results and Future Research
Directions,'' Comp. & Chem. Eng., 114,
171-190, 2018.
-
Wu, Z., H.
Durand and P. D. Christofides, "Safeness Index-Based Economic
Model Predictive Control of Stochastic Nonlinear Systems,''
Mathematics, 6 (5), 69, 19 pages, 2018.
-
Tran, A., M. Pont, M. Crose and P. D. Christofides, "Real-Time
Furnace Balancing of Steam Methane Reforming Furnaces,'' Chem. Eng.
Res. & Des., 134, 238-256, 2018.
-
Curitiba, C.,
H. Durand, JSI Kwon, A. Barreto Jr., P. Laranjeira da Cunha
Lage, M. Bezerra de Souza Jr., A. Resende Secchi and P. D.
Christofides, "Optimal Operation of Batch Enantiomer
Crystallization: From Ternary Diagrams to Predictive Control,''
AIChE J., 64, 1618-1637, 2018.
-
Albalawi, F.,
H. Durand, A. Alanqar and P. D. Christofides, "Achieving
Operational Process Safety via Model Predictive Control,'' Journal of Loss Prevention in the Process Industries,
53, 74-88, 2018.
-
Crose, M., W.
Zhang, A. Tran and P. D. Christofides, "Multiscale
Three-Dimensional CFD Modeling of PECVD of Amorphous Silicon
Thin Films,'' Comp. & Chem. Eng., 113,
184-195, 2018.
-
Zhang, Z., Z.
Wu, H. Durand, F. Albalawi and P. D. Christofides, "On
Integration of Feedback Control and Safety Systems: Analyzing
Two Chemical Process Applications,'' Chem. Eng. Res. & Des.,
132, 616-626, 2018.
-
Tran, A.,
M. Pont, A. Aguirre, H. Durand, M. Crose and P. D. Christofides, "Bayesian Model Averaging for Estimating the Spatial Temperature
Distribution in a Steam Methane Reforming Furnace,'' Chem.
Eng. Res. & Des., 131, 465-487, 2018.
-
Gu, H., A.
Rahardianto, L. Gao, X. Pascual, J. Giralt, R. Rallo, P. D.
Christofides and Y. Cohen, "Fouling Indicators for Field
Monitoring the Effectiveness of Operational Strategies of
Ultrafiltration as Pretreatment for Seawater Desalination,'' Desalination,
431, 86-99, 2018.
-
Albalawi, F.,
H. Durand and P. D. Christofides, "Distributed Economic Model
Predictive Control with Safeness-Index Based Constraints for
Nonlinear Systems,'' Syst. & Contr. Lett., 110, 21-28, 2017.
-
Zhang, R., F.
Gao and P. D. Christofides, "An Improved Approach for H-infinity
Design of Linear Quadratic Tracking Control for Chemical
Processes with Partial Actuator Failure,'' J. Proc. Contr.,
58, 63-72, 2017.
-
Albalawi, F.,
H. Durand and P. D. Christofides, "Distributed Economic Model
Predictive Control for Operational Safety of Nonlinear
Processes,'' AIChE J., 63,
3404-3418, 2017.
-
Tran, A., A.
Aguirre, H. Durand, M. Crose and P. D. Christofides, "CFD
Modeling of an Industrial-scale Steam Methane Reforming Furnace,''
Chemical Engineering Science, 171,
576-598, 2017.
-
Wu, Z., A.
Aguirre, A. Tran,
H. Durand, D. Ni and P. D. Christofides, "Model
Predictive Control of a Steam Methane Reforming Reactor
Described by a CFD Model,'' Ind. & Eng. Chem. Res.,
56, 6002-6011, 2017.
-
Alanqar, A., H.
Durand and P. D. Christofides, "Fault-Tolerant Economic Model
Predictive Control Using Error-Triggered On-line Model
Identification,'' Ind. & Eng. Chem. Res., 56, 5652-5667, 2017.
-
Tran, A., A.
Aguirre, M. Crose, H. Durand and P. D. Christofides,
"Temperature Balancing in Steam Methane Reforming Furnace via an
Integrated CFD/Data-Based Optimization Approach,'' Comp. &
Chem. Eng., 104, 185-200, 2017.
-
Alanqar, A., H.
Durand, F. Albalawi and P. D. Christofides, "An Economic Model
Predictive Control Approach to Integrated Production Management
and Process Operation,'' AIChE J., 63,
1892-1906, 2017.
-
Albalawi, F.,
H. Durand and P. D. Christofides, "Process Operational Safety
Using Model Predictive Control Based on a Process Safeness
Index,'' Comp. & Chem. Eng., 104,
76-88, 2017.
-
Crose, M., A.
Tran and P. D. Christofides, "Multiscale Computational Fluid
Dynamics: Methodology and Application to PECVD of Thin Film
Solar Cells,'' Coatings, 7 (2),
22, 23 pages, 2017.
-
Alanqar,
A., H. Durand and P. D. Christofides, "Error-Triggered On-line
Model Identification for Model-Based Feedback Control,'' AIChE J.,
63, 949-966, 2017.
-
Gao, L., H. Gu,
A. Rahardianto, P. D. Christofides and Y. Cohen, "Self-Adaptive
Cycle-to-Cycle Control of In-line Coagulant Dosing in
Ultrafiltration for Pre-Treatment of RO Feed Water,'' Desalination,
401, 22-31, 2017.
-
Sagiv, A.,
W. Xu, P. D. Christofides, Y. Cohen and R. Semiat, "Evaluation
of Osmotic Energy Extraction via FEM Modeling and Exploration of
PRO Operational Parameter Space,'' Desalination,
401, 120-133, 2017.
-
Crose, M., JSI
Kwon, A. Tran and P. D. Christofides, "Multiscale Modeling and
Run-to-Run Control of PECVD of Thin Film Solar Cells,''
Renewable Energy, 100, 129-140, 2017.
-
Gu, H., A.
Rahardianto, L. Gao, P. D. Christofides and Y.
Cohen, "Ultrafiltration with Self-Generated RO Concentrate Pulse
Backwash in a Novel Integrated Seawater Desalination UF-RO
System,'' J. Membrane Sci., 520,
111-119, 2016.
-
Ellis,
M., H. Durand and P. D. Christofides, "Elucidation of the Role of
Constraints in Economic Model Predictive Control,'' Annual Reviews in Control,
41, 208-217, 2016.
-
Albalawi, F., A.
Alanqar, H. Durand and P. D. Christofides, "A Feedback Control
Framework for Safe and Economically-Optimal Operation of
Nonlinear Processes,'' AIChE J.,
62, 2391-2409, 2016.
-
Durand, H., M.
Ellis and P. D. Christofides, "Economic Model Predictive Control
Designs for Input Rate-of-Change Constraint Handling and Guaranteed Economic Performance,''
Comp. & Chem. Eng.,
92, 18-36, 2016.
-
Durand, H. and P. D. Christofides, "Actuator Stiction
Compensation via Model Predictive Control for Nonlinear
Processes,'' AIChE J.,
62, 2004-2023, 2016.
-
Lao, L.,
A. Aguirre, A. Tran, Z. Wu, H. Durand and P. D. Christofides, "CFD Modeling and Control of a Steam Methane Reforming
Reactor,'' Chem. Eng. Sci., 148,
78-92, 2016.
-
Gao, L.,
A. Rahardianto, H. Gu, P. D. Christofides and Y. Cohen, "Novel
Design and Operational Control of Integrated Ultrafiltration -
Reverse Osmosis System with RO Concentrate Backwash,'' Desalination,
382, 43-52, 2016.
-
Kwon, JSI., M.
Nayhouse and P. D. Christofides, "Multiscale, Multidomain
Modeling and Parallel Computation: Application to Crystal Shape
Prediction in Crystallization,'' Ind. & Eng. Chem. Res.,
54, 11903-11914, 2015.
-
Ellis, M. and
P. D. Christofides, "Economic Model Predictive Control of
Nonlinear Time-Delay Systems: Closed-loop Stability and Delay
Compensation,'' AIChE J., 61, 4152-4165,
2015.
-
Lao, L.,
M. Ellis, H. Durand and P. D. Christofides, "Real-Time Preventive Sensor
Maintenance Using Robust Moving Horizon Estimation and Economic Model Predictive Control,''
AIChE J., 61,
3374-3389, 2015 (top
paper).
-
Alanqar,
A., H. Durand and P. D. Christofides, "On Identification of
Well-Conditioned Nonlinear Systems: Application to Economic
Model Predictive Control of Nonlinear Processes,'' AIChE J.,
61, 3353-3373, 2015 (top paper).
-
Sagiv, A., P. D. Christofides, Y. Cohen and R.
Semiat, "On the Analysis of FO Mass Transfer Resistances
via CFD Analysis and Film Theory,'' J. Membrane Sci.,
495, 98-105, 2015.
-
Crose, M.
G., JSI. Kwon, M. Nayhouse, D. Ni and P. D. Christofides, "Multiscale
Modeling and Operation of PECVD of Thin Film Solar Cells,'' Chem. Eng. Sci.,
136, 50-61, 2015.
-
Lao, L.,
M. Ellis and P. D. Christofides, "Handling State Constraints and
Economics in Feedback Control of Transport-Reaction Processes,''
J. Proc. Contr., 32, 98-108, 2015.
-
Nayhouse,
M., A. Tran, JSI. Kwon, M. Crose, G. Orkoulas and P. D.
Christofides, "Modeling and Control of Ibuprofen Crystal Growth
and Size Distribution,'' Chem. Eng. Sci., 134,
414-422, 2015.
-
Kwon, JSI.,
M. Nayhouse and P. D. Christofides, "Detection and Isolation of
Batch-to-Batch Parametric Drift in Crystallization Using
In-batch and Post-batch Measurements,'' Ind. & Eng. Chem. Res.,
54,
5514-5526, 2015.
-
Kwon, JSI.,
M. Nayhouse, G. Orkoulas, D. Ni and P. D. Christofides,
"Run-to-Run-Based Model Predictive Control of Protein
Crystal Shape in Batch Crystallization,'' Ind. & Eng. Chem. Res.,
54,
4293-4302, 2015.
-
Alanqar,
A., M. Ellis and P. D. Christofides, "Economic Model Predictive
Control of Nonlinear Process Systems Using Empirical Models,''
AIChE J., 61, 816-830, 2015.
-
Kwon, JSI.,
M. Nayhouse, G. Orkoulas, D. Ni and P. D. Christofides, "A
Method for Handling Batch-to-Batch Parametric Drift Using Moving
Horizon Estimation: Application to Run-to-Run MPC of Batch
Crystallization,'' Chem. Eng. Sci., 127,
210-219, 2015.
-
Ellis, M.
and P. D. Christofides, "Real-Time Economic Model Predictive
Control of Nonlinear Process Systems,'' AIChE J., 61,
555-571, 2015.
-
Durand,
H., M. Ellis and P. D. Christofides, "Integrated Design of
Control Actuator Layer and Economic Model Predictive Control for
Nonlinear Processes,'' Ind. & Eng. Chem. Res., 53,
20000-20012, 2014.
-
Ellis, M.
and P. D. Christofides, "On Finite-time and Infinite-time Cost
Improvement of Economic Model Predictive Control for Nonlinear
Systems,'' Automatica, 50,
2561-2569, 2014.
-
Kwon, JSI.,
M. Nayhouse, G. Orkoulas and P. D. Christofides, "Enhancing
Crystal Production Rate and Reducing Polydispersity in
Continuous Protein Crystallization,'' Ind. & Eng. Chem. Res.,
53, 15538-15548, 2014.
-
Ellis, M.
and P. D. Christofides, "Performance Monitoring of Economic
Model Predictive Control Systems,'' Ind. & Eng. Chem. Res.,
53, 15406-15413, 2014.
-
Kwon, JSI.,
M. Nayhouse, G. Orkoulas and P. D. Christofides, "Crystal Shape and Size Control Using a Plug Flow Crystallization
Configuration,'' Chem. Eng. Sci., 119,
30-39, 2014.
-
Ellis, M.
and P. D. Christofides, "Selection of Control Configurations for
Economic Model Predictive Control Systems,'' AIChE J.,
60, 3230-3242, 2014.
-
Ellis, M.,
H. Durand and P. D. Christofides, "A Tutorial Review of Economic
Model Predictive Control Methods,'' J. Proc. Contr.,
24, 1156-1178, 2014
(Included among top-25 most influential papers of the
Journal of Process Control, September 2017).
-
Sagiv, A.,
A. Zhu, P. D. Christofides, Y. Cohen and R. Semiat, "Analysis of
Forward Osmosis Desalination via Two-Dimensional FEM Model,'' J. Membrane Sci.,
464, 161-172, 2014.
-
Lao, L.,
M. Ellis and P. D. Christofides, "Smart Manufacturing: Handling
Preventive Actuator Maintenance and Economics Using Model
Predictive Control,'' AIChE J., 60, 2179-2196, 2014.
-
Gao, L.,
A. Rahardianto, H. Gu, P. D. Christofides and Y. Cohen,
"Energy-Optimal Control of RO Desalination,'' Ind. & Eng.
Chem. Res., 53, 7409–7420, 2014.
-
Ellis, M.,
J. Zhang, J. Liu and P. D. Christofides, "Robust Moving
Horizon Estimation Based Output-Feedback Economic Model
Predictive Control,'' Syst. & Contr. Lett., 68,
101-109, 2014.
-
Ellis, M.
and P. D. Christofides, "Optimal Time-varying Operation of
Nonlinear Process Systems with Economic Model Predictive
Control,'' Ind. & Eng. Chem. Res.,
53,
4991-5001, 2014.
-
Lao, L., M.
Ellis and P. D. Christofides, "Economic Model Predictive
Control of Parabolic PDE Systems: Addressing State Estimation
and Computational Efficiency,'' J. Proc. Contr., 24,
448-462, 2014.
-
Lao, L.,
M. Ellis and P. D. Christofides, "Economic Model Predictive
Control of Transport-Reaction Processes,'' Ind. & Eng. Chem.
Res., 53, 7382–7396, 2014.
-
Ellis, M.
and P. D. Christofides, "Economic Model Predictive Control
with
Time-Varying Objective Function for Nonlinear Process Systems,''
AIChE J., 60,
507-519,
2014.
-
Pascual,
X., H. Gu, A. Bartman, A. Zhu, A. Rahardianto, J. Giralt, R.
Rallo, P. D. Christofides and Y. Cohen, "Fault Detection and
Isolation in Spiral-Wound RO Desalination,'' Ind. & Eng.
Chem. Res., 53,
3257-3271, 2014.
-
Kwon, JSI.,
M. Nayhouse, P. D. Christofides and G. Orkoulas, "Modeling and
Control of Crystal Shape in Continuous Protein Crystallization,''
Chem. Eng. Sci., 107, 47-57, 2014.
-
Kwon, JSI.,
M. Nayhouse, G. Orkoulas and P. D. Christofides, "Protein
Crystal Shape and Size Control in Batch Crystallization:
Comparing Model Predictive Control with Conventional Operating
Policies,'' Ind. & Eng. Chem. Res.,
53,
5002-5014, 2014.
-
Ellis, M.
and P. D. Christofides, "Integrating Dynamic Economic
Optimization and Model Predictive Control for Optimal Operation
of Nonlinear Process Systems,'' Contr. Eng. Pract., 22,
242-251, 2014.
-
Kwon,
JSI.,
M. Nayhouse, P. D. Christofides and G. Orkoulas, "Modeling and
Control of Shape Distribution of Protein Crystal Aggregates,''
Chem. Eng. Sci., 104, 484-497, 2013.
-
Tu, T.
S., M. Ellis and P. D. Christofides, "Model Predictive Control
of a Nonlinear Large-Scale Process Network Used in the
Production of Vinyl Acetate,'' Ind. & Eng. Chem. Res.,
52,
12463-12481, 2013.
-
Lao, L.,
M. Ellis and P. D. Christofides, "Proactive Fault-Tolerant Model
Predictive Control,'' AIChE J., 59,
2810-2820,
2013.
-
Huang,
J., G. Orkoulas and P. D. Christofides, "Simulation and Control
of Porosity in a Three-Dimensional Thin Film Solar Cell,'' Ind.
& Eng. Chem. Res., 52, 11246–11252, 2013.
-
Kwon, JSI.,
M. Nayhouse, P. D. Christofides and G. Orkoulas,
"Modeling and Control of Protein Crystal Shape and Size in Batch
Crystallization,'' AIChE J., 59, 2317-2327,
2013.
-
Ellis,
M., M. Heidarinejad and P. D. Christofides, "Economic Model
Predictive Control of Nonlinear Singularly Perturbed Systems,''
J. Proc. Contr., 23, 743-754, 2013.
-
Pascual,
X., H. Gu, A. Bartman, R. Zhu, A. Rahardianto, J. Giralt, R.
Rallo, P. D. Christofides and Y. Cohen, "Data-Driven Models of
Steady-State and Transient Operations of Spiral-Wound RO
Plant,'' Desalination, 316, 154-161, 2013.
-
Huang,
J., G. Orkoulas and P. D. Christofides, "Porosity Control in
Thin Film Solar Cells,'' Chem. Eng. Sci., 94,
44-53, 2013.
-
Thompson, J., A.
Rahardianto, H. Gu, M. Uchymiak, A. Bartman, M. Hedrick, D.
Lara, J. Cooper, J. Faria, P. D. Christofides and Y. Cohen,
"Rapid Field Assessment of RO Desalination of Brackish
Agricultural Drainage Water,'' Water Research,
47, 2649-2660, 2013.
-
Qi, W.,
J. Liu and P. D. Christofides, "Distributed Supervisory
Predictive Control of Distributed Wind and Solar Energy
Generation Systems,'' IEEE Trans. Contr. Syst. Techn.,
21, 504-512, 2013.
-
Heidarinejad, M., J. Liu and P. D. Christofides, "Algorithms for
Improved Fixed-Time Performance of Lyapunov-Based Economic MPC
of Nonlinear Systems,'' J. Proc. Contr., 23,
404-414, 2013.
-
Christofides, P. D., R. Scattolini, D. Munoz de la Pena and J.
Liu, "Distributed Model Predictive Control: A Tutorial Review
and Future Research Directions,'' Comp. & Chem. Eng.,
51, 21-41, 2013, (Among Most Downloaded Articles,
9/12-8/13).
-
Heidarinejad, M., J. Liu and P. D. Christofides, "Distributed
Model Predictive Control of Switched Nonlinear Systems with
Scheduled Mode Transitions,'' AIChE J., 59,
860-871, 2013 (top
paper).
-
Heidarinejad, M., J. Liu and P. D. Christofides, "Economic Model
Predictive Control of Switched Nonlinear Systems,'' Syst. &
Contr. Lett., 62, 77-84, 2013.
-
Gu, H.,
A. R. Bartman, M. Uchymiak, P. D. Christofides and Y. Cohen, "Self-Adaptive Feed Flow Reversal Operation of Reverse Osmosis
Desalination,'' Desalination, 308, 63-72, 2013.
-
Nayhouse,
M., JSI. Kwon, P. D. Christofides and G. Orkoulas, "Crystal Shape
Modeling and Control in Protein Crystal Growth,'' Chem. Eng.
Sci., 87, 216-223, 2013.
-
Huang,
J., G. Orkoulas and P. D. Christofides, "Surface Morphology
Control of Transparent Conducting Oxide Layers for Improved
Light Trapping Using Wafer Grating and Feedback Control,'' Chem. Eng. Sci.,
81, 191-201, 2012.
-
Heidarinejad, M., J. Liu and P. D. Christofides, "State
Estimation-Based Economic Model Predictive Control of Nonlinear
Systems,'' Syst. & Contr. Lett., 61,
926-935, 2012.
-
Chilin,
D., J. Liu, X. Chen and P. D. Christofides, "Fault Detection and
Isolation and Fault Tolerant Control of a Catalytic Alkylation
of Benzene Process,'' Chem. Eng. Sci.,
78, 155-166, 2012.
-
Chen, X.,
M. Heidarinejad, J. Liu and P. D. Christofides, "Composite
Fast-Slow MPC Design for Nonlinear Singularly Perturbed
Systems,'' AIChE J., 58, 1802-1811, 2012.
-
Chen, X.,
M. Heidarinejad, J. Liu and P. D. Christofides, "Distributed
Economic MPC: Application to a Nonlinear Chemical Process
Network,'' J. Proc. Contr., 22, 689-699, 2012.
-
Huang, J.,
G. Orkoulas and P. D. Christofides, "Modeling and Control of
Transparent Conducting Oxide Layer Surface Morphology for
Improved Light Trapping,'' Chem. Eng. Sci., 74,
135-147, 2012.
-
Heidarinejad, M., J. Liu and P. D. Christofides, "Economic Model
Predictive Control of Nonlinear Process Systems Using Lyapunov
Techniques,'' AIChE J., 58, 855-870, 2012.
-
Huang,
J., G. Orkoulas and P. D. Christofides, "Simulation and Control
of Aggregate Surface Morphology in a Two-Stage Thin Film
Deposition Process for Improved Light Trapping,'' Chem. Eng.
Sci., 71, 520-530, 2012.
-
Liu, J.,
X. Chen, D. Munoz de la Pena and P. D. Christofides, "Iterative
Distributed Model Predictive Control of Nonlinear Systems:
Handling Asynchronous, Delayed Measurements,'' IEEE Trans.
Autom. Contr., 57, 528-534, 2012.
-
Qi,
W., J. Liu and P. D. Christofides, "Supervisory Predictive
Control for Long-Term Scheduling of an Integrated Wind/Solar
Energy Generation and Water Desalination System,'' IEEE
Trans. Contr. Syst. Techn., 20, 504-512, 2012.
-
Leosirikul, A., D. Chilin, J. Liu, J. F. Davis and P. D.
Christofides, "Monitoring and Retuning of Low-Level PID Control
Loops,'' Chem. Eng. Sci., 69, 287-295, 2012.
-
Chilin,
D., J. Liu, J. F. Davis and P. D. Christofides, "Data-Based
Monitoring and Reconfiguration of a Distributed Model Predictive
Control System,'' Int. J. Rob. & Non.
Contr., 22, 68-88, 2012.
-
Zhang,
X., J. Huang, G. Hu, G. Orkoulas and P. D. Christofides,
"Controlling Aggregate Thin Film Surface Morphology for Improved
Light Trapping Using a Patterned Deposition Rate Profile,''
Chem. Eng. Sci.,
67, 101-110, 2012.
-
Qi, W.,
J. Liu and P. D. Christofides, "A Distributed Control Framework
for Smart Grid Development: Energy/Water System Optimal
Operation and Electric Grid Integration,'' J. Proc.
Contr., 21, 1504-1516, 2011.
-
Chen, X.,
M. Heidarinejad, J. Liu, D. Munoz de la Pena and P. D.
Christofides, "Model Predictive Control of Nonlinear Singularly Perturbed
Systems: Application to a Large-Scale Process Network,''
J. Proc. Contr., 21, 1296-1305, 2011.
-
Huang,
J., X. Zhang, G. Orkoulas and P. D. Christofides, "Dynamics and
Control of Aggregate Thin Film Surface Morphology for Improved
Light Trapping: Implementation on a Large-Lattice Kinetic
Monte-Carlo Model,'' Chem. Eng. Sci., 66,
5955-5967, 2011.
-
Heidarinejad,
M., J. Liu, D. Munoz de la Pena, J. F. Davis and P. D.
Christofides, "Multirate Lyapunov-Based Distributed Model Predictive Control
of Nonlinear Uncertain Systems,'' J. Proc. Contr.,
21, 1231-1242, 2011.
-
Bartman,
A., E. Lyster, R. Rallo, P. D. Christofides and Y. Cohen,
"Mineral Scale Monitoring for Reverse Osmosis Desalination via
Real-Time Membrane Surface Image Analysis,'' Desalination,
273, 64-71, 2011.
-
Huang,
J., G. Hu, G. Orkoulas and P. D. Christofides, "Dynamics and
Lattice-Size Dependence of Surface Mean Slope in Thin Film
Deposition,'' Ind. & Eng. Chem. Res., 50, 1219–1230, 2011.
-
Heidarinejad,
M., J. Liu, D. Munoz de la Pena, J. F. Davis and P. D.
Christofides, "Handling Communication Disruptions in Distributed Model
Predictive Control of Nonlinear Systems,'' J. Proc. Contr.,
21, 173-181, 2011.
-
Qi, W.,
J. Liu, X. Chen and P. D. Christofides, "Supervisory Predictive
Control of Stand-Alone Wind-Solar Energy Generation Systems,''
IEEE Trans. Contr. Syst. Techn., 19, 199-207,
2011.
-
Zhang,
X., G. Hu, G. Orkoulas and P. D. Christofides, "Multivariable
Model Predictive Control of Thin Film Surface Roughness and
Slope for Light Trapping Optimization,'' Ind. & Eng.
Chem. Res., 49, 10510–10516, 2010.
-
Bartman,
A., A. Zhu, P. D. Christofides and Y. Cohen, "Minimizing Energy
Consumption in Reverse Osmosis Membrane Desalination Using
Optimization-Based Control,'' J. Proc. Contr., 20,
1261-1269, 2010.
-
Huang,
J., G. Hu, G. Orkoulas and P. D. Christofides, "Dependence of
Film Surface Roughness and Slope on Surface Migration and
Lattice Size in Thin Film Deposition Processes,'' Chem. Eng.
Sci.,65,
6101-6111, 2010.
-
Chilin,
D., J. Liu, D. Munoz de la Pena, P. D. Christofides and J. F.
Davis, "Detection, Isolation and Handling of Actuator Faults in
Distributed Model Predictive Control Systems,'' J.
Proc. Contr., 20, 1059-1075, 2010.
-
Zhu, A.,
P. D. Christofides and Y. Cohen, "Effect of Stream Mixing on RO
Energy Cost Minimization,'' Desalination, 261,
232-239, 2010.
-
Zhang,
X., G. Hu, G. Orkoulas and P. D. Christofides, "Controller and
Estimator Design for Regulation of Film Surface Roughness,
Porosity and Thickness in a Multiscale Thin Film Growth
Process,'' Ind. & Eng. Chem. Res., 49,
7795–7806, 2010.
-
Sislian,
P., J. Rau, X. Zhang, D. Pham, M. Li, L. Madler and P. D. Christofides, "Bacterial Aerosol Neutralization by Aerodynamic
Shocks Using an Impactor System: Experiments Results for
B. atropheus Spores,'' Chem. Eng. Sci., 65,
4803-4815, 2010.
-
Liu, J., X. Chen, D. Munoz de la Pena and P. D. Christofides, "Sequential
and Iterative Architectures for Distributed Model Predictive
Control of Nonlinear Process Systems,'' AIChE J.,
56, 2137-2149, 2010, (Recognized in June 2013 by the AIChE Journal Editorial
Board as one of the most cited articles published in AIChE
Journal in 2010 and 2011 that have contributed the most to the
journal's impact factor in 2012 (Reference citation source: ISI))..
-
Zhang,
X., G. Hu, G. Orkoulas and P. D. Christofides, "Predictive
Control of Surface Mean Slope and Roughness in a Thin Film
Deposition Process,'' Chem. Eng. Sci.,
65, 4720-4731, 2010.
-
Ohran,
B., J. Liu, D. Munoz de la Pena, P. D. Christofides and J. F.
Davis, "Monitoring and Handling of Actuator Faults in Two-Tier Control Systems for Nonlinear Processes,''
Chem. Eng. Sci.,
65, 3179-3190, 2010.
-
Zhu, A.,
A. Rahardianto, P. D. Christofides and Y. Cohen, "Reverse
Osmosis Desalination with High Permeability Membranes - Cost
Optimization and Research Needs,'' Desalination and Water
Treatment, 15, 256–266, 2010.
-
Liu, J., D. Munoz de la Pena, B. Ohran, P. D. Christofides and
J. F. Davis, "A Two-Tier Control Architecture for Nonlinear
Process Systems with Continuous/Asynchronous Feedback,''
Int. J. Contr.,
83, 257-272, 2010.
-
Sislian,
P., D. Pham, X. Zhang, M. Li, L. Madler and P. D. Christofides,
"Bacterial Aerosol Neutralization by Aerodynamic Shocks Using an
Impactor System: Experiments Results for E. Coli and Analysis,''
Chem. Eng. Sci., 65, 1490-1502, 2010.
-
Liu, J., D. Munoz de la Pena and P. D. Christofides,
"Distributed Model Predictive Control of Nonlinear Systems
Subject to Asynchronous and Delayed Measurements,'' Automatica,
46, 52-61, 2010.
-
Li,
M. and P. D. Christofides, "Modeling and Control of
High-Velocity Oxygen-Fuel (HVOF) Thermal Spray Process: A
Tutorial Review,'' Journal of Thermal Spray Technology,
18, 753-768, 2009.
-
Zhu, A., P. D. Christofides and Y. Cohen, "Energy Cost
Optimization of Reverse Osmosis Membrane Water Desalination
Subject to Feed Salinity Fluctuation,'' Ind. & Eng. Chem.
Res., 48, 9581-9589, 2009.
-
Hu, G., J.
Huang, G. Orkoulas and P. D. Christofides, "Investigation of
Film Surface Roughness and Porosity Dependence on Lattice Size
in a Porous Thin Film Deposition Process Using Kinetic
Monte-Carlo Simulation,'' Phys. Rev. E, 80,
041122, 12
pages, 2009.
-
Zhu, A.,
P. D. Christofides and Y. Cohen, "On RO Membrane and
Energy Costs and Associated Incentives for Future Enhancements
of Membrane Permeability,'' J. Membrane Sci., 344,
1-5, 2009.
-
Liu, J., D.
Munoz de la Pena, P. D. Christofides and J. F.
Davis, "Lyapunov-Based Model Predictive Control of Nonlinear
Systems Subject to Time-Varying Measurement Delays,'' Int. J. Adapt. Contr. & Sign. Process.,
23,
788-807, 2009.
-
Uchymiak,
M., A. Bartman, N. Daltrophe, M. Weissman, J. Gilron, P. D.
Christofides, W. Kaiser and Y. Cohen, "Brackish Water RO
Operation in Feed Flow Reversal Mode Using an Ex-Situ Scale
Observation Detector,'' J. Membrane Sci.,
341, 60-66, 2009.
-
Hu,
G., G. Orkoulas and P. D. Christofides, "Stochastic Modeling and
Simultaneous Regulation of Surface Roughness and Porosity in
Thin Film Deposition,'' Ind. & Eng. Chem. Res., 48,
6690-6700, 2009.
-
Zhu, A.,
P. D. Christofides and Y. Cohen, "Minimization of Energy
Consumption for a Two-Pass Membrane Desalination: Effect of
Energy Recovery, Membrane Rejection and Retentate Recycling,''
J. Membrane Sci., 339, 126-137, 2009.
-
Bartman,
A., P. D. Christofides and Y. Cohen, "Nonlinear Model-Based
Control of an Experimental Reverse Osmosis Water Desalination
System,'' Ind. & Eng. Chem. Res., 48, 6126-6136, 2009.
-
Hu, G.,
G. Orkoulas and P. D. Christofides, "Regulation of Film
Thickness, Surface Roughness and Porosity in Thin Film Growth
Using Deposition Rate,'' Chem. Eng. Sci., 64, 3903-3913, 2009.
-
Zhu, A., P. D. Christofides and Y. Cohen, "Effect of
Thermodynamic Restriction on Energy Cost Optimization of RO
Membrane Water Desalination,'' Ind. & Eng. Chem. Res.,
48, 6010-6021, 2009 (AIChE Separations Division
Graduate Student Research Award to Aihua Zhu).
-
Hu, G.,
G. Orkoulas and P. D. Christofides, "Modeling and Control of
Film Porosity in Thin Film Deposition,'' Chem. Eng. Sci.,
64, 3668-3682, 2009.
-
Liu, J., D. Munoz de la Pena and P. D. Christofides,
"Distributed Model Predictive Control of Nonlinear Process
Systems,'' AIChE J., 55, 1171-1184, 2009, (Recognized in June 21, 2012 by the AIChE Journal Editorial
Board as one of the most cited articles published in AIChE
Journal in 2009 and 2010 that have contributed the most to the
journal's impact factor in 2011(Reference citation source: ISI)).
-
Ohran, B., J. Liu, D. Munoz de la Pena, P. D. Christofides and
J. F. Davis, "Data-Based Fault Detection and Isolation Using
Feedback Control: Output Feedback and Optimality,'' Chem. Eng. Sci.,
64, 2370-2383, 2009.
-
Sislian, P., X. Zhang, M. Li, D. Pham, L. Madler and P. D.
Christofides, "Bacterial Aerosol Neutralization by Aerodynamic
Shocks Using a Novel Impactor System: Design and Computation,''
Chem. Eng. Sci., 64, 1953-1967, 2009.
-
Bartman,
A., C. McFall, P. D. Christofides and Y. Cohen, "Model
Predictive Control of Feed Flow Reversal in a Reverse Osmosis
Desalination Process,'' J. Proc. Contr., 19,
433-442, 2009.
-
McFall, C., D. Munoz de la Pena, B. Ohran, P. D. Christofides
and J. F. Davis, "Fault Detection and Isolation for Nonlinear Process Systems
Using Asynchronous Measurements,'' Ind. & Eng. Chem.
Res., 47,10009-10019, 2008.
-
Liu, J., D. Munoz de la Pena, P. D. Christofides and J. F.
Davis, "Lyapunov-based Predictive Control of Particulate
Processes Subject to Asynchronous Measurements," Particle
& Particle Systems Characterization, 25, 360-375,
2008.
-
Dubljevic, S. and P. D. Christofides, "Optimal Mechano-Electric
Stabilization of Cardiac Alternans,'' Chem. Eng. Sci.,
63, 5425-5433, 2008.
-
Munoz de la Pena, D. and P. D. Christofides, "Lyapunov-Based Model Predictive Control of
Nonlinear Systems Subject to Data Losses,'' IEEE Trans.
Autom. Contr., 53, 2076-2089, 2008.
-
Liu, J., D. Munoz de la Pena, B. Ohran, P. D. Christofides and
J. F. Davis, "A Two-Tier Architecture for Networked Process Control,''
Chem. Eng. Sci., 63, 5394-5409, 2008.
-
Hu,
G., Y. Lou and P. D. Christofides, "Dynamic Output Feedback
Covariance Control of Stochastic Dissipative Partial
Differential Equations,'' Chem. Eng. Sci., 63,
4531-4542, 2008.
-
McFall, C., A. Bartman, P. D. Christofides
and Y. Cohen, "Control and Monitoring of a High-Recovery
Reverse-Osmosis Desalination Process,'' Ind. & Eng. Chem.
Res., 47, 6698-6710, 2008.
-
Lou, Y., G. Hu and P. D. Christofides, "Model Predictive Control
of Nonlinear Stochastic Partial Differential Equations with
Application to a Sputtering Process,'' AIChE J.,
54, 2065-2081, 2008.
-
Dubljevic, S., S.-F. Lin and P. D. Christofides, "Studies on Feedback Control of
Cardiac Alternans,'' Comp. & Chem. Eng., 32,
2086-2098, 2008,
(The American Control Conference version of this work
co-authored by S.-F. Lin and S. Dubljevic received the 2008
O. Hugo Schuck Best (Application) Paper Award).
-
Ohran, B., J. Rau, P. D.
Christofides and J. F. Davis, "Plant-wide Fault Isolation Using
Nonlinear Feedback Control,'' Ind. & Eng. Chem. Res.,
47, 4220-4229, 2008.
-
Li, M. H. and P. D. Christofides,
"Optimal Control of Diffusion-Convection-Reaction Processes Using
Reduced-Order Models,'' Comp. & Chem. Eng.,
32, 2123-2135, 2008.
-
El-Farra,
N. H., M. A. Demetriou and P. D. Christofides, "Actuator and
Controller Scheduling in Nonlinear Transport-Reaction
Processes,'' Chem. Eng. Sci., 63, 3537-3550, 2008.
-
Munoz de la Pena, D. and P. D. Christofides, "Output Feedback
Control of Nonlinear Systems Subject to Sensor Data Losses,'' Syst. & Contr. Lett.,
57, 631-642, 2008.
-
Hu,
G., Y. Lou and P. D. Christofides, "Model Parameter Estimation
and Feedback Control of Surface Roughness in a Sputtering
Process,'' Chem. Eng. Sci., 63, 1800-1816,
2008.
-
Munoz de la Pena, D. and P. D. Christofides, "Stability of
Nonlinear Asynchronous Systems,'' Syst. & Contr.
Lett., 57, 465-473, 2008.
-
Mhaskar, P., N. H. El-Farra and P. D.
Christofides, "Robust Predictive Control of Switched Systems: Satisfying
Uncertain Schedules Subject to State and Control Constraints,''
Int. J. Adapt. Contr. & Sign. Process.,
22, 161-179, 2008.
-
Gani, A., P. Mhaskar and P. D.
Christofides, "Handling Sensor Malfunctions in Control of Particulate
Processes,'' Chem. Eng. Sci., 63,
1217-1229, 2008.
-
Christofides, P. D., N. H. El-Farra,
M. H. Li and P. Mhaskar, "Model-Based Control of Particulate
Processes,'' Chem. Eng. Sci., 63,
1156-1172, 2008.
-
Mhaskar, P., C. McFall, A. Gani, P. D.
Christofides and J. F. Davis, "Isolation and Handling of
Actuator Faults in Nonlinear Systems,'' Automatica,
44, 53-62, 2008.
-
Ohran, B., D. Munoz de la Pena, P. D. Christofides and J. F.
Davis, "Enhancing Data-Based Fault Isolation Through Nonlinear
Control,'' AIChE J., 54, 223-241, 2008.
-
Christofides, P. D., J. F. Davis, N. H. El-Farra, D. Clark, K. R. D.
Harris and J. N. Gipson, "Smart Plant Operations: Vision,
Progress and Challenges,'' AIChE J. (Perspective
article), 53, 2734-2741, 2007.
-
Munoz de la Pena, D. and P. D. Christofides, "Estimation-Based
Networked Predictive Control of Nonlinear Systems,'' Dynam. Cont., Discr. & Impuls. Syst.
(Series A), 14 (S2), 52-58, 2007.
-
Christofides, P. D., M. H. Li and L.
Maedler, "Control of Particulate Processes: Recent Results and Future
Challenges,'' Powder Technology (Perspective article),
175, 1-7, 2007.
-
Munoz de la Pena, D. and P. D. Christofides, "Handling Input and State Constraints in Networked
Predictive Control,'' Dynam. Cont., Discr. & Impuls. Syst.
(Series A), 14 (S2), 39-45, 2007.
-
Li, M. H. and P. D. Christofides,
"An Input/Output Approach to the Optimal Transition Control of
a Class of Distributed Chemical Reactors,'' Chem. Eng. Sci.,
62, 2979-2988, 2007.
-
Gani, A., P. Mhaskar and P. D.
Christofides, "Fault-Tolerant Control of a Polyethylene Reactor,''
J. Proc. Contr., 17, 439-451, 2007.
-
Mhaskar, P., A. Gani, C. McFall,
P. D. Christofides and J. F. Davis, "Fault-Tolerant Control of
Nonlinear Process Systems Subject to Sensor Faults,'' AIChE
J., 53, 654-668, 2007 (Recognized in August 6,
2009 by the AIChE Journal Editorial Board as the most cited
article published in AIChE Journal since 2007 (Reference
citation source: ISI)).
-
Li, M. H. and P. D. Christofides,
"Collection Efficiency of Nanosize Particles in a Two-Stage
Electrostatic Precipitator,''
Ind. & Eng. Chem. Res.,
45, 8484-8491, 2006.
-
Dubljevic, S. and P. D.
Christofides, "Predictive Output Feedback Control of Parabolic PDEs,''
Ind. & Eng. Chem. Res., 45,
8421-8429, 2006.
-
Lou, Y. and P. D. Christofides,
"Nonlinear Feedback Control of Surface Roughness Using a Stochastic
PDE: Design and Application to a Sputtering Process,''
Ind. &
Eng. Chem. Res., 45, 7177-7189, 2006.
-
Dubljevic, S., N. H. El-Farra, P.
Mhaskar and P. D. Christofides, "Predictive Control of Parabolic PDEs
with State and Control Constraints,'' Inter. J. Rob. & Non. Contr.,
16, 749-772, 2006.
-
Christofides, P. D. and A. Armaou,
"Control and Optimization of Multiscale Process Systems,''
Comp. & Chem. Eng., 30, 1670-1686, 2006.
-
Li, M. H. and P. D. Christofides,
"Computational Study of Particle In-Flight Behavior in the HVOF
Thermal Spray Process,'' Chem. Eng. Sci.,
61, 6540-6552, 2006.
-
Dubljevic, S. and P. D. Christofides,
"Predictive Control of Parabolic PDEs with Boundary Control
Actuation,'' Chem. Eng. Sci., 61, 6239-6248, 2006.
-
Mhaskar, P., N. H. El-Farra and P.
D. Christofides, "Stabilization of Nonlinear Systems with State and
Control Constraints Using Lyapunov-Based Predictive Control,''
Syst.
& Contr. Lett., 55, 650-659, 2006.
-
Mhaskar, P., A. Gani, N. H. El-Farra, C.
McFall, P. D. Christofides and J. F. Davis, "Integrated Fault
Detection and Fault-Tolerant Control of Process Systems,'' AIChE J.,
52, 2129-2148, 2006 (Included in the AIChE Journal
Process Systems Engineering Virtual Issue of Highly Cited Papers
for the Period 1955-2011).
-
Mhaskar, P., A. Gani and P. D.
Christofides, "Fault-Tolerant Control of Nonlinear Processes:
Performance-Based Reconfiguration and Robustness,''
Int. J. Rob. & Non. Contr., 16,
91-111, 2006.
-
Shi, D., N. H. El-Farra, M. Li, P. Mhaskar and P. D. Christofides, "Predictive Control of Particle Size
Distribution in Particulate Processes,'' Chem. Eng. Sci.,
61, 268-281, 2006
(Included by Elsevier in the list of Top-25 Most Cited
Chemical Engineering Science Articles for the Period 2006-2011;
Reference citation source: Scopus).
-
Mhaskar, P., N. H. El-Farra and P. D.
Christofides, "A Method for PID Controller Tuning Using
Nonlinear Control Techniques,'' AIChE J., 51,
3292-3299, 2005.
-
Dubljevic, S., P. Mhaskar, N. H. El-Farra
and P. D. Christofides, "Predictive Control of Transport-Reaction
Processes,'' Comp. & Chem. Eng., 29,
2335-2345, 2005.
-
Mhaskar, P., N. H. El-Farra and P.
D. Christofides, "Predictive Control of Switched Nonlinear Systems
with Scheduled Mode Transitions,'' IEEE Trans. Autom. Contr.,
50, 1670-1680, 2005.
-
El-Farra, N. H., P. Mhaskar and P.
D. Christofides, "Output Feedback Control of Switched Nonlinear
Systems Using Multiple Lyapunov Functions,'' Syst. & Contr.
Lett., 54, 1163-1182, 2005.
-
Li, M., D. Shi and P. D. Christofides, "Modeling and Control of HVOF Thermal Spray
Processing
of WC-Co Coatings,'' Powder Technology, 156, 177-194,
2005.
-
El-Farra, N. H., A. Gani and P.
D. Christofides, "Analysis of Mode Transitions in Biological Networks,''
AIChE J., 51, 2220-2234, 2005.
-
Shi, D., P. Mhaskar, N. H. El-Farra
and P. D. Christofides, "Predictive Control of Crystal Size
Distribution in Protein Crystallization,'' Nanotechnology,
16, S562-S574, 2005.
-
El-Farra, N., A. Gani and P. D.
Christofides, "Fault-Tolerant Control of Process Systems Using
Communication Networks,'' AIChE J., 51, 1665-1682,
2005.
-
Li, M. and P. D. Christofides,
"Multiscale Modeling and Analysis of an Industrial HVOF Thermal Spray
Process,'' Chem. Eng. Sci., 60, 3649-3669, 2005.
-
Ni, D. and P. D. Christofides,
"Multivariable Predictive Control of Thin
Film Deposition Using a Stochastic PDE Model,'' Ind. & Eng. Chem.
Res., 44, 2416-2427, 2005.
-
Ray, P. and P. D. Christofides, "Control
of Flow Over a Cylinder Using Rotational Oscillations,'' Comp. &
Chem. Eng., 29, 877-885, 2005.
-
Ni, D. and P. D. Christofides,
"Dynamics and Control of
Thin Film Microstructure in a Complex Deposition Process,''
Chem. Eng. Sci., 60, 1603-1617, 2005.
-
Lou, Y. and P. D. Christofides,
"Feedback Control of Surface Roughness in Sputtering Processes Using
the Stochastic Kuramoto-Sivashinsky Equation,'' Comp. & Chem.
Eng., 29, 741-759, 2005.
-
Mhaskar, P., N. El-Farra and P.
D. Christofides,
"Robust Hybrid Predictive Control of Nonlinear Systems,''
Automatica, 41, 209-217, 2005.
-
Lou, Y. and P. D. Christofides,
"Feedback Control of Surface Roughness Using
Stochastic PDEs,'' AIChE J., 51, 345-352, 2005.
-
Lou, Y. and P. D. Christofides,
"Feedback Control of Surface Roughness of GaAs(001) Thin Films
Using Kinetic Monte-Carlo Models,'' Comp. & Chem. Eng.,
29, 225-241, 2004.
-
Orlov, Y., Y. Lou and P. D.
Christofides, "Robust Stabilization of Infinite-Dimensional Systems
via Sliding-Mode Output Feedback Control,'' Inter. J. Contr.,
77, 1115-1136, 2004.
-
Li, M., D. Shi and P. D. Christofides, "Model-Based Estimation and Control of Particle Velocity
and Melting in HVOF Thermal Spray,'' Chem. Eng. Sci.,
59, 5647-5656, 2004.
-
Shi, D., M. Li and P. D. Christofides, "Diamond Jet
Hybrid HVOF Thermal Spray: Rule-based Modeling of Coating Microstructure,''
Ind. & Eng.
Chem. Res., 43, 3653-3665, 2004.
-
Li, M., D. Shi and P. D. Christofides, "Diamond Jet
Hybrid HVOF Thermal Spray: Gas-Phase and Particle Behavior Modeling and Feedback Control
Design,'' Ind. & Eng. Chem. Res., 43, 3632-3652,
2004.
-
Mhaskar, P., N.
El-Farra and P. D.
Christofides, "Hybrid Predictive Control of Process Systems,''
AIChE
J., 50, 1242-1259, 2004.
-
Ni, D., Y. Lou, P. D. Christofides, L. Sha, S. Lao and J. P.
Chang, "Real-Time Carbon Content Control for PECVD ZrO_2 Thin-Film Growth,'' IEEE Trans. Semic. Manuf.,
17, 221-230, 2004 (2004 O. Hugo Schuck Best (Application) Paper Award).
-
Li, M. and P. D. Christofides, "Feedback Control of HVOF
Thermal Spray Process Accounting for Powder Size Distribution,''
Journal of Thermal
Spray Technology, 13, 108-120, 2004.
-
El-Farra, N., P. Mhaskar and P. D. Christofides, "Hybrid
Predictive Control of Nonlinear Systems: Method and Applications to Chemical
Processes," Int. J. Rob. & Non. Contr., 14, 199-225, 2004.
-
Dubljevic, S., P. D. Christofides and I. G. Kevrekidis,
"Distributed Nonlinear Control of Diffusion-Reaction Processes,''
Int. J. Rob.
& Non. Contr., 14, 133-156, 2004.
-
El-Farra, N., P. Mhaskar and P. D. Christofides, "Uniting
Bounded Control and MPC for Stabilization of Constrained Linear Systems,"
Automatica, 40, 101-110, 2004.
-
El-Farra, N. and P. D. Christofides, "Coordinated
Feedback and Switching for Control of Spatially-Distributed Processes,''
Comp. &
Chem. Eng., 28, 111-128, 2004.
-
El-Farra, N. and P. D. Christofides, "Robust Inverse
Optimal Control Laws for Nonlinear Systems,'' Inter. J. Rob. & Non. Contr.,
13, 1371-1388, 2003.
-
El-Farra, N., Y. Lou and P. D. Christofides,
"Fault-Tolerant Control of Fluid Dynamic Systems via Coordinated Feedback and
Switching,'' Comp. & Chem. Eng., 27, 1913-1924, 2003.
-
Lou, Y. and P. D. Christofides, "Optimal
Actuator/Sensor Placement for Nonlinear Control of the Kuramoto-Sivashinsky Equation,''
IEEE
Trans. Contr. Syst. Techn., 11, 737-745, 2003.
-
Lou, Y. and P. D. Christofides, "Feedback Control of
Growth Rate and Surface Roughness in Thin Film Growth,'' AIChE J.,
49, 2099-2113, 2003.
-
El-Farra, N. and P. D. Christofides, "Coordinated
Feedback and Switching for Control of Hybrid Nonlinear Processes,''
AIChE J., 49,
2079-2098, 2003 (Included in the AIChE Journal
Process Systems Engineering Virtual Issue of Highly Cited Papers
for the Period 1955-2011).
-
Lou, Y. and P. D. Christofides, "Estimation and Control
of Surface Roughness in Thin Film Growth Using Kinetic Monte-Carlo Models,''
Chem.
Eng. Sci., 58,
3115-3129, 2003, (Recognized by Elsevier as a Top-50
most cited article as published in Chemical Engineering Science
2003-2006; Reference citation source: Scopus).
-
El-Farra, N. and P. D. Christofides, "Bounded Robust
Control of Constrained Multivariable Nonlinear Processes,'' Chem. Eng. Sci.,
58, 3025-3047, 2003, (Recognized by Elsevier as a Top-50
most cited article as published in Chemical Engineering Science
2003-2006; Reference citation source: Scopus).
-
El-Farra, N., P. D. Christofides and J. C. Liao,
"Analysis of Nitric Oxide Consumption by Erythrocytes in Blood Vessels Using a
Distributed Multicellular Model," Annals Biomed. Eng.,
31,
294-309, 2003.
-
El-Farra, N., A. Armaou and P. D. Christofides, "Analysis
and Control of Parabolic PDE Systems with Input Constraints,"
Automatica, 39, 715-725, 2003.
-
Li, M. and P. D. Christofides, "Modeling and Analysis
of HVOF Thermal Spray Process Accounting for Powder Size Distribution,''
Chem.
Eng. Sci., 58, 849-857, 2003.
-
Armaou, A. and P. D. Christofides, "Dynamic Optimization
of Dissipative PDE Systems Using Nonlinear Order Reduction,''
Chem. Eng. Sci., 57,
5083-5114, 2002.
-
Baker, J. and P. D. Christofides, "Drag Reduction in
Transitional Linearized Channel Flow Using Distributed Control,''
Inter. J. Contr., 75, 1213-1218, 2002.
-
Kalani, A. and P. D. Christofides, "Simulation,
Estimation and Control of Size Distribution in Aerosol Processes with Simultaneous
Reaction, Nucleation, Condensation and Coagulation," Comp. & Chem. Eng.,
26,
1153-1169, 2002.
-
Baker, J., J. Myatt and P. D. Christofides, "Drag Reduction in
Incompressible Flow Over a Flat Plate Using Active Feedback Control,"
Comp. &
Chem. Eng, 26, 1095-1102, 2002.
-
Antoniades, C. and P. D. Christofides, "Integrated
Optimal Actuator/Sensor Placement and Robust Control of Uncertain Transport-Reaction
Processes," Comp. & Chem. Eng., 26, 187-203, 2002.
-
El-Farra, N., T. Chiu
and P. D. Christofides, "Analysis and Control of Particulate Processes with Input
Constraints," AIChE J., 47, 1849-1865, 2001.
-
Antoniades, C. and P. D. Christofides, "Integrating
Nonlinear Output Feedback Control and Optimal Actuator/Sensor Placement in
Transport-Reaction Processes," Chem. Eng. Sci.,
56, 4517-4535,
2001.
-
Antoniades, C. and P. D.
Christofides, "Studies on Nonlinear Dynamics and Control of a Tubular Reactor with
Recycle," Nonlinear Analysis: Theory, Methods & Applications,
47,
5933-5944, 2001.
-
Christofides, P. D.,
"Control of Nonlinear Distributed Process Systems: Recent Developments and
Challenges," AIChE J., 47, 514-518, 2001 (Perspective column) (Included in the AIChE Journal Process Systems Engineering
Virtual Issue of Highly Cited Papers for the Period 1955-2011).
-
Armaou, A. and P. D. Christofides, "Finite-Dimensional
Control of Nonlinear Parabolic PDEs with Time-Dependent Spatial Domains Using Empirical
Eigenfunctions," Int. J. Appl. Math. & Comp. Sci.,
11, 287-317,
2001.
-
El-Farra, N. and P. D.
Christofides, "Integrating Robustness, Optimality and Constraints in Control of
Nonlinear Processes," Chem. Eng. Sci., 56, 1841-1868, 2001.
-
Armaou, A. and P. D.
Christofides, "Crystal Temperature Control in the Czochralski Crystal Growth
Process," AIChE J., 47, 79-106, 2001.
-
Armaou, A. and P. D. Christofides, "Computation of
Empirical Eigenfunctions and Order Reduction of Nonlinear Parabolic PDEs with
Time-Dependent Spatial Domains," Nonlinear Analysis: Theory, Methods &
Applications, 47, 2869-2874, 2001.
-
Armaou, A., J. Baker and
P. D. Christofides, "Feedback Control of Plasma Etching Reactors for Improved Etching
Uniformity," Chem. Eng. Sci., 56, 1467-1475, 2001.
-
El-Farra, N. and P. D.
Christofides, "Robust Near-Optimal Output Feedback Control of Nonlinear
Systems," Int. J. Contr., 74, 133-157, 2001.
-
Armaou, A. and P. D. Christofides, "Robust Control of
Parabolic PDE Systems with Time-Dependent Spatial Domains,"
Automatica, 37,
61-69, 2001.
-
Baker, J., A. Armaou and
P. D. Christofides, "Nonlinear Control of Incompressible Fluid Flows: Application to
Burgers' Equation and 2D Channel Flow," J. Math. Anal. Appl.,
252,
230-255, 2000.
-
Antoniades, C. and P. D. Christofides, "Nonlinear
Feedback Control of Parabolic Partial Differential Difference Equation Systems,"
Int.
J. Contr., 73,1572-1591, 2000.
-
Bendersky, E. and P. D. Christofides, "Optimization of
Transport-Reaction Processes Using Nonlinear Model Reduction,"
Chem. Eng. Sci., 55,
4349-4366, 2000.
-
Antoniades, C. and P. D. Christofides, "Computation of
Optimal Actuator Locations for Nonlinear Controllers in Transport-Reaction
Processes," Comp. & Chem. Eng., 24,
577-583, 2000 (Plenary
talk in the Process Systems Engineering 2000 Conference).
-
El-Farra, N. and P. D. Christofides, "Robust Optimal
Control and Estimation of Constrained Nonlinear Processes,"
Comp. & Chem.
Eng., 24, 801-807, 2000.
-
Baker, J. and P. D. Christofides, "Finite-Dimensional
Approximation and Control of Nonlinear Parabolic PDE Systems,"
Int. J. Contr., 73,
439-456, 2000.
-
Kalani, A. and P. D. Christofides, "Modeling and Control
of a Titania Aerosol Reactor," Aerosol Sci. & Tech.,
32, 369-391,
2000.
-
Armaou, A. and P. D. Christofides, "Wave Suppression by
Nonlinear Finite-Dimensional Control," Chem. Eng. Sci.,
55, 2627-2640,
2000 (2000 O. Hugo Schuck Best (Theoretical) Paper Award).
-
Christofides, P. D. and A. Armaou, "Global Stabilization of the Kuramoto-Sivashinsky
Equation via Distributed Output Feedback Control," Syst. & Contr. Lett.,
39,
283-294, 2000.
-
Chiu, T. and P. D. Christofides, "Robust Control of Particulate Processes Using
Uncertain Population Balances," AIChE J., 46, 266-280, 2000
(AIChE
Journal Article of the Month, Featured in Chemical Engineering Progress, p.12, February
2000).
-
Armaou, A. and P. D. Christofides, "Feedback Control of the Kuramoto-Sivashinsky
Equation," Physica D, 137, 49-61, 2000.
-
Christofides,
P. D., "Robust Output Feedback Control of Nonlinear Singularly Perturbed
Systems," Automatica, 36, 45-52, 2000.
-
Antoniades, C. and P. D. Christofides,
"Robust Control of Nonlinear Time-Delay Systems," Int. J. Appl. Math. &
Comp. Sci, 9, 811-837, 1999.
-
Armaou, A. and P. D. Christofides,
"Nonlinear Feedback Control of Parabolic PDE Systems with Time-Dependent Spatial
Domains," J. Math. Anal. Appl., 239, 124-157, 1999.
-
Baker, J. and P. D. Christofides,
"Output Feedback Control of Parabolic PDE Systems with Nonlinear Spatial Differential
Operators," Ind. & Eng. Chem. Res., 38, 4372-4380, 1999.
-
Antoniades, C. and P. D. Christofides,
"Feedback Control of Nonlinear Differential Difference Equation Systems,"
Chem.
Eng. Sci., 54, 5677-5709, 1999.
-
Chiu, T. and P. D. Christofides,
"Nonlinear Control of Particulate Processes",
AIChE J., 45,
1279-1297, 1999 (Included in the AIChE Journal
Process Systems Engineering Virtual Issue of Highly Cited Papers
for the Period 1955-2011).
-
Armaou, A. and P. D. Christofides,
"Plasma-Enhanced Chemical Vapor Deposition:
Modeling and Control," Chem.
Eng. Sci., 54, 3305-3314, 1999
(Finalist Best Student Paper
Award, Materials Division Poster Session).
-
Kalani, A. and P. D. Christofides,
"Nonlinear Control of Spatially-Inhomogeneous Aerosol Processes,"
Chem. Eng.
Sci., 54, 2669-2678, 1999.
-
Christofides, P. D. and J. Baker,
"Robust Output Feedback Control of Quasi-linear Parabolic PDE Systems,"
Syst.
& Contr. Lett., 36, 307-316, 1999.
-
Chiu, T. and P. D. Christofides, "Robust
Nonlinear Control of a Continuous Crystallizer," Comp. & Chem. Eng.,
23(s), 257-260, 1999.
-
Bendersky, E. and P. D. Christofides,
"A Computationally Efficient Method for Optimization of Transport-Reaction
Processes," Comp. & Chem. Eng., 23(s),
455-458, 1999.
-
Baker, J. and P. D. Christofides,
"Nonlinear Control of Rapid Thermal Chemical Vapor Deposition under
Uncertainty," Comp. & Chem. Eng., 23(s),
241-244, 1999.
-
Karafyllis, I., P. D. Christofides and P.
Daoutidis, "Dynamics of a Reaction-Diffusion System with Brusselator Kinetics under
Feedback Control," Phys. Rev. E., 59, 372-380, 1999.
-
Christofides, P. D. and P. Daoutidis, "Distributed Output Feedback
Control of Two-Time-Scale Hyperbolic PDE Systems," Int. J. Appl. Math. & Comp.
Sci, 8, 713-732, 1998.
-
Christofides, P. D., "Robust Control of Parabolic PDE Systems,"
Chem. Eng.
Sci., 53, 2949-2965, 1998.
-
Christofides, P. D., "Output Feedback Control of Nonlinear Two-Time-Scale
Processes," Ind. & Eng. Chem. Res., 37, 1893-1909, 1998.
-
Kumar, A., P. D. Christofides, and P.
Daoutidis, "Singular Perturbation Modeling of Nonlinear Processes with Non-Explicit
Time-Scale Multiplicity," Chem. Eng. Sci., 53,
1491-1504, 1998.
-
Christofides, P. D. and P. Daoutidis, "Robust Control of Hyperbolic PDE
Systems," Chem. Eng. Sci., 53, 85-105, 1998.
-
Christofides, P. D. and P. Daoutidis, "Finite-Dimensional Control of Parabolic PDE
Systems Using Approximate Inertial Manifolds," J.
Math. Anal. Appl., 216, 398-420, 1997 (1999 Ted Peterson Student Paper Award).
-
Christofides, P. D. and P. Daoutidis, "Robust Control of Multivariable Two-Time-Scale
Nonlinear Systems," J. Proc. Contr., 7, 313-328, 1997.
-
Christofides, P. D. and P. Daoutidis, "Compensation of Measurable Disturbances in
Two-Time-Scale Nonlinear Systems," Automatica, 32, 1553-1573, 1996.
-
Christofides, P. D., A. R. Teel, and P. Daoutidis, "Robust Semi-Global Output
Tracking for Singularly Perturbed Nonlinear Systems," Int. J. Contr.,
65, 639-666, 1996.
-
Christofides, P. D. and P. Daoutidis, "Feedback Control of Hyperbolic PDE
Systems," AIChE J., 42, 3063-3086,
1996 (1999 Ted Peterson Student Paper Award; Included in
the AIChE Journal Process Systems Engineering Virtual Issue of
Highly Cited Papers for the Period 1955-2011).
-
Christofides, P. D. and A. R. Teel, "Singular Perturbations and Input-to-State
Stability," IEEE Trans. Autom. Contr., 41, 1645-1650, 1996.
-
Christofides, P. D. and P. Daoutidis, "Nonlinear Control of
Diffusion-Convection-Reaction Processes," Comp. & Chem. Engng.,
20(s),
1071-1076, 1996.
-
Christofides, P. D. and P. Daoutidis,
"Feedback Control of Two-Time-Scale Nonlinear Systems,"
Int. J. Contr., 63, 965-994, 1996.
-
Daoutidis, P. and P. D. Christofides,
"Dynamic Feedforward/Output Feedback Control of Nonlinear Processes,"
Chem.
Eng. Sci., 50, 1889-1907, 1995.
-
Burganos, V. N., C. A. Paraskeva, P. D.
Christofides and A. C. Payatakes, "Motion and Deposition of Non-Brownian Particles in
Upflow Collectors," Separations and Technology,
4, 47-54, 1994.
Patents
-
Prentice, D. P., D. Simonetti, P. D. Christofides, I. Mehdipour
and G. Sant, "Manufacturing concrete, by flowing carbon
dioxide-containing gas into carbonation chamber, measuring e.g.
in real-time, temperature, and relative humidity, inputting
measurement into regression model, and sending control signal,''
Patent Number WO2023235530-A1, 2023.
-
Cohen, Y., P. D. Christofides, H. Gu, L. Gao and A. Rahardianto,
"Self-adaptive control and optimization of membrane
filtration,'' US Patent 10,576,428, 2020.
-
Cohen, Y., P. D. Christofides, A. Rahardianto, A. R. Bartman, A.
Zhu, H. Gu and L. Gao, "Apparatus, system and method for
integrated filtration and reverse osmosis desalination,'' US
Patent 9,790,113, 2017.
Editorials
-
El-Farra, N. H. and P. D. Christofides, "Control and
Optimization of Renewable Energy Systems,'' Editorial to the
Special Issue of Renewable Energy, 100,
1-2, 2017.
-
El-Farra, N. H. and P. D. Christofides, "Control and
Optimization of Smart Plant Operations,'' Editorial to the
Special Issue of Chemical Engineering Science,
136, 1-1, 2015.
-
Christofides, P. D. and N. H. El-Farra, "Economic Nonlinear
Model Predictive Control,'' Editorial to the Special Issue of
Journal of Process Control, 24,
1155-1155, 2014.
-
El-Farra, N. H. and P. D. Christofides, "Dynamics, Control and
Optimization of Energy Systems,'' Editorial to the Special Issue
of Chemical Engineering Science, 67,
1-1, 2012.
-
Wang, X. Z. and P. D. Christofides, "Control of Particulate
Processes,'' Editorial to the Special Issue of
Particle & Particle Systems Characterization on Control of
Particulate Processes, 25, 291-291, 2008.
-
Christofides, P. D. and X. Z. Wang, "Control of Particulate
Processes,'' Editorial to the Special Issue of
Chemical Engineering Science on Control of Particulate
Processes, 63, 1155-1155, 2008.
-
Christofides, P. D. and A. Armaou, "Control of Multiscale and
Distributed Process Systems,'' Editorial to the Special Issue of
Computers & Chemical Engineering on Control of
Multiscale and Distributed Process Systems, 29,
687-688, 2005.
-
Christofides, P. D., "Control of Complex Process Systems,''
Editorial to the Special Issue of International Journal of
Robust and Nonlinear Control on Control of Complex
Process Systems, 14, 87-88, 2004.
-
Christofides, P. D., "Control of Distributed Parameter
Systems,'' Editorial to the Special Issue of
Computers & Chemical Engineering on Control of Distributed
Parameter Systems, 26, 939-940, 2002.
Refereed Chapters in Books
-
Wang, Y., Y. Kadakia, Z. Wu and P. D. Christofides, "An Overview
of Control Methods for Process Operational Safety and
Cybersecurity,'' Methods in Chemical Process Safety,
Khan, F., E. N. Pistikopoulos and Z. Sajid (Eds.), Volume
8, Chapter 1, 1-50, Elsevier, Netherlands, 2024.
-
Wu, Z. and P. D. Christofides, "Smart Manufacturing: Machine
Learning-Based Economic MPC and Preventive Maintenance,''
Smart Manufacturing: Applications and Case Studies, M. Soroush, M. Baldea and T. F. Edgar
(Eds.), Chapter 14, 477-497, Elsevier, Netherlands, 2020.
-
Lao, L., M. Ellis and P. D. Christofides, "Economic Model
Predictive Control of Transport-Reaction Processes,''
Process Control, S. Rohani (Ed.), Coulson & Richardson
Series of Chemical Engineering, Chapter 13, 547-589,
Elsevier, Netherlands, 2017.
-
Aguirre, A., A. Tran, L. Lao, H. Durand, M. Crose and P. D.
Christofides, "CFD Modeling of a Pilot-Scale Steam Methane
Reforming Furnace,'' Advances in Energy Systems
Engineering, G. Kopanos, P. Liu and M. Georgiadis (Eds.),
Chapter 4, 75-117, Springer, Switzerland, 2017.
-
Liu, J., D. Munoz de la Pna and P. D. Christofides, "Lyapunov-based
DMPC Schemes: Sequential and Iterative Approaches,''
Distributed MPC Made Easy, Chapter 30, 479-494, Springer-Verlag,
Berlin, 2014.
-
Li, M. and P. D. Christofides, "Feedback Control of Particle
Size Distribution in
Nanoparticle Synthesis and Processing,'' Feedback
Control of MEMS to Atoms, J. J.
Gorman and B. Shapiro (Eds.), 7-44, Springer-Verlag, Berlin,
2012.
-
Hu, G., X. Zhang, G. Orkoulas and P. D. Christofides, "Multiscale
Modeling and Control of Porous Thin Film Growth,''
The Control Handbook, 2nd edition, W. S. Levine (Ed.),
Chapter 13, 17 pages, Taylor & Francis, New York, 2010.
-
Li,
M. and P. D. Christofides, "Control of Particulate Processes,''
The Control Handbook, 2nd edition, W. S. Levine (Ed.),
Chapter 14, 21 pages, Taylor & Francis, New York, 2010.
-
Liu, J., D. Munoz de la Pena and P. D. Christofides,
"Distributed Model Predictive Control System Design Using
Lyapunov Techniques,'' Assessment and Future Directions of
Nonlinear Model Predictive Control-08, Lecture Notes in
Control and Information Sciences Series, L. Magni, D. M.
Raimondo
and F. Allgöwer (Eds.), 384, 181-194, Springer-Verlag, Berlin,
2009.
-
Mhaskar, P., N. H. El-Farra and P. D. Christofides, "Techniques for
Uniting Lyapunov-based and Model Predictive Control,'' Assessment
and Future Directions of Nonlinear Model Predictive Control-05,
Lecture Notes in Control and Information Sciences Series, R. Findeisen,
F. Allgöwer and L. Biegler (Eds.), 358,
77-91, Springer-Verlag, Berlin, 2007.
-
Ni, D. and P. D. Christofides, "Construction of
Stochastic PDEs and Predictive Control of Surface Roughness in Thin
Film Deposition,'' Model Reduction and Coarse-Graining
Approaches for Multiscale Phenomena, A. N. Gorban, N.
Kazantzis, I.G. Kevrekidis, H.C. Ottinger, C. Theodoropoulos (Eds.),
375-402, Springer-Verlag,
Berlin, 2006.
-
El-Farra, N.
and P. D. Christofides, "Hybrid Control of Parabolic PDEs: Handling Faults of
Constrained Control Actuators," Lecture Notes in Computer
Science Series, O. Maler and A. Pnueli (Eds.), 2623,
172-187, Springer-Verlag, Berlin, 2003.
-
El-Farra, N.
and P. D. Christofides, "Nonlinear Process Control: Novel Controller Designs for
Chemical Processes with Uncertainty and Constraints," Chemical Process Control-6, AIChE
Symposium Series, J. B. Rawlings, B. A. Ogunnaike and J. W. Eaton (Eds.), 98,
369-373, 2002.
-
El-Farra, N.
and P. D. Christofides, "Switching and Feedback Laws for Control of Constrained
Switched Nonlinear Systems,'' Lecture Notes in Computer Science Series, C.J. Tomlin
and M.R. Greenstreet (Eds.), 2289, 164-178, Springer-Verlag, Berlin, 2002.
-
Christofides, P. D. and P. Daoutidis, "Nonlinear Feedback
Control of Parabolic PDE Systems," in NATO ASI Series on Nonlinear Model Based
Control, R. Berber and C. Kravaris (Eds.), 371-399, Kluwer Academic Publishers,
Dordrecht, The Netherlands, 1998.
-
Christofides,
P. D. and P. Daoutidis, "Control of Nonlinear Distributed Parameter Processes: Recent
Results and Future Research Directions," Chemical Process Control-5, AIChE
Symposium Series, J. C. Kantor, C. E. Garcia and B. Carnahan (Eds.), 93,
302-306, 1997.
Refereed Conference Proceedings
Papers
-
Kadakia,
Y., A. Suryavanshi, A. Alnajdi, F. Abdullah and P. D.
Christofides, "A Two-Tier Encrypted Control Architecture for
Enhanced Cybersecurity of Nonlinear Processes,'' Proceedings
of the American Control Conference, 4452-4459, Toronto,
Canada, 2024.
-
Kadakia, Y.,
A. Alnajdi, F. Abdullah and P. D. Christofides, "Encrypted
Decentralized Model Predictive Control of Nonlinear Processes
with Input Delays,'' Proceedings of the American Control
Conference, 4216-4223, Toronto, Canada, 2024.
-
Alhajeri,
M. S., A. Alnajdi, F. Abdullah and P. D. Christofides,
"Partially-Connected Recurrent Neural Network Model
Generalization Error: Application to Model Predictive Control of
Nonlinear Processes,'' Proceedings of the 31st Mediterranean
Conference on Control and Automation, 912-919, Limassol,
Cyprus, 2023.
-
Suryavanshi, A.,
A. Alnajdi, M. S. Alhajeri, F. Abdullah and P. D. Christofides,
"Encrypted Model Predictive Control of Nonlinear Systems,''
Proceedings of the 31st Mediterranean Conference on Control
and Automation, 904-911, Limassol, Cyprus, 2023.
-
Suryavanshi, A., A. Alnajdi, M. S. Alhajeri, F. Abdullah and P.
D. Christofides, "An Encrypted MPC Framework for Security to
Cyber-Attacks," Proceedings of the 33rd European Symposium
on Computer-Aided Process Engineering, Computer-Aided
Chemical Engineering, 52, 1511-1516, Athens,
Greece, 2023.
-
Citmaci, B., J.
Luo, J. B. Jang, C. Morales-Guio and P. D. Christofides,
"Machine Learning-Based Product Concentration Estimation,
Real-Time Optimization, and Multivariable Control of an
Experimental Electrochemical Reactor," Proceedings of
the 33rd European Symposium on Computer-Aided Process
Engineering, Computer-Aided Chemical Engineering,
52, 1517-1522, Athens, Greece, 2023.
-
Tom, M., S. Yun,
H. Wang, F. Ou, G. Orkoulas and P. D. Christofides, "Multiscale
Modeling of Spatial Area-Selective Thermal Atomic Layer
Deposition," Proceedings of the 33rd European
Symposium on Computer-Aided Process Engineering,
Computer-Aided Chemical Engineering, 52, 71-76,
Athens, Greece, 2023.
-
Parker, S., Z. Wu and P. D. Christofides, "Cybersecurity in
Process Control, Operations, and Supply Chain,''
Proceedings of Foundations of Computer Aided Process Operations
/ Chemical Process Control, 20 pages, San Antonio, Texas,
2023.
-
Abdullah, F., Z. Wu
and P. D. Christofides, "Data-based Modeling and Control of
Nonlinear Process Systems Using Sparse Identification: An
Overview of Recent Results,'' Proceedings of Foundations of
Computer Aided Process Operations / Chemical Process Control,
6 pages, San Antonio, Texas, 2023.
-
Alhajeri, M., A.
Alnajdi, Z. Wu and P. D. Christofides, "Statistical Machine
Learning in Model Predictive Control: An Overview of Recent
Results,'' Proceedings of Foundations of Computer
Aided Process Operations / Chemical Process Control, 6
pages, San Antonio, Texas, 2023.
-
Luo, J., B.
Citmaci, J. B. Jang, C. Morales-Guio and P. D. Christofides,
"Digitalization and Control of an Experimental Electrochemical
Reactor,'' Proceedings of Foundations of
Computer Aided Process Operations / Chemical Process Control,
6 pages, San Antonio, Texas, 2023.
-
Wu, Z., A. Alnajdi, Q. Gu and P. D. Christofides,
"Machine-Learning-based Predictive Control of Nonlinear
Processes with Uncertainty,'' Proceedings of the
American Control Conference, 2810-2816, Atlanta, Georgia,
2022.
-
Wu, Z., J. Luo, D. Rincon and P. D. Christofides, "Co-Teaching
Approach to Machine Learning-based Predictive Control of
Nonlinear Processes,'' Proceedings of 11th IFAC
International Symposium on Advanced Control of Chemical
Processes, 8 pages, Venice, Italy, 2021.
-
Alhajeri, M.,
Z. Wu, D. Rincon, F. Albalawi and P. D. Christofides,
"Estimation-Based Predictive Control of Nonlinear Processes
Using Recurrent Neural Networks,'' Proceedings
of 11th IFAC International Symposium on Advanced Control of
Chemical Processes, 6 pages, Venice, Italy, 2021.
-
Chen,
S., Z. Wu and P. D. Christofides, "Cyber-Security of
Decentralized and Distributed Control Architectures with
Machine-Learning Detectors for Nonlinear Processes,''
Proceedings of the American Control Conference, 3264-3271,
New Orleans, Louisiana, 2021.
-
Wu, Z., D. Rincon,
J. Luo
and P. D. Christofides, "Handling Noisy Data in Machine Learning
Modeling and Predictive Control of Nonlinear Processes,''
Proceedings of the American Control Conference,
3336-3342, New Orleans, Louisiana, 2021.
-
Wu, Z., D. Rincon,
J. Luo
and P. D. Christofides, "Improving Machine Learning Modeling of
Nonlinear Processes Under Noisy Data Via Co-teaching Method,''
Proceedings of the American Control Conference,
4650-4656, New Orleans, Louisiana, 2021.
-
Chen,
S., Z. Wu and P. D. Christofides, "Machine Learning-Based
Cyber-attack Detection and Resilient Operation via Economic
Model Predictive Control for Nonlinear Processes,'' Proceedings of the
28th Mediterranean Conference on Control and Automation,
794-801, Saint-Raphael, France, 2020.
-
Ding, Y., Y.
Zhang, Z. Wu and P. D. Christofides, "Run-to-Run Control of
Thermal Atomic Layer Deposition,'' Proceedings of the 28th
Mediterranean Conference on Control and Automation,
1080-1086, Saint-Raphael, France, 2020.
-
Wu, Z.,
D. Rincon, M. Park and P. D. Christofides, "Economic MPC of
Nonlinear Processes via Recurrent Neural Networks Using
Structural Process Knowledge,'' Proceedings of 21st
International Federation of Automatic Control World Congress,
Paper VI161-09.11, 7 pages, Berlin, Germany, 2020.
-
Wu, Z.,
D. Rincon and P. D. Christofides, "Real-time Machine
Learning-Based CLBF-MPC of Nonlinear Systems,'' Proceedings
of 21st International Federation of Automatic Control World
Congress, Paper VI161-09.8, 6 pages, Berlin, Germany, 2020.
-
Wu, Z.,
D. Rincon and P. D. Christofides, "Incorporating Structural
Process Knowledge in Recurrent Neural Network Modeling of
Nonlinear Processes,'' Proceedings of the American
Control Conference, 2413-2418, Denver, Colorado, 2020.
-
Wu, Z. and P. D.
Christofides, "Control Lyapunov-Barrier Function-Based
Predictive Control of Nonlinear Systems Using Machine Learning
Models,'' Proceedings of American Control Conference,
2754-2759, Denver, Colorado, 2020.
-
Zhang,
Z., Z. Wu, D. Rincon and P. D. Christofides, "Integrating
Safeness-Index Based MPC and Safety Relief Valve Activation for
Operational Safety of Chemical Processes,'' Proceedings of
the American Control Conference, 995-1001, Philadelphia,
Pennsylvania, 2019.
-
Aiello, E. M., Z.
Wu, P. D. Christofides, C. Toffanin and L. Magni, "Improving
Diabetes Conventional Therapy via Machine Learning Modeling,''
Proceedings of the American Control Conference,
4136-4143, Philadelphia, Pennsylvania, 2019.
-
Wu, Z., A. Tran, Y.
M. Ren, C. S. Barnes and P. D. Christofides, "Computational
Fluid Dynamics Modeling and Control of Phthalic Anhydride
Synthesis in a Fixed-Bed Catalytic Reactor,'' Proceedings of
the American Control Conference, 2151-2157, Philadelphia,
Pennsylvania, 2019.
-
Wu, Z. and P. D.
Christofides, "On Impact of Unsafe Set Structure in Control
Lyapunov-Barrier Function-Based Model Predictive Control,''
Proceedings of the American Control Conference, 989-994,
Philadelphia, Pennsylvania, 2019.
-
Wu, Z., A. Tran,
Y. M. Ren, C. S. Barnes, S. Chen and P. D. Christofides,
"Machine Learning-Based Model Predictive Control of Distributed
Chemical Processes,'' Proceedings of IFAC
CPDE/CDPS-2019, 8 pages, Oaxaca, Mexico, 2019.
-
Wu,
Z., H. Durand and P. D. Christofides, "Control Lyapunov-Barrier
Function-Based Economic Model Predictive Control of Nonlinear
Systems,'' Proceedings of IFAC NMPC-2018, 48-53,
Madison, Wisconsin, 2018.
-
Wu, Z., H.
Durand and P. D. Christofides, "Handling Process Safety and
Stochastic Uncertainty in Economic Model Predictive Control,''
Proceedings of IFAC NMPC-2018, 424-429, Madison,
Wisconsin, 2018.
-
Crose,
M., W. Zhang, A. Tran, G. Orkoulas and P. D. Christofides,
"Multiscale Three-Dimensional CFD Modeling for PECVD of
Amorphous Silicon Thin Films,'' Proceedings of 13th
International Symposium on Process Systems Engineering - PSE
2018, Computer-Aided Chemical Engineering, 44,
2431-2436, San Diego, California, 2018.
-
Curitiba, C., H.
Durand, JSI Kwon, A. Barreto Jr., P. Laranjeira da Cunha Lage,
M. Bezerra de Souza Jr., A. Resende Secchi and P. D.
Christofides, "Optimal Enantiomer Crystallization Operation
using Ternary Diagram Information,'' Proceedings of 13th
International Symposium on Process Systems Engineering - PSE
2018, Computer-Aided Chemical Engineering, 44,
499-504, San Diego, California, 2018.
-
Crose, M., W.
Zhang, A. Tran, G. Orkoulas and P. D. Christofides, "Run-to-Run
Control of Film Thickness in PECVD: Application to a Multiscale
CFD Model of Amorphous Silicon Deposition,'' Proceedings
of 13th International Symposium on Process Systems Engineering -
PSE 2018, Computer-Aided Chemical Engineering, 44,
511-516, San Diego, California, 2018.
-
Zhang, Z., Z. Wu,
H. Durand, F. Albalawi and P. D. Christofides, "On Integration
of Model Predictive Control with Safety System: Preventing
Thermal Runaway,'' Proceedings of 13th International
Symposium on Process Systems Engineering - PSE 2018,
Computer-Aided Chemical Engineering, 44,
2011-2016, San Diego, California, 2018.
-
Wu, Z., F.
Albalawi, Z. Zhang, J. Zhang, H. Durand and P. D. Christofides,
"Model Predictive Control for Process Operational Safety:
Utilizing Safeness Index-Based Constraints and Control
Lyapunov-Barrier Functions,'' Proceedings of 13th
International Symposium on Process Systems Engineering - PSE
2018, Computer-Aided Chemical Engineering, 44,
505-510, San Diego, California, 2018
(Keynote presentation).
-
Tran, A., M.
Pont, M. Crose and P. D. Christofides, "Estimating the Spatial
Temperature Distribution in a Steam Methane Reforming Furnace
Using Bayesian Modeling,'' Proceedings of 13th
International Symposium on Process Systems Engineering - PSE
2018, Computer-Aided Chemical Engineering, 44,
2017-2022, San Diego, California, 2018.
-
Wu,
Z., F. Albalawi, Z. Zhang, J. Zhang, H. Durand and P. D.
Christofides, "Control Lyapunov-Barrier Function-Based Model
Predictive Control of Nonlinear Systems,'' Proceedings of
the American Control Conference, 5920-5926, Milwaukee,
Wisconsin, 2018.
-
Wu, Z., J. Zhang,
Z. Zhang, F. Albalawi, H. Durand, M. Mahmood, P. Mhaskar and P.
D. Christofides, "Lyapunov-Based Economic Model Predictive
Control of Stochastic Nonlinear Systems,'' Proceedings of
the American Control Conference, 3900-3907, Milwaukee,
Wisconsin, 2018.
-
Albalawi, F., H.
Durand and P. D. Christofides, "Distributed Economic MPC with
Safeness Index-Based Constraints for a Nonlinear Chemical
Process,'' Proceedings of the American Control
Conference, 2078-2083, Milwaukee, Wisconsin, 2018.
-
Curitiba, C., H.
Durand, JSI Kwon, A. Barreto Jr., P. Laranjeira da Cunha Lage,
M. Bezerra de Souza Jr., A. Resende Secchi and P. D.
Christofides, "Model Predictive Control of Batch Enantiomer
Crystallization Using Ternary Diagram Information,''
Proceedings of the American Control Conference, 5927-5933,
Milwaukee, Wisconsin, 2018.
-
Tran, A., M.
Pont, M. Crose and P. D. Christofides, "Steam Methane Reforming
Furnace Temperature Balancing Using Bayesian Model
Identification,'' Proceedings of the American Control
Conference, 4899-4905, Milwaukee, Wisconsin, 2018.
-
Alanqar,
A., H. Durand and P. D. Christofides, "Fault-Tolerant Economic
Model Predictive Control Using Empirical Models,''
Proceedings of 20th International Federation of Automatic
Control World Congress, 3517-3523, Toulouse, France, 2017.
-
Albalawi, F., H.
Durand, A. Alanqar and P. D. Christofides, "Integrating Process
Safety Considerations in Lyapunov-Based Model Predictive
Control,'' Proceedings of 20th International Federation of
Automatic Control World Congress, 15910-15915, Toulouse,
France, 2017.
-
Albalawi, F., H.
Durand and P. D. Christofides, "Distributed Economic MPC with
Safety-Based Constraints for Nonlinear Systems,''
Proceedings of 20th International Federation of Automatic
Control World Congress, 12033-12040, Toulouse, France, 2017.
-
Tran,
A., A. Aguirre, H. Durand, M. Crose and P. D. Christofides,
"Steam Methane Reforming Furnace Temperature Balancing via CFD
Model-Based Optimization,'' Proceedings of the
American Control Conference, 4165-4170, Seattle,
Washington, 2017.
-
Albalawi,
F., H. Durand and P. D. Christofides, "Process Safeness Index:
Its Definition and Use in Economic Model Predictive Control to
Ensure Process Operational Safety,'' Proceedings
of the American Control Conference, 4379-4385,
Seattle, Washington, 2017.
-
Durand, H.
and P. D. Christofides, "Elucidation and Compensation of
Actuator Stiction-Induced Oscillations in Closed-loop Systems,''
Proceedings of the American Control Conference,
4371-4378, Seattle, Washington, 2017.
-
Durand, H. and P. D. Christofides, "Elucidation and Handling of
Valve Actuator Nonlinearity in Process Control Loops: An
Overview of Recent Results,'' Proceedings of
Foundations of Computer Aided Process Operations / Chemical
Process Control, 6 pages,Tucson, Arizona, 2017.
-
Albalawi, F., H.
Durand and P. D. Christofides, "Operational Safety of Chemical
Processes via Safe Model Predictive Control,''
Proceedings of Foundations of Computer Aided Process Operations
/ Chemical Process Control, 6 pages, Tucson,
Arizona, 2017.
-
Kwon, JSI and P.
D. Christofides, "Multiscale Model Parallelization and
Run-to-Run Control of Batch Protein Crystallization,''
Proceedings of Foundations of Computer Aided Process Operations
/ Chemical Process Control, 6 pages, Tucson,
Arizona, 2017.
-
Alanqar, A., H. Durand, F. Albalawi and P. D. Christofides,
"Integrating Production Scheduling and Process Operation via
Economic Model Predictive Control,'' Proceedings of 55th
IEEE Conference on Decision and Control, 3190-3195, Las
Vegas, Nevada, 2016.
-
Durand,
H. and P. D. Christofides, "Empirical Modeling of Control
Valve Layer with Application to Model Predictive
Control-Based Stiction Compensation,''
Proceedings of 10th IFAC Symposium on Nonlinear Control
Systems, 41-46, Monterey, California, 2016.
-
Alanqar, A.,
H. Durand and P. D. Christofides, "Handling Plant Variation via
Error-Triggered On-line Model Identification: Application to
Economic Model Predictive Control,'' Proceedings of
10th IFAC Symposium on Nonlinear Control Systems, 790-795,
Monterey, California, 2016.
-
Durand,
H. and P. D. Christofides, "Stiction Compensation via Model
Predictive Control,'' Proceedings of American Control
Conference, 4488-4493, Boston, Massachusetts, 2016.
-
Ellis, M.
and P. D. Christofides, "On Closed-Loop Average Economic
Performance Under Lyapunov-Based Economic Model Predictive
Control,'' Proceedings of American Control
Conference, 1778-1783, Boston, Massachusetts, 2016.
-
Albalawi,
F., A.
Alanqar, H.
Durand and P. D. Christofides, "Simultaneous Control
of Safety Constraint Sets and Process Economics for Nonlinear
Processes,'' Proceedings of American Control
Conference, 5062-5067, Boston, Massachusetts, 2016.
-
Durand, H. and P.
D. Christofides, "Economic Model Predictive Control for
Nonlinear Processes Incorporating Actuator Magnitude and Rate of
Change Constraints,'' Proceedings of American Control
Conference, 5068-5074, Boston, Massachusetts, 2016.
-
Alanqar, A., H.
Durand and P. D. Christofides, "`Error-Triggered On-line Model
Identification in Economic Model Predictive Control,''
Proceedings of American Control Conference, 1770-1777,
Boston, Massachusetts, 2016.
-
Ellis,
M. and P. D. Christofides, "Economic Model Predictive Control:
Elucidation of the Role of Constraints,'' Proceedings of 5th
IFAC Conference on Nonlinear Model Predictive Control, 47-56, Seville, Spain, 2015.
-
Gu,
H., L. Gao, X. Pascual Caro, A. Rahardianto, P. D. Christofides
and Y. Cohen, "Field Evaluation of Fouling Quantification Soft
Sensors for an Integrated UF-RO Desalination System,''
Proceedings of IDA World Congress, 9 pages, San Diego,
California, 2015.
-
Durand,
H., M. Ellis and P. D. Christofides, "Accounting for the Control
Actuator Layer in Economic Model Predictive Control of Nonlinear
Processes,'' Proceedings of American Control Conference,
2968-2973, Chicago, Illinois, 2015.
-
Ellis, M. and
P. D. Christofides, "Handling Computational Delay in Economic
Model Predictive Control of Nonlinear Process Systems,''
Proceedings of American Control Conference, 2962-2967,
Chicago, Illinois, 2015.
-
Alanqar, A.,
M. Ellis and P. D. Christofides, "Economic Model Predictive
Control of Nonlinear Systems Using Multiple Empirical Models,''
Proceedings of American Control Conference, 4953-4958,
Chicago, Illinois, 2015.
-
Messori, M.,
M. Ellis, C. Cobelli, P. D. Christofides and L. Magni, "Improved
Efficacy of Postprandial Glucose Control with a Customized Model
Predictive Controller,'' Proceedings of American Control
Conference, 5108-5115, Chicago, Illinois, 2015.
-
Anderson, T.,
M. Ellis and P. D. Christofides, "Distributed
Economic Model Predictive Control of a Catalytic Reactor:
Evaluation of Sequential and Iterative Architectures,''
Proceedings of IFAC International Symposium on Advanced Control
of Chemical Processes, 26-31, Whistler, Canada, 2015.
-
Crose, M. G.,
JSI. Kwon, M. Nayhouse, D. Ni and P. D. Christofides, "On
Operation of PECVD of Thin Film Solar Cells,'' Proceedings of
IFAC International Symposium on Advanced Control of Chemical
Processes, 278-283, Whistler, Canada, 2015.
-
Kwon,
JSI., M. Nayhouse, D. Ni and P. D. Christofides, "Handling
Parametric Drift in Batch Crystallization Using Predictive
Control with R2R Model Parameter Estimation,'' Proceedings of
IFAC International Symposium on Advanced Control of Chemical
Processes, 912-917, Whistler, Canada, 2015.
-
Lao, L., M.
Ellis and P. D. Christofides, "Economic Model Predictive Control
of a Hyperbolic PDE System,'' Proceedings of the 53rd
IEEE Conference on Decision and Control, 563-570, Los Angeles,
California, 2014.
-
Lao, L., M.
Ellis, A. Armaou and P. D. Christofides, "Economic Model
Predictive Control of Parabolic PDE Systems: Handling State
Constraints Using
Adaptive Proper Orthogonal Decomposition,'' Proceedings of
the 53rd IEEE Conference on Decision and Control, 2758-2763, Los
Angeles, California, 2014.
-
Ellis, M. and
P. D. Christofides, "Control Configuration Selection for
Economic Model Predictive Control,'' Proceedings of the
53rd IEEE Conference on Decision and Control, 789-796, Los
Angeles, California, 2014.
-
Lao, L., M.
Ellis, A. Armaou and P. D. Christofides, "Economic Model
Predictive Control of Parabolic PDE Systems Using Empirical
Eigenfunctions,'' Proceedings of the American Control
Conference, 3375-3380, Portland, Oregon, 2014.
-
Lao, L., M.
Ellis and P. D. Christofides, "Output Feedback Economic Model
Predictive Control of Parabolic PDE Systems,'' Proceedings of
the American
Control Conference, 1655-1660, Portland, Oregon, 2014.
-
Ellis, M., I.
Karafyllis and P. D. Christofides, "Stabilization of Nonlinear
Sampled-Data Systems and Economic Model Predictive Control
Application,'' Proceedings of the American Control
Conference, 5594-5601, Portland, Oregon, 2014.
-
Ellis, M., M. Heidarinejad and P. D. Christofides, "Economic Model Predictive
Control of Nonlinear Two-Time-Scale Systems,''
Proceedings of the 21st IEEE Mediterranean Conference on Control
and Automation, 323-328, Platanias-Chania, Crete, Greece.
-
Lao, L., M.
Ellis and P. D. Christofides, "Economic Model Predictive Control
of a Transport-Reaction Process,'' Proceedings of the 21st
IEEE Mediterranean Conference on Control and Automation,
329-334, Platanias-Chania, Crete, Greece.
-
Nayhouse, M.,
JSI. Kwon, G. Orkoulas and P. D. Christofides, "Modeling and
Control of Protein Crystal Shape Distribution,''
Proceedings of the American Control Conference, 1899-1904,
Washington, D. C., 2013.
-
Huang, J., G.
Orkoulas and P. D. Christofides, "Porosity Control in Thin Film
Solar Cells: Two-Dimensional Case,'' Proceedings of the
American Control
Conference, 1623-1628, Washington, D. C., 2013.
-
Lao, L., M.
Ellis and P. D. Christofides, "Proactive Fault-Tolerant Model
Predictive Control: Concept and Application,''
Proceedings of the American Control Conference, 5147-5152,
Washington, D. C., 2013 (Best Presentation in Session
Award).
-
Heidarinejad,
M., J. Liu and P. D. Christofides,"On Fixed-Time Performance of
Lyapunov-Based Economic Model Predictive Control of Nonlinear
Systems,'' Proceedings of the American Control Conference, 3171-3176,
Washington, D. C., 2013.
-
Ellis, M. and
P. D. Christofides, "Unifying Dynamic Economic Optimization and
Model Predictive Control for Optimal Process Operation,''
Proceedings of the American Control Conference, 3141-3146,
Washington, D. C., 2013.
-
Heidarinejad,
M., J. Liu and P. D. Christofides, "Distributed Model Predictive
Control of Switched Nonlinear Systems,'' Proceedings of the American Control
Conference, 3198-3203, Montreal, Canada, 2012.
-
Chen, X., M.
Heidarinejad, J. Liu and P. D. Christofides, "Composite
Fast-Slow MPC Design for Nonlinear Singularly Perturbed
Systems: Stability Analysis,'' Proceedings of the American Control Conference,
4136-4141, Montreal, Canada, 2012.
-
Huang, J., G.
Orkoulas and P. D. Christofides, "Predictive Control of
Aggregate Surface Morphology in a Two-Stage Thin Film Deposition
Process for Improved Light Trapping,'' Proceedings of
the American Control
Conference, 2208-2213, Montreal, Canada, 2012.
-
Leosirikul,
A., D. Chilin, J. Liu, J. F. Davis and P. D. Christofides,
"Monitoring of Low-Level PID Control Loops,''
Proceedings of the American Control Conference, 5664-5669, Montreal, Canada, 2012.
-
P. D. Christofides, P. D., R. Scattolini, D. Munoz de la Pena
and J. Liu
"Distributed Model Predictive Control: A Tutorial Review,''
Proceedings of Chemical Process Control-8, 22 pages,
Savannah, Georgia, 2012.
-
Huang, J., X.
Zhang, G. Orkoulas and P. D. Christofides, "Controlling Thin
Film Surface Morphology for Improved Light Trapping,''
Proceedings of Chemical Process Control-8, 6 pages, Savannah, Georgia, 2012.
-
Heidarinejad, M., J. Liu and P. D. Christofides, "Lyapunov-based
Economic Model Predictive Control of Nonlinear Systems: Handling
Asynchronous, Delayed Measurements and Distributed
Implementation,'' Proceedings of the 50th IEEE Conference on
Decision and Control and European Control Conference,
4646-4653, Orlando, Florida, 2011.
-
Chen,
X., M. Heidarinejad, J. Liu, D. Munoz de la Pena and P. D.
Christofides, "Model Predictive Control of Nonlinear Singularly
Perturbed Systems: Application to a Reactor-Separator Process
Network,'' Proceedings of the 50th IEEE Conference on
Decision and Control and European Control Conference,
8125-8132, Orlando, Florida, 2011.
-
Zhang,
X., J. Huang, G. Hu, G. Orkoulas and P. D. Christofides,
"Modeling and Control of Aggregate Thin Film Surface Morphology
Using Stochastic PDEs and a Patterned Deposition Rate Profile,''
Proceedings of the 50th IEEE Conference on Decision and
Control and European Control Conference, 2756-2763, Orlando,
Florida, 2011.
-
Heidarinejad, M., J. Liu and P. D. Christofides, "Lyapunov-based
Economic Model Predictive Control of Nonlinear Systems,''
Proceedings of the American Control Conference, 5195-5200,
San Francisco, California, 2011 (Best Presentation in Session
Award).
-
Chilin, D.,
J. Liu, D. Munoz de la Pena, J. F. Davis and P. D. Christofides,
"Data-Based Monitoring and Reconfiguration of a Distributed
Model Predictive Control System,'' Proceedings of the
American Control Conference, 3158-3165, San Francisco,
California, 2011.
-
Heidarinejad,
M., J. Liu, D. Munoz de la Pena, J. F. Davis and P. D.
Christofides,
"Multirate Distributed Model Predictive Control of Nonlinear
Systems,'' Proceedings of the American Control Conference,
5181-5188, San Francisco, California, 2011.
-
Qi, W., J.
Liu, and P. D. Christofides, "A Two-Time-Scale Framework for
Supervisory Predictive Control of an Integrated Wind/Solar
Energy Generation and Water Desalination System,''
Proceedings of the American Control
Conference, 2677-2682, San Francisco, California, 2011.
-
Huang, J., G.
Hu, G. Orkoulas and P. D. Christofides, "Dependence of Film
Surface Roughness on Surface Migration and Lattice Size in Thin
Film Deposition,'' Proceedings of the American Control
Conference, 2957-2962, San Francisco, California, 2011.
-
Zhang, X., G.
Orkoulas and P. D. Christofides, "Multivariable Model Predictive
Control of Thin Film Surface Roughness and Slope: Application to
a 2D Kinetic Monte-Carlo Model,'' Proceedings of the
American Control Conference, 2546-2551, San Francisco,
California, 2011.
-
Liu,
J., X. Chen, D. Munoz de la Pena and P. D. Christofides,
"Iterative Distributed Model Predictive Control of Nonlinear
Systems: Handling Delayed Measurements,'' Proceedings
of the 49th IEEE Conference on Decision and Control,
7251-7258, Atlanta, Georgia, 2010.
-
Zhang, X., G.
Hu, G. Orkoulas and P. D. Christofides, "Simultaneous Regulation
of Thin Film Surface Mean Slope and Roughness For Light Trapping
Optimization Using Predictive Control,'' Proceedings of the
49th IEEE Conference on Decision and Control, 6069-6076,
Atlanta, Georgia, 2010.
-
Chen,
X., J. Liu, D. Munoz de la Pena and P. D. Christofides,
"Sequential and Iterative Distributed Model Predictive Control
of Nonlinear Process Systems Subject to Asynchronous
Measurements,'' Proceedings of 9th International
Symposium on Dynamics and Control of Process Systems,
611-616, Leuven, Belgium, 2010.
-
Qi, W.,
J. Liu, and P. D. Christofides, "Supervisory Predictive
Control
of an Integrated Wind/Solar Energy Generation and Water
Desalination System,'' Proceedings of 9th International
Symposium on Dynamics and Control of Process Systems,
821-826, Leuven, Belgium, 2010.
-
Heidarinejad, M., J. Liu, D. Munoz de la Pena and P. D.
Christofides,
"Handling Communication Disruptions in Distributed Model
Predictive Control of Nonlinear Systems,''
Proceedings of 9th International Symposium on Dynamics and
Control of Process Systems, 282-287, Leuven,
Belgium, 2010.
-
Huang, J., G.
Hu, G. Orkoulas and P. D. Christofides, "Lattice-Size Dependence
and Dynamics of Surface Mean Slope in a Thin Film Deposition
Process,'' Proceedings of 9th International Symposium on
Dynamics and Control of Process Systems, 803-808, Leuven, Belgium, 2010.
-
Chilin,
D., J. Liu, D. Munoz de la Pena, P. D. Christofides and J. F.
Davis, "Monitoring and Handling of Actuator Faults in a
Distributed Model Predictive Control System,''
Proceedings of the American Control Conference, 2847-2854,
Baltimore, Maryland, 2010 (Best Presentation in Session
Award).
-
Liu, J., X.
Chen, D. Munoz de la Pena and P. D. Christofides, "Sequential
and Iterative Architectures for Distributed Model Predictive
Control of Nonlinear Process Systems. Part I: Theory,''
Proceedings of the American Control
Conference, 3148-3155, Baltimore, Maryland, 2010 (Best Presentation in Session
Award).
-
Liu, J., X.
Chen, D. Munoz de la Pena and P. D. Christofides, "Sequential
and Iterative Architectures for Distributed Model Predictive
Control of Nonlinear Process Systems. Part II: Application to
the Catalytic Alkylation of Benzene Process,''
Proceedings of the American Control Conference, 3156-3161
Baltimore, Maryland, 2010.
-
Bartman, A.,
A. Zhu, P. D. Christofides and Y. Cohen, "Minimizing Energy
Consumption in Reverse Osmosis Membrane Desalination Using
Optimization-Based Control,'' Proceedings of the American
Control Conference, 3629-3635, Baltimore, Maryland, 2010.
-
Liu,
J., D. Munoz de la Pena and P. D. Christofides, "Distributed
Model Predictive Control of Nonlinear Systems Subject to Delayed
Measurements,'' Proceedings of the 48th IEEE Conference
on Decision and Control, 7105-7112, Shanghai, P. R. China,
2009.
-
Hu, G.,
X. Zhang, G. Orkoulas and P. D. Christofides, "Simultaneous
Regulation of Film Thickness, Surface Roughness and Porosity in
a Multiscale Thin Film Growth Process,'' Proceedings
of the 48th IEEE Conference on Decision and Control,
2387-2394, Shanghai, P. R. China, 2009.
-
Ohran, B., J.
Liu, D. Munoz de la Pena, P. D. Christofides and J. F. Davis,
"Networked monitoring and fault-tolerant control of a chemical
process system,'' Proceedings of the 48th IEEE
Conference on Decision and Control, 4117-4124, Shanghai, P.
R. China, 2009.
-
Liu, J., D. Munoz de la Pena and P. D. Christofides,
"Distributed Model Predictive Control of Nonlinear Process
Systems Using Asynchronous Measurements,'' Proceedings
of IFAC International Symposium on Advanced Control of Chemical
Processes, paper 111, 6 pages, Istanbul, Turkey, 2009.
-
Zhu,
A., P. D. Christofides and Y. Cohen, "Energy Cost Optimization
of RO
Membrane Desalination Subject to Feed Salinity Fluctuation,''
Proceedings of IFAC International Symposium on Advanced
Control of Chemical Processes, paper 116, 6 pages, Istanbul, Turkey,
2009.
-
Hu, G., G.
Orkoulas and P. D. Christofides, "Simultaneous Regulation of
Surface Roughness and Porosity in Thin Film Growth,''
Proceedings of IFAC International Symposium on Advanced Control
of Chemical Processes, paper 169, 6 pages, Istanbul, Turkey, 2009.
-
Bartman,
A., P. D. Christofides and Y. Cohen, ``Nonlinear Model-Based
Control of an Experimental Reverse Osmosis Desalination
System,'' Proceedings of IFAC International Symposium
on Advanced Control of Chemical Processes, paper 145, 6 pages,
Istanbul, Turkey, 2009.
-
Ohran,
B., J. Liu, D. Munoz de la Pena, P. D. Christofides and J. F.
Davis,
"Data-Based Fault Detection and Isolation Using Output Feedback
Control,'' Proceedings of IFAC International Symposium on
Advanced Control of
Chemical Processes, paper 107, 6 pages, Istanbul, Turkey, 2009.
-
Liu, J., D. Munoz de la Pena and P. D. Christofides,
"Distributed Model Predictive Control Design for Nonlinear
Systems with Input Constraints,'' Proceedings of the
American Control Conference, 2319-2326, St. Louis, Missouri,
2009.
-
Liu,
J., D. Munoz de la Pena, B. Ohran, P. D. Christofides and J. F.
Davis,
"A Two-Tier Control Architecture for Nonlinear Process Systems
with
Continuous/Asynchronous Feedback,'' Proceedings of the
American Control Conference, 133-140, St. Louis, Missouri,
2009.
-
Hu, G.,
G. Orkoulas and P. D. Christofides, "Stochastic Modeling of Film
Porosity in Thin Film Deposition,'' Proceedings of the
American Control Conference, 4771-4778, St. Louis, Missouri,
2009.
-
Hu, G.,
G. Orkoulas and P. D. Christofides, "Model Predictive Control of
Film Porosity in Thin Film Deposition,'' Proceedings of
the American Control Conference, 4797-4804, St. Louis,
Missouri, 2009.
-
Bartman, A.,
C. McFall, P. D. Christofides and Y. Cohen, "Model Predictive
Control of Feed Flow Reversal in a Reverse Osmosis Desalination
Process,''
Proceedings of the American Control Conference, 4860-4867,
St. Louis, Missouri, 2009.
-
McFall, C.,
D. Munoz de la Pena, B. Ohran, P. D. Christofides and J. F.
Davis,
"Fault Detection and Isolation of a Polyethylene Reactor
Using Asynchronous Measurements,'' Proceedings of the
American Control Conference, 4302-4309, St. Louis, Missouri,
2009.
-
Lou,
Y., G. Hu and P. D. Christofides, "Model Predictive Control of
Nonlinear Stochastic Partial Differential Equations with
Application to a Sputtering Process,'' Proceedings of
the American Control Conference, 2476-2483, St. Louis,
Missouri, 2009.
-
Liu, J., D. Munoz de la Pena, P. D. Christofides and J. F.
Davis, "Lyapunov-Based Model Predictive Control of Nonlinear
Systems Subject to Time-Varying Measurement Delays,''
Proceedings of the 47th IEEE Conference on Decision and Control,
4632-4639, Cancun, Mexico, 2008
-
Liu, J., D. Munoz de la Pena and P. D. Christofides,
"Distributed Control System Design Using Lyapunov-Based Model
Predictive Control,'' Proceedings of International Workshop
on Assessment and Future Directions of
Nonlinear Model Predictive Control, 12 pages, Pavia, Italy,
2008.
-
McFall, C., A. Bartman P. D. Christofides and Y. Cohen, "Control
of Reverse Osmosis Desalination at High Recovery,''
Proceedings of the American Control Conference, 2241-2247,
Seattle, Washington, 2008 (Best Presentation in Session Award) .
-
Ohran, B., J. Rau, P. D. Christofides and J. F. Davis,
"Controller Enhanced Fault Detection and Isolation in a
Reactor-Separator Systems,'' Proceedings of the American
Control Conference, 1499-1506, Seattle, Washington, 2008.
-
Hu, G., Y. Lou and P. D. Christofides, "Dynamic Output Feedback
Covariance Control of Linear Stochastic Dissipative Partial
Differential Equations,'' Proceedings of the American Control
Conference, 260-266, Seattle, Washington, 2008 (Best Presentation in Session Award).
-
Dubljevic, S. and P. D. Christofides, "Optimal Mechano-Electric
Stabilization of Cardiac Alternans,'' Proceedings of
the American Control Conference, 926-933, Seattle,
Washington, 2008.
-
Liu, J., D.
Munoz de la Pena, P. D. Christofides and J. F. Davis, "Lyapunov-based
Predictive Control of Particulate Processes Subject to Asynchronous
Measurements,'' Proceedings of the American Control
Conference, 2233-2240, Seattle, Washington, 2008.
-
Ohran,
B., D. Munoz de la Pena, P. D. Christofides and J. F. Davis,
"Enhancing Data-Based Fault Isolation Through Nonlinear Control:
Application to a Polyethylene Reactor,'' Proceedings of the
American Control Conference, 3299-3306, Seattle, Washington,
2008 (Best Presentation in Session Award).
-
Lou, Y., G. Hu and P. D. Christofides, "Control Configuration
Selection and Nonlinear Control of Surface Roughness in a
Sputtering Process,'' Proceedings of the 46th IEEE Conference
on Decision and Control, 231-238, New Orleans, Louisiana,
2007.
-
Munoz
de la Pena , D. and P. D. Christofides, "Model-Based Control of
Nonlinear Systems Subject to Sensor Data Losses: A Chemical
Process Case Study,'' Proceedings of the 46th IEEE Conference
on Decision and Control, 3333-3338, New Orleans, Louisiana,
2007.
-
Munoz
de la Pena , D. and P. D. Christofides, "Stability of Nonlinear
Asynchronous Systems,'' Proceedings of the 46th IEEE
Conference on Decision and Control, 4576-4583, New Orleans,
Louisiana, 2007.
-
Munoz de la Pena , D. and P. D. Christofides, "Lyapunov-Based
Model Predictive Control of Nonlinear Systems Subject to Data
Losses,'' Proceedings of the American Control Conference,
1735-1740, New York City, New York, 2007.
-
Munoz de la Pena , D. and P. D. Christofides,
"Output Feedback Control of Nonlinear Systems Subject to Sensor Data
Losses,'' Proceedings of the American Control Conference,
1729-1734, New York City, New York, 2007.
-
Mhaskar,
P., N. H. El-Farra and P. D. Christofides, "Predictive Control of
Switched Nonlinear Systems: Satisfying Uncertain Schedules Subject to State and
Control Constraints,'' Proceedings of the American Control
Conference, 1371-1376, New York City, New York, 2007.
-
Gani, A.,
P. Mhaskar and P. D. Christofides, "Control of a
Polyethylene Reactor: Handling Sensor Faults,'' Proceedings
of the American Control Conference, 5577-5582, New York City, New
York, 2007.
-
Li,
M. H. and P. D. Christofides, "An Input/Output Approach to
the Optimal Transition
Control of a Class of Distributed Chemical Reactors,'' Proceedings of
the American Control Conference, 2042-2047, New York City, New
York, 2007.
-
Ohran, B., P. Mhaskar, D. Munoz de la Pena, P. D. Christofides and J.
F. Davis,
"Enhancing Fault Isolation Through Nonlinear Controller Design,'' Proceedings of 8th IFAC
Symposium on Dynamics and Control of Process Systems-Volume 1, 81-86, Cancun, Mexico, 2007.
-
Lou,
Y., G. Hu, P. D. Christofides and G. Orkoulas, "Parameter
Identification for Nonlinear Stochastic PDE Model of a Sputtering
Process,'' Proceedings of 8th IFAC Symposium on Dynamics and
Control of Process Systems-Volume 3, 217-222,
Cancun, Mexico, 2007.
-
McFall,
C., P. D. Christofides, Y. Cohen and J. F. Davis, "Fault-Tolerant
Control of a Reverse-Osmosis Desalination Process,'' Proceedings
of 8th IFAC Symposium on Dynamics and Control of Process Systems-Volume
3,
163-168,
Cancun, Mexico, 2007.
-
Li, M. H.
and P. D. Christofides, "Optimal Transition Control of Distributed
Processes,'' Proceedings of 8th IFAC Symposium on Dynamics and Control
of Process Systems-Volume 1, 135-140, Cancun, Mexico, 2007.
-
Mhaskar, P., A. Gani, C. McFall, P. D. Christofides and
J. F. Davis, "Fault-Tolerant Control of Nonlinear Systems Subject to
Sensor Data Losses,'' Proceedings of 45th IEEE Conference on
Decision and Control, 3498-3505, San Diego, California,
2006.
-
Dubljevic,
S., P. Mhaskar, N. H. El-Farra, and P. D. Christofides, "Predictive
Control of Infinite Dimensional
Systems,'' Proceedings of 45th IEEE Conference on Decision
and Control, 93-100, San Diego, California, 2006.
-
Lou, Y.
and P. D. Christofides, "Nonlinear Feedback Control of Surface
Roughness Using a Stochastic PDE,'' Proceedings of 45th IEEE Conference on
Decision and Control, 936-943, San Diego, California,
2006.
-
Dubljevic, S. and P. D. Christofides, "Boundary Predictive Control of
Parabolic PDEs,'' Proceedings of the American Control Conference,
49-56, Minneapolis, Minnesota, 2006.
-
Gani, A., P. Mhaskar, P. and P. D. Christofides, "Fault-Tolerant
Control of a Polyethylene Reactor,'' Proceedings of the
American Control Conference, 6026-6032, Minneapolis, Minnesota,
2006.
-
Mhaskar,
P., C. McFall, A. Gani, P. D. Christofides and J. F. Davis,
"Fault-tolerant Control of Nonlinear Systems: Fault Detection and
Isolation and Controller Reconfiguration,'' Proceedings of the American
Control Conference, 5115-5122, Minneapolis, Minnesota, 2006 (Best Presentation in Session Award).
-
Mhaskar,
P., A. Gani and P. D. Christofides, "Fault-Tolerant Process Control:
Performance-Based Reconfiguration and Robustness,'' Proceedings of
the American Control Conference, 6020-6025, Minneapolis, Minnesota,
2006.
-
Dubljevic,
S. and P. D. Christofides, "Predictive Output Feedback Control of
Parabolic PDEs,'' Proceedings of the American Control Conference,
1155-1160, Minneapolis, Minnesota,
2006.
-
Christofides,
P. D. and A. Armaou, "Control and Optimization of Multiscale Process
Systems,'' Proceedings of Chemical Process Control-7, 15
pages, Lake Louise, Alberta, Canada, 2006.
-
Mhaskar,
P., N. H. El-Farra and P. D. Christofides, "Fault-Tolerant Control of
Nonlinear Process Systems: Recent Developments and Future
Directions,'' Proceedings of Chemical Process Control-7, 6
pages, Lake Louise, Alberta, Canada, 2006.
-
Mhaskar, P., N. H. El-Farra, S. Dubljevic, and P. D. Christofides,
"Predictive Control of Distributed Process Systems,'' Proceedings of Chemical Process Control-7, 6 pages, Lake
Louise, Alberta, Canada, 2006.
-
Mhaskar.
P., N. H. El-Farra and P. D. Christofides, "Techniques for Uniting
Lyapunov-based and Predictive Control,'' Proceedings of
International Workshop on Assessment and Future Directions of
Nonlinear Model Predictive Control, 12 pages,
Freudenstadt-Lauterbad, Germany, 2005.
-
Mhaskar, P., A. Gani, N. H. El-Farra, P. D. Christofides and J. F.
Davis, "Integrated Fault Detection and Fault-Tolerant
Control of Process Systems,'' Proceedings of 16th International
Federation of Automatic Control World Congress, 6 pages, Prague,
Czech Republic, 2005.
-
Li,
M. and P. D. Christofides, "Multiscale Modeling of HVOF Thermal
Spray,'' Proceedings of 16th International Federation of Automatic
Control World Congress, 6 pages, Prague, Czech Republic, 2005.
-
Mhaskar, P., N. H. El-Farra and P. D. Christofides, "Robust
Stabilization of
Nonlinear Systems Using Hybrid Predictive Control,'' Proceedings of 16th International Federation of Automatic Control
World Congress, 6 pages, Prague, Czech Republic, 2005.
-
Dubljevic, S., P. Mhaskar, N. H. El-Farra and P. D. Christofides,
"Predictive Control of Diffusion-Reaction Processes,'' Proceedings
of the American Control Conference, 4551-4556, Portland, Oregon,
2005 (Best Presentation in Session Award).
-
Ni, D. and P. D. Christofides, "Construction of Stochastic PDEs for
Feedback Control of Surface Roughness in Thin Film Growth,'' Proceedings of the
American Control Conference, 2540-2547, Portland, Oregon, 2005.
-
El-Farra,
N. H., P. Mhaskar and P. D. Christofides, "Output Feedback Control of
Switched Nonlinear Systems Using Multiple Lyapunov Functions,'' Proceedings of the American Control Conference, 3792-3799,
Portland, Oregon, 2005.
-
Mhaskar, P., N. H. El-Farra and P. D. Christofides, "Stabilization of
Nonlinear Systems with State and Control Constraints Using Lyapunov-Based
Predictive Control,'' Proceedings of the American Control
Conference, 828-833, Portland,
Oregon, 2005 (Best Presentation in Session Award).
-
Shi,
D., P. Mhaskar, N. H. El-Farra and P. D. Christofides, "Predictive
Control of Crystal Size Distribution in Protein Crystallization,'' Proceedings of the American Control Conference, 943-948,
Portland, Oregon, 2005.
-
El-Farra,
N. H., A. Gani and P. D. Christofides, "A Switched Dynamical Systems
Approach for the Analysis and Control of Mode Transitions in
Biological Networks,'' Proceedings of the American Control
Conference, 3247-3252, Portland, Oregon, 2005.
-
Ni, D. and P. D. Christofides, "Multivariable Predictive Control of
Thin Film Deposition Using a Stochastic PDE,'' Proceedings of the American Control Conference,
3096-3101, Portland, Oregon, 2005.
-
Lou, Y.
and P. D. Christofides, "Feedback
Control of the Linearized Stochastic Kuramoto-Sivashinsky Equation,'' Proceedings of Conference on Decision and Control, 3027-3032,
Atlantis, Paradise Island, Bahamas, 2004.
-
Mhaskar,
P., N. H. El-Farra and P. D. Christofides, "Predictive Control of
Switched Nonlinear Processes with Scheduled Mode Transitions,'' Proceedings of 7th IFAC Symposium on Dynamics and
Control of Process Systems, 6 pages, Boston, Massachusetts,
2004.
-
Ni,
D. and P. D. Christofides, "Predictive Control of
Thin Film Microstructure in a Complex Deposition Process,'' Proceedings of 7th IFAC Symposium on Dynamics and
Control of Process Systems, 6 pages, Boston,
Massachusetts, 2004.
-
El-Farra,
N. H., A. Gani and P. D. Christofides, "Fault-Tolerant
Control of Multi-Unit Process Systems Using Communication Networks,'' Proceedings of 7th IFAC Symposium on Dynamics and
Control of Process Systems, 6 pages, Boston, Massachusetts,
2004.
-
Lou, Y.
and P. D. Christofides, "Feedback Control of Surface Roughness
in a Deposition Process Using a Stochastic PDE,'' Proceedings of 7th IFAC Symposium on Dynamics and
Control of Process Systems, 6 pages, Boston, Massachusetts,
2004.
-
Lou, Y. and P. D.
Christofides, "Feedback Control of
Surface Roughness of GaAs(001) Thin Films Using Kinetic
Monte-Carlo Models,'' Proceedings of the American Control
Conference, 940-945, Boston, Massachusetts, 2004.
-
Mhaskar, P., N. H.
El-Farra and P. D. Christofides, "Stabilization of Switched
Nonlinear Systems Using
Predictive Control,'' Proceedings of the American Control Conference,
560-565, Boston, Massachusetts, 2004.
-
Mhaskar, P., N. H.
El-Farra and P. D. Christofides, "A Method for PID Controller Tuning Using
Nonlinear Control Techniques,'' Proceedings of the American Control Conference,
2925-2930, Boston, Massachusetts, 2004.
-
Dubljevic, S., N. H. El-Farra, P. Mhaskar and P. D. Christofides,
"Predictive Control of Parabolic PDEs with State and Control
Constraints,'' Proceedings of the American
Control Conference, 254-260, Boston, Massachusetts, 2004.
-
El-Farra,
N. H., P. Mhaskar and P. D. Christofides, "A Hybrid Predictive Control Approach to Output
Feedback Stabilization of Constrained Linear Systems,'' Proceedings of the American
Control Conference, 578-583, Boston, Massachusetts, 2004 (Best Presentation in Session Award).
-
Shi, D., N. H. El-Farra, M. Li, P. Mhaskar and P. D. Christofides,
"Predictive Control of Particle Size Distribution in Particulate
Processes," Proceedings of 2nd International Conference on Population
Balance Modeling, 17 pages, Valencia, Spain, 2004.
-
Mhaskar, P., N. El-Farra
and P. D. Christofides, "Hybrid Control: Implementing Output Feedback MPC with
Guaranteed Stability Region,'' Proceedings of 5th International Symposium on
Advanced Control of Chemical Processes, 998-1003, Hong Kong, P. R. China, 2004.
-
El-Farra, N., A. Gani and
P. D. Christofides, "Fault-Tolerant Control of Process Systems: Integrating
Supervisory and Feedback Control Over Networks,'' Proceedings of 5th
International Symposium on Advanced Control of Chemical Processes, 784-789, Hong Kong, P. R. China, 2004.
-
Ni, D., Y. Lou, P. D. Christofides,
L. Sha and J. P. Chang,, "Real-Time Feedback Control of
Carbon Content of Zirconium Dioxide Thin Films Using Optical Emission
Spectroscopy,'' Proceedings of 5th International Symposium on Advanced Control of
Chemical Processes, 615-620, Hong Kong, P. R. China, 2004.
-
El-Farra, N., P. Mhaskar
and P. D. Christofides, ''Hybrid Control of Uncertain Process Systems," Proceedings
of 8th International Symposium on Process Systems Engineering,
814-819, Kunming, P.
R. China, 2004.
-
Lou, Y. and P. D.
Christofides, "Real-Time Estimation of Surface Roughness and Growth Rate in Thin Film
Growth Using Kinetic Monte-Carlo Models,'' Proceedings of 8th International
Symposium on Process Systems Engineering, 1199-1204, Kunming, P. R. China, 2004.
-
Shi, D., M. Li and P. D.
Christofides, ``Feedback Control of HVOF Thermal Spray Process: A Study of the Effect of
Process Variations on Closed-loop Performance,'' Proceedings of 8th International
Symposium on Process Systems Engineering, 1193-1198, Kunming, P. R. China, 2004.
-
Lou, Y. and P. D.
Christofides, "Feedback Control of Growth Rate and Surface Roughness in Thin Film
Growth Using Kinetic Monte-Carlo Models,'' Proceedings of Conference on
Decision and Control, 845-850, Maui, Hawaii, 2003.
-
Orlov, Y., Y. Lou and P.
D. Christofidess, "Robust Stabilization of Infinite-Dimensional Systems via
Discontinuous Output Feedback Control,'' Proceedings of Conference on Decision
and Control, 821-826, Maui, Hawaii, 2003.
-
Shi, D., M. Li and P. D.
Christofides, "Rule-based Modeling of the Microstructure of Coatings Produced by HVOF
Thermal Spray,'' Preprints of the Topical Conference on Engineered Particle Systems -
Synthesis, Processes and Applications, AIChE Annual Meeting, San
Francisco, California, 2003.
-
Li, M., D. Shi and P. D.
Christofides, "Feedback Control of an Industrial HVOF Thermal Spray Process,'' Preprints
of the Topical Conference on Engineered Particle Systems - Synthesis, Processes and
Applications, AIChE Annual Meeting, San Francisco, California, 2003.
-
El-Farra, N., P. D.
Christofides and J. C. Liao, "Computational Modeling and Simulation of Nitric Oxide
Transport and Consumption in Blood Vessels,'' Preprints of the Topical Conference on
Computing and Simulations at Work, AIChE Annual Meeting, San Francisco,
California, 2003.
-
El-Farra, N., P. Mhaskar
and P. D. Christofides, "Hybrid Control: A Paradigm for Implementing Predictive
Control to Nonlinear Systems with Guaranteed Stability Regions,'' Proceedings of
American Control Conference, 4899-4907, Denver, Colorado, 2003 (Best Presentation in Session Award ).
-
Dubljevic, S., P. D.
Christofides and I. G. Kevrekidis, "Distributed Nonlinear Control of
Diffusion-Reaction Processes,'' Proceedings of American Control Conference,
1341-1348, Denver, Colorado, 2003.
-
Armaou, A., S.
Dubljevic and P. D. Christofides, "Computation of Empirical
Eigenfunctions and Order Reduction of Time-Dependent Parabolic PDEs,'' Proceedings of
American Control Conference, 2089-2096, Denver, Colorado, 2003.
-
Li, M., D. Shi and
P. D. Christofides, "Modeling and Control of an Experimental HVOF Thermal
Spray Process,'' Proceedings of American Control Conference, 3973-3979,
Denver, Colorado, 2003.
-
Ni, D., Y. Lou, P. D.
Christofides, L. Sha, , S. Lao and J. P. Chang, "A Method for Real-Time Control
of Thin Film Composition Using OES and XPS,'' Proceedings of American Control
Conference, 1320-1327, Denver, Colorado, 2003 (Best
Presentation in Session Award and 2004 O. Hugo Schuck Best (Application) Paper Award ).
-
Lou, Y. and P. D.
Christofides, "Estimation and Control of Surface Roughness in Thin Film Growth Using
Kinetic Monte-Carlo Models,'' Proceedings of Conference on Decision and Control,
223-231, Las Vegas, Nevada, 2002.
-
El-Farra, N. and P. D.
Christofides, "Hybrid Control of Parabolic PDE Systems,'' Proceedings of
Conference on Decision and Control, 216-222, Las Vegas, Nevada, 2002.
-
El-Farra, N., P. D.
Christofides and J. C. Liao, "Computational Modeling of Nitric Oxide Transport and
Consumption in Blood Vessels,'' Proceedings of Conference on Decision and Control,
2518-2523, Las Vegas, Nevada, 2002.
-
Armaou, A. and P. D.
Christofides, "Dynamic Optimization of Dissipative PDE Systems Using Nonlinear Order
Reduction,'' Proceedings of Conference on Decision and Control, 2310-2316, Las
Vegas, Nevada, 2002.
-
El-Farra, N., Y. Lou and
P. D. Christofides, "Coordinated Feedback and Switching for Wave Suppression,'' Proceedings
of 15th International Federation of Automatic Control World Congress, 6 pages,
Barcelona, Spain, 2002.
-
Li, M. and P. D.
Christofides, "Feedback Control of Particle Velocity and Temperature in HVOF Thermal
Spray Accounting for Powder Size Distribution,'' Proceedings of NANO 2002
Conference, 6 pages, Orlando, Florida, 2002.
-
Li, M. and P. D.
Christofides, "Modeling and Analysis of HVOF Thermal Spray Accounting for Powder Size
Distribution,'' Proceedings of NANO 2002
Conference, 6 papes, Orlando, Florida, 2002.
-
El-Farra, N., Y. Lou and
Christofides, P. D., "Fault-Tolerant Control of Flows: Coordinating Feedback and
Switching,'' Proceedings of 4th GRACM Congress on
Computational Mechanics, 8 pages, Patras, Greece, 2002.
-
El-Farra, N., P. D.
Christofides and J. C. Liao, "A Multi-Cellular Distributed Model for Nitric Oxide
Transport in the Blood ,'' Proceedings of the 12th European Symposium of
Computer-Aided Process Engineering, 877-882, The Hague, The Netherlands, 2002.
-
Armaou, A. and P. D.
Christofides, "Dynamic Optimization of Dissipative PDE Systems Using Approximate
Inertial Manifolds,'' Proceedings of the 12th
European Symposium of Computer-Aided Process Engineering, paper C19 (6 pages) in
supplementary CD-ROM proceedings, The Hague, The Netherlands, 2002.
-
El-Farra, N. and P. D.
Christofides, "Coordinated Feedback and Switching for Robust Control of Hybrid
Nonlinear Processes,'' Proceedings of the 12th European
Symposium of Computer-Aided Process Engineering, paper C4 (6 pages) in
supplementary CD-ROM proceedings, The Hague, The Netherlands, 2002.
-
El-Farra, N., P. Mhaskar
and P. D. Christofides, "Uniting Bounded Control and MPC for Stabilization of
Constrained Linear Systems,'' Proceedings of American Control Conference,
4493-4450, Anchorage, Alaska, 2002.
-
Lou, Y. and P. D.
Christofides, "Optimal Actuator/Sensor Placement for Nonlinear Control of the
Kuramoto-Sivashinsky Equation,'' Proceedings of American
Control Conference, 4401-4408, Anchorage, Alaska, 2002.
-
Armaou, A. and P. D.
Christofides, "Dynamic Optimization of Dissipative PDE
Systems Using Empirical Eigenfunctions,'' Proceedings of American Control Conference,
1040-1048, Anchorage, Alaska, 2002.
-
Li, M. and P. D.
Christofides, "Feedback Control of Nanostructured Coatings Processing Accounting for
Powder Size Distribution,'' Proceedings of
American Control Conference, 1019-1027, Anchorage, Alaska, 2002.
-
El-Farra, N. and P. D.
Christofides, "Bounded Robust Control of Constrained Multivariable Systems," Proceedings
of Conference on Decision and Control, 3820-3825, Orlando, Florida, 2001.
-
El-Farra, N., A. Armaou
and P. D. Christofides, "Output Feedback Control of Parabolic PDE Systems with Input
Constraints," Proceedings of Conference on Decision and Control, 541-546,
Orlando, Florida, 2001.
-
Baker, J., J. Myatt and
P. D. Christofides, "Drag Reduction in Incompressible Flow Over a Flat Plate Using
Active Feedback Control," Proceedings of Conference on Decision and Control,
4489-4496, Orlando, Florida, 2001.
-
El-Farra, N. and P. D.
Christofides, "Lyapunov-based Control: Some New Results and Comparison with
MPC," Proceedings of American Control Conference, 2436-2443, Arlington,
Virginia, 2001.
-
El-Farra, N. and P. D.
Christofides, "Feedback Control of Switched Nonlinear Systems Using Multiple Lyapunov
Functions," Proceedings of American Control Conference, 3496-3502,
Arlington, Virginia, 2001.
-
Antoniades, A. and P. D.
Christofides, "Integrated Optimal Actuator/Sensor Placement and Robust Control of
Uncertain Transport-Reaction Processes," Proceedings of American Control
Conference, 1942-1947, Arlington, Virginia, 2001.
-
Armaou, A. and P. D.
Christofides, "Bounded Output Feedback Control of the Kuramoto-Sivashinsky Equation
with Input Constraints," Proceedings of American Control Conference, 1936-1941,
Arlington, Virginia, 2001.
-
Christofides, P. D.,
"Control of Nonlinear Distributed Process Systems: An Overview and New Research
Directions," Proceedings of 6th IFAC Symposium on Dynamics and Control of
Process Systems, 341-346, Cheju Island, Korea, 2001.
-
Baker, J., A. Armaou and
P. D. Christofides, "Drag Reduction in Incompressible Channel Flow Using
Electromagnetic Forcing," Proceedings of American Control Conference, 4269-4273,
Chicago, Illinois, 2000 (Best Presentation in Session Award).
-
El-Farra, N., A. Armaou
and P. D. Christofides, "Constrained Nonlinear Control of Nonlinear Parabolic PDE
Systems," Proceedings of American Control Conference, 2275-2279, Chicago,
Illinois, 2000 (Best Presentation in Session Award).
-
Chiu, T., N. El-Farra and P. D. Christofides,
"Nonlinear Control of Particulate Processes with Input Constraints," Proceedings
of American Control Conference, 1752-1759, Chicago, Illinois, 2000.
-
El-Farra, N. and P. D. Christofides, "Robust
Near-Optimal Output Feedback Control of Nonlinear Systems," Proceedings of
American Control Conference, 3737-3741, Chicago, Illinois, 2000 (Best Presentation
in Session Award).
-
Baker, J. and P. D. Christofides, "Nonlinear
Control of Incompressible Fluid Flows," Proceedings of Conference on Decision and
Control, 2881-2886, Phoenix, Arizona, 1999.
-
Kalani, A. and P. D. Christofides, "Modeling and
Control of a Titania Aerosol Reactor," Proceedings of American Control Conference, 4106-4110, San Diego, California, 1999.
-
Armaou, A. and P. D. Christofides, "Robust Output
Feedback Control of Parabolic PDE Systems with Time-Dependent Spatial Domains," Proceedings
of American Control Conference, 1727-1733, San Diego, California, 1999.
-
Armaou, A. and P. D. Christofides, "Wave
Suppression by Nonlinear Finite-Dimensional Control," Proceedings of American
Control Conference, 1091-1095, San Diego, California, 1999 (Best
Presentation in Session Award and 2000 O. Hugo Schuck Best (Theoretical) Paper Award).
-
El-Farra, N. and P. D. Christofides, "Robust Optimal Control of Nonlinear
Systems,"Proceedings of American Control Conference, 124-128, San Diego,
California, 1999.
-
Christofides,
P. D., "Feedback Control of the Kuramoto-Sivashinsky Equation," Proceedings
of 37th IEEE Conference on Decision and Control, 4646-4651, Tampa, Florida, 1998.
-
Christofides, P. D. and A. Armaou, "Nonlinear
Control of Incompressible Fluid Flows," Proceedings of Mathematical Theory of
Networks and Systems-98 Conference, 455-458, Padova, Italy, 1998.
-
Christofides, P. D. and C. Antoniades, "Control of
Nonlinear Differential Difference Equation Systems," Proceedings of Mathematical
Theory of Networks and Systems-98 Conference, 41-44, Padova, Italy, 1998.
-
Christofides, P. D., "Robust Control of Nonlinear
Processes," Proceedings of 5th IFAC Symposium on Dynamics and Control of Process
Systems, 477-483, Corfu, Greece, 1998.
-
Armaou, A. and P. D. Christofides, "Nonlinear
Feedback Control of Parabolic PDE Systems with Time-Dependent Spatial Domains," Proceedings
of American Control Conference, 2539-2543, Philadelphia, Pennsylvania, 1998.
-
Christofides, P. D. and A. Armaou, "Nonlinear
Control of Navier-Stokes Equations," Proceedings of American Control Conference, 1355-1359,
Philadelphia, Pennsylvania, 1998.
-
Christofides, P. D. and J. Baker, "Robust Output
Feedback Control of Parabolic PDE Systems," Proceedings of American Control
Conference, 1345-1349, Philadelphia, Pennsylvania, 1998.
-
Christofides, P. D. and P. Daoutidis,
"Finite-Dimensional Control of Parabolic PDE Systems Using Approximate Inertial
Manifolds," Proceedings of 36th IEEE Conference on Decision and Control, 1068-1073,
San-Diego, California, 1997.
-
Christofides, P. D., "Robust Control of
Quasi-Linear Parabolic PDE Systems," Proceedings of 36th IEEE Conference on
Decision and Control, 1074-1081, San-Diego, California, 1997.
-
Christofides, P. D. and T. Chiu, "Nonlinear Control
of Particulate Processes," Preprints of 1997 AIChE Proceedings on Fluidisation and
Fluid-Particle Systems, AIChE Annual Meeting, 277-282, Los Angeles, California, 1997.
-
Christofides, P. D., "Output Feedback Control of
Two-Time-Scale Hyperbolic PDE Systems," Proceedings of 4th European Control
Conference, paper TU-E H3 (6 pages), Brussels, Belgium, 1997.
-
Christofides, P. D., "Output Feedback Control of
Nonlinear Two-Time-Scale Systems," Proceedings of American Control Conference, 1729-1733,
Albuquerque, New Mexico, 1997.
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Karafyllis, I., P. D. Christofides and P. Daoutidis,
"Dynamical Analysis of a Reaction Diffusion System with Brusselator Kinetics under
Feedback Control," Proceedings of American Control Conference, 2213-2217,
Albuquerque, New Mexico, 1997.
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Christofides, P. D., "Robust Output Feedback
Control of Nonlinear Singularly Perturbed Systems," Proceedings of IFAC Conference
on Control of Industrial Systems, Vol.3, 230-235, Belford, France, 1997.
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Kumar, A., P. D. Christofides, and P. Daoutidis,
"Singular Perturbation Modeling of Nonlinear Processes with Non-Explicit Time-Scale
Separation," Proceedings of 13th IFAC World Congress, Vol. M, 1-6, San
Francisco, California, 1996.
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Christofides, P. D., A. R. Teel and P. Daoutidis,
"Robust Semi-Global Output Tracking for Nonlinear Singularly Perturbed Systems," Proceedings of 34th IEEE Conference on Decision and Control, 2251-2256, New
Orleans, Louisiana, 1995.
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Christofides, P. D. and P. Daoutidis, "Robust
Controller Synthesis for Two-Time-Scale Multivariable Nonlinear Systems," Proceedings
of 3rd European Control Conference, 2647-2652, Rome, Italy, 1995.
-
Christofides, P. D. and A. R. Teel, "Singular
Perturbations and Input-to-State Stability," Proceedings of 3rd European Control
Conference, 1845-1850, Rome, Italy, 1995.
-
Christofides, P. D. and P. Daoutidis, "Nonlinear
Control of Distributed Parameter Processes with Disturbances," Proceedings of
Symposium on Nonlinear Control Systems Design'95, 9-15, Tahoe City, California, 1995.
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Christofides, P. D. and P. Daoutidis, "Control of
Multivariable Two-Time-Scale Nonlinear Systems with Disturbances," Proceedings
of American Control Conference, 3173-3178, Seattle, Washington, 1995.
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Christofides, P. D. and P. Daoutidis, "Feedback
Synthesis for Two-Time-Scale Nonlinear Systems with Uncertainty," Proceedings of
33rd IEEE Conference on Decision and Control, 805-807, Orlando, Florida, 1994.
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Christofides, P. D. and P. Daoutidis, "Controller Synthesis for
Two-Time-Scale Nonlinear Processes," Proceedings of International Symposium on
Advanced Control of Chemical Processes, 179-185, Kyoto, Japan, 1994.
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