selected scholarly activity
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books
- Modeling and Control of Batch Processes 2019
- Fault-Tolerant Process Control. Ed. 9781447148081. 2013
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chapters
- First Principles Based Development of Hybrid Models of Distillation Towers. Computer Aided Chemical Engineering. 1117-1122. 2022
- An Adaptive Data-Based Modeling Approach for Predictive Control of Batch Systems. Advances in Industrial Control. 115-135. 2019
- Batch Process Modeling and Control: Background: Theory and Applications. Advances in Industrial Control. 11-19. 2019
- Data-Driven Model Predictive Quality Control of Batch Processes: Theory and Applications. Advances in Industrial Control. 137-153. 2019
- Data-Driven Modeling and Quality Control of Variable Duration Batch Processes with Discrete Inputs: Theory and Applications. Advances in Industrial Control. 261-297. 2019
- Handling Multi-rate and Missing Data in Variable Duration Economic Model Predictive Control of Batch Processes with Application to Electric Arc Furnace Operation. Advances in Industrial Control. 235-259. 2019
- Integrating Data-Based Modeling and Nonlinear Control Tools for Batch Process Control: Theory and Applications. Advances in Industrial Control. 87-113. 2019
- Introduction: Theory and Applications. Advances in Industrial Control. 3-10. 2019
- Model Predictive Quality Control of Polymethyl Methacrylate. Advances in Industrial Control. 155-169. 2019
- Multi-rate Modeling and Economic Model Predictive Control of the Electric Arc Furnace: Theory and Applications. Advances in Industrial Control. 171-196. 2019
- Robust Model Predictive Control and Fault-Handling of Batch Processes. Advances in Industrial Control. 47-68. 2019
- Safe-Steering of Batch Processes: Theory and Applications. Advances in Industrial Control. 23-45. 2019
- Subspace Identification Based Modeling and Control of Batch Particulate Processes: Theory and Applications. Advances in Industrial Control. 299-319. 2019
- Subspace Identification for Data-Driven Modeling and Quality Control of Batch Processes: Theory and Applications. Advances in Industrial Control. 199-234. 2019
- Subspace-Based Model Identification of a Hydrogen Plant Startup Dynamics: Theory and Applications. Advances in Industrial Control. 321-335. 2019
- Transition From Batch to Continuous Operation in Bio-reactors: A Model Predictive Control Approach and Application. Advances in Industrial Control. 69-83. 2019
- Control and Fault-Handling Subject to Asynchronous Measurements. 205-252. 2013
- Fault Diagnosis and Robust Safe-Parking. 105-124. 2013
- Fault-Tolerant Process Control. 9-28. 2013
- Integrated Fault-Detection and Fault-Tolerant Control. 29-54. 2013
- Integrated Fault-Detection and Isolation and Fault-Tolerant Control. 55-84. 2013
- Isolation and Handling of Sensor Faults. 179-203. 2013
- Safe-Parking. 85-103. 2013
- Utilizing FDI Insights in Controller Design and PID Monitoring. 125-177. 2013
- Techniques for Uniting Lyapunov based and Model Predictive Control. 77-91. 2007
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conferences
- A Practical Reinforcement Learning (RL) Controller Design for Nonlinear Systems. Proceedings of the American Control Conference. 1269-1274. 2024
- Construction of Robust NCR for Input-Constrained Discrete Nonlinear Systems Using Backward Reachability. Proceedings of the American Control Conference. 4954-4959. 2024
- Data-driven modeling and control of Semicontinuous Distillation Process. Proceedings of the American Control Conference. 4434-4439. 2024
- Application of Economic Model Predictive Control on a Lab Scale Rotomolding Process. Proceedings of the American Control Conference. 2485-2490. 2022
- Data Driven Modeling and Model Predictive Control of Bioreactor for Production of Monoclonal Antibodies. Proceedings of the American Control Conference. 1347-1352. 2022
- Economic Analysis and Cost Optimization of Adenovirus Purification Processes. Molecular Therapy. 391-392. 2021
- Integrating Dynamic Neural Network Models with Principal Component Analysis for Model Predictive Control. IFAC-PapersOnLine. 11313-11318. 2020
- Constrained control Lyapunov function construction via approximation of static Hamilton-Jacobi-Bellman equations. Proceedings of the American Control Conference. 5027-5032. 2019
- Data-Driven Control of Rotational Molding Process. Proceedings of the American Control Conference. 5117-5122. 2019
- Fault diagnosis design for heating, ventilation and air conditioning systems. Proceedings of the American Control Conference. 5787-5792. 2018
- Handling Nonlinearity in Model Predictive Control with Explicit Performance Specification. Proceedings of the American Control Conference. 2133-2138. 2018
- Lyapunov-based Economic Model Predictive Control of Stochastic Nonlinear Systems. Proceedings of the American Control Conference. 3900-3907. 2018
- Using Null Controllable Regions to Stabilize Nonlinear Systems. Proceedings of the American Control Conference. 3141-3146. 2018
- Quality monitoring of rotational molded parts using a nondestructive technique. Annual Technical Conference ANTEC Conference Proceedings. 2018
- Development of a high fidelity and subspace identification model of a hydrogen plant startup dynamics. Proceedings of the American Control Conference. 2857-2862. 2017
- Handling multi-rate and missing data in system identification. Proceedings of the American Control Conference. 839-844. 2017
- Quality control of variable duration batch processes via subspace identification. Proceedings of the American Control Conference. 1505-1510. 2017
- Subspace identification and predictive control of batch particulate processes. Proceedings of the American Control Conference. 505-510. 2017
- 375086 Economic Model Predictive Control of the Electric Arc Furnace Using Data-Driven Models. 2016 American Control Conference (ACC). 2016
- Data-driven quality control of batch processes via subspace identification. Proceedings of the American Control Conference. 4163-4168. 2016
- Simultaneous actuator and sensor fault isolation of nonlinear systems subject to uncertainty. Proceedings of the American Control Conference. 6857-6862. 2016
- Computation and analysis of optimal operating strategies for air separation units using high fidelity dynamic models. Computing and Systems Technology Division 2016 Core Programming Area at the 2016 Aiche Annual Meeting. 409-410. 2016
- Data-driven model predictive control of a seeded batch crystallization process. Computing and Systems Technology Division 2016 Core Programming Area at the 2016 Aiche Annual Meeting. 606-608. 2016
- Development of a high fidelity and reduced order data-driven model of hydrogen plant. Computing and Systems Technology Division 2016 Core Programming Area at the 2016 Aiche Annual Meeting. 407-408. 2016
- Economic Model Predictive Control of the Electric Arc Furnace using Data-driven Multi-rate Models. Proceedings of the American Control Conference. 1790-1795. 2016
- Fault detection and isolation and optimal parking for HVAC systems. Computing and Systems Technology Division 2016 Core Programming Area at the 2016 Aiche Annual Meeting. 579-581. 2016
- Subspace based quality control of variable duration batch processes. Computing and Systems Technology Division 2016 Core Programming Area at the 2016 Aiche Annual Meeting. 50-52. 2016
- Detecting and isolating sensor and actuator faults in solution copolymerization of MMA and VAc process. Proceedings of the American Control Conference. 1617-1622. 2015
- Output feedback model predictive control of stochastic nonlinear systems. Proceedings of the American Control Conference. 793-798. 2015
- 331313 Offset-Free Model Predictive Control of a Heat Pump. 2014 American Control Conference. 2014
- Lyapunov-based offset-free model predictive control of nonlinear systems. Proceedings of the American Control Conference. 2839-2844. 2014
- A comparison of PLS and subspace identification for batch model predictive quality control. Computing and Systems Technology Division 2014 Core Programming Area at the 2014 Aiche Annual Meeting. 1132-1134. 2014
- A tuning framework for Lyapunov based offsetfree model predictive controller. Computing and Systems Technology Division 2014 Core Programming Area at the 2014 Aiche Annual Meeting. 1095-1096. 2014
- Actuator and sensor fault isolation of a styrene polymerization process. Computing and Systems Technology Division 2014 Core Programming Area at the 2014 Aiche Annual Meeting. 940-942. 2014
- Offset-free Model Predictive Controller of a Heat Pump. Proceedings of the American Control Conference. 2014
- Optimization of the protein pegylation process. Pharmaceutical Discovery Development and Manufacturing Forum 2014 Core Programming Area at the 2014 Aiche Annual Meeting. 269. 2014
- Actuator and sensor fault isolation of nonlinear systems. Proceedings of the American Control Conference. 3567-3572. 2013
- Model predictive quality control of Polymethyl methacrylate. Proceedings of the American Control Conference. 3942-3947. 2013
- Active fault isolation of nonlinear systems. Proceedings of the American Control Conference. 6667-6672. 2012
- Adaptive data-based model predictive control of batch systems. Proceedings of the American Control Conference. 5670-5675. 2012
- Isolation and handling of sensor faults in nonlinear systems. Proceedings of the American Control Conference. 6661-6666. 2012
- Model predictive quality control of batch processes. Proceedings of the American Control Conference. 5646-5651. 2012
- Offset-free model predictive controller for Vapor Compression Cycle. Proceedings of the American Control Conference. 398-403. 2012
- Data-based modeling and control of nylon-6,6 batch polymerization. Proceedings of the American Control Conference. 2540-2545. 2011
- Fault detection and isolation and safe-parking of networked systems. Proceedings of the American Control Conference. 3146-3151. 2011
- Integrated fault diagnosis and robust safe-parking for fault-tolerant control of nonlinear systems. Proceedings of the American Control Conference. 804-809. 2011
- Integrating data-based modeling and nonlinear control tools for batch process control. Proceedings of the American Control Conference. 2534-2539. 2011
- A safe-parking approach to handle partial plant shutdown. Computing and Systems Technology Division Core Programming Topic at the 2011 Aiche Annual Meeting. 166-167. 2011
- Active fault isolation of nonlinear process systems. Computing and Systems Technology Division Core Programming Topic at the 2011 Aiche Annual Meeting. 345-347. 2011
- Adaptive data-based model predictive control of batch systems. Computing and Systems Technology Division Core Programming Topic at the 2011 Aiche Annual Meeting. 1025-1026. 2011
- Data-Based Modeling and Control of Nylon-6, 6 Batch Polymerization. IEEE Transactions on Control Systems Technology. 2540-2545. 2011
- Data-based modeling and control of nylon-6,6 batch polymerization. Computing and Systems Technology Division Core Programming Topic at the 2011 Aiche Annual Meeting. 326-327. 2011
- Lyapunov-based model predictive control of stochastic nonlinear processes. Computing and Systems Technology Division Core Programming Topic at the 2011 Aiche Annual Meeting. 1096-1098. 2011
- Offset-free model predictive control of vapor compression cycle. Computing and Systems Technology Division Core Programming Topic at the 2011 Aiche Annual Meeting. 314-315. 2011
- Data-based methods for control of batch processes. AIChE Annual Meeting, Conference Proceedings. 2010
- On constructing constrained control Lyapunov functions for linear systems. Proceedings of the American Control Conference. 5191-5196. 2010
- Uniting Safe-parking and reconfiguration-based approaches for fault-tolerant control of switched nonlinear systems. Proceedings of the American Control Conference. 2829-2834. 2010
- Robust Model Predictive Control & Fault-Handling of Batch Processes. Proceedings of the American Control Conference. 4415-4420. 2010
- Argon purification by cascaded PSA process using cation exchanged zeolite as oxygen selective adsorbent. AIChE Annual Meeting, Conference Proceedings. 2009
- A Safe-parking framework for plant-wide fault-tolerant control. Proceedings of the American Control Conference. 148-153. 2009
- Latent Variable MPC for trajectory tracking in batch processes: Role of the model structure. Proceedings of the American Control Conference. 4779-+. 2009
- Latent Variable Batch Predictive Control. AIChE Annual Meeting, Conference Proceedings. 2008
- Safe parking of batch processes. AIChE Annual Meeting, Conference Proceedings. 2008
- Safeparking of Multi-Unit Process Systems. AIChE Annual Meeting, Conference Proceedings. 2008
- Enhanced stability regions for model predictive control of nonlinear process systems. Proceedings of the American Control Conference. 1133-1138. 2008
- Safe-parking of nonlinear process systems. Proceedings of the American Control Conference. 1487-1492. 2008
- Transition from batch to continuous operation in bio-reactors: A model predictive control approach and application. 2007 Aiche Annual Meeting. 2007
- Control of a Polyethylene Reactor: Handling Sensor Faults. Proceedings of the American Control Conference. 5577-5582. 2007
- Predictive Control of Switched Nonlinear Systems: Satisfying Uncertain Schedules Subject to State and Control Constraints. Proceedings of the American Control Conference. 1371-1376. 2007
- Robust Model Predictive Control of Nonlinear Systems: Handling Rate Constraints. Proceedings of the American Control Conference. 5188-5193. 2007
- Fault-tolerant control of a polyethylene reactor. Journal of Process Control. 439-451. 2007
- Control of a polyethylene reactor: Handling sensor faults. Proceedings of the American Control Conference. 2113-2118. 2007
- Enhancing fault isolation through nonlinear controller design. IFAC-PapersOnLine. 81-86. 2007
- Predictive control of switched nonlinear systems: Satisfying uncertain schedules subject to state and control constraints. Proceedings of the American Control Conference. 4635-+. 2007
- Robust model predictive control of Nonlinear systems: Handling rate constraints. Proceedings of the American Control Conference. 2077-2082. 2007
- Techniques for Uniting Lyapunov-Based and Model Predictive Control. Lecture Notes in Control and Information Sciences. 77-91. 2007
- Fault-Tolerant Control of Nonlinear Processes: Performance-Based Reconfiguration and Robustness. Proceedings of the American Control Conference. 6020-6025. 2006
- Fault-Tolerant Control of Nonlinear Systems Subject to Sensor Data Losses. Proceedings of the IEEE Conference on Decision and Control. 3498-+. 2006
- Fault-tolerant control of a polyethylene reactor. Proceedings of the American Control Conference. 893-+. 2006
- Fault-tolerant control of a polyethylene reactor. Proceedings of the American Control Conference. 6026-6032. 2006
- Fault-tolerant control of nonlinear processes: Performance-based reconfiguration and robustness. Proceedings of the American Control Conference. 886-+. 2006
- Fault-tolerant control of nonlinear systems: Fault-detection and isolation and controller reconfiguration. Proceedings of the American Control Conference. 35-+. 2006
- Fault-tolerant control of nonlinear systems: Fault-detection and isolation and controller reconfiguration. 2006 American Control Conference. 8 pp.-8 pp.. 2006
- Fault-tolerant control of nonlinear systems: Fault-detection and isolation and controller reconfiguration. Proceedings of the American Control Conference. 5115-5122. 2006
- Predictive Control of Infinite Dimensional Systems. Proceedings of the IEEE Conference on Decision and Control. 93-100. 2006
- Predictive control of infinite dimensional systems. Proceedings of the IEEE Conference on Decision and Control. 97-+. 2006
- Predictive control of particle size distribution in particulate processes. Chemical Engineering Science (CES). 268-281. 2006
- Fault-tolerant control of a polyethylene reactor. AIChE Annual Meeting, Conference Proceedings. 6837-6843. 2005
- Fault-tolerant control of nonlinear process systems: Handling sensor malfunctions. AIChE Annual Meeting, Conference Proceedings. 6743. 2005
- Fault-tolerant control of nonlinear process systems: Performance-based reconfiguration and robustness. AIChE Annual Meeting, Conference Proceedings. 6458-6459. 2005
- Fault-tolerant process control: Nonlinear Fdi and reconfiguration. AIChE Annual Meeting, Conference Proceedings. 7291. 2005
- Hybrid predictive control: Discrete actuation and sensing. AIChE Annual Meeting, Conference Proceedings. 7289-7290. 2005
- Lyapunov-based predictive control of hybrid systems. AIChE Annual Meeting, Conference Proceedings. 7287-7288. 2005
- Predictive control of particulate processes with actuator/sensor faults. AIChE Annual Meeting, Conference Proceedings. 7058-7059. 2005
- Predictive control of transport-reaction processes. Computers and Chemical Engineering. 2335-2345. 2005
- Integrated fault-detection and fault-tolerant control of process systems. IFAC-PapersOnLine. 1592-1592. 2005
- Integrated fault-detection and fault-tolerant control of process systems. IFAC Proceedings Volumes (IFAC-PapersOnline). 105-110. 2005
- Output feedback control of switched nonlinear systems using multiple Lyapunov functions. Proceedings of the American Control Conference. 3792-3799. 2005
- Predictive control of diffusion-reaction processes. Proceedings of the American Control Conference. 4551-4556. 2005
- Predictive control of particle size distribution in protein crystallization. Proceedings of the American Control Conference. 943-948. 2005
- Robust stabilization of nonlinear processes using hybrid predictive control. IFAC-PapersOnLine. 824-824. 2005
- Robust stabilization of nonlinear processes using hybrid predictive control. IFAC Proceedings Volumes (IFAC-PapersOnline). 1013-1018. 2005
- Stabilization of nonlinear systems with state and control constraints using lyapunov-based predictive control. Proceedings of the American Control Conference. 828-833. 2005
- Predictive Control of Switched Nonlinear Processes With Scheduled Mode Transitions 1. IFAC-PapersOnLine. 257-262. 2004
- A hybrid predictive control approach for output feedback stabilization of constrained linear systems. Proceedings of the American Control Conference. 578-583. 2004
- A hybrid predictive control approach for output feedback stabilization of constrained linear systems. Proceedings of the American Control Conference. 578-583 vol.1. 2004
- A method for PID controller tuning using nonlinear control techniques. Proceedings of the American Control Conference. 2925-2930. 2004
- Predictive control of parabolic PDEs with state and control constraints. Proceedings of the American Control Conference. 254-260. 2004
- Stabilization of switched nonlinear systems using predictive control. Proceedings of the American Control Conference. 560-565. 2004
- Stabilization of switched nonlinear systems using predictive control. Proceedings of the American Control Conference. 560-565 vol.1. 2004
- Hybrid control of uncertain process systems. Computer Aided Chemical Engineering. 814-819. 2003
- Hybrid control: A paradigm for implementing predictive control to nonlinear systems with guaranteed stability regions. Proceedings of the American Control Conference. 4899-4907. 2003
- Hybrid control: a paradigm for implementing control to nonlinear systems with guaranteed stability regions. Proceedings of the 2003 American Control Conference, 2003.. 4899-4907. 2003
- Uniting bounded control and MPC for stabilization of constrained linear systems. Proceedings of the American Control Conference. 4493-4500. 2002
- A Cell Population Model with Structured Medium for Budding Yeast Cultures. IFAC-PapersOnLine. 91-96. 2001
- 371412 Actuator and Sensor Fault Isolation of a Styrene Polymerization Process
- 385514 A Tuning Framework for Lyapunov Based Offsetfree Model Predictive Controller
- 385773 MPC of a Heat Pump: Achieving Energy Efficiency through Improved Tuning
- Control and Safe Steering of Batch Processes Under Uncertainty
- Energy Efficient Model Predictive Control of Buildings
- Uniting Bounded Control and MPC for Stabilization of Constrained Systems: Output Feedback
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journal articles
- Fast-tracking design space identification with the prediction reliability enhancing parameter (PREP). Computers and Chemical Engineering. 199:109159. 2025
- Direct Quantification of PEGylation for Intact Bioconjugates and Nanoparticles by the Colorimetric Barium/Iodide Assay.. Biomacromolecules. 26:3689-3699. 2025
- Real time optimization of distillation columns using data-driven models. Canadian Journal of Chemical Engineering. 103. 2025
- Implementing Recurrent Neural Networks in Process Systems Engineering applications, the right way!. Computers and Chemical Engineering. 195. 2025
- Integrating autoencoder with Koopman operator to design a linear data‐driven model predictive controller. Canadian Journal of Chemical Engineering. 103:1099-1111. 2025
- Leveraging neural networks to estimate parameters with confidence intervals. Canadian Journal of Chemical Engineering. 103:666-678. 2025
- Noise aware parameter estimation in bioprocesses: Using neural network surrogate models with nonuniform data sampling. AIChE Journal. 71. 2025
- Expediting adenovirus titer assays via an algorithmic live-cell imaging technique.. Journal of Biotechnology. 395:216-227. 2024
- Image based Modeling and Control for Batch Processes. Journal of Process Control. 143. 2024
- An Integrated Dynamic and Quality Modeling Framework for Batch Processes. Process Safety and Environmental Protection: Transactions of the Institution of Chemical Engineers, Part B. 210:698-706. 2024
- Physics-Informed Neural Networks for Process Systems: Handling Plant-Model Mismatch. Industrial & Engineering Chemistry Research. 63:13650-13659. 2024
- A hybrid clustering approach integrating first-principles knowledge with data for fault detection in HVAC systems. Computers and Chemical Engineering. 187:108717-108717. 2024
- Minimizing total annualized cost per tonne of feed processed of a semicontinuous distillation process utilizing data-driven model predictive control. Computers and Chemical Engineering. 186:108711-108711. 2024
- Selective protein quantification on continuous chromatography equipment with limited absorbance sensing: A partial least squares and statistical wavelength selection solution. Journal of Chemometrics. 38. 2024
- A practically implementable reinforcement learning control approach by leveraging offset-free model predictive control. Computers and Chemical Engineering. 181:108511-108511. 2024
- A Hybrid-based Clustering Approach for Fault Detection in HVAC Systems. IFAC-PapersOnLine. 58:259-264. 2024
- A practically implementable reinforcement learning‐based process controller design. AIChE Journal. 70. 2024
- Utilizing Neural Networks for Image-based Model Predictive Controller of a batch Rotational Molding process. IFAC-PapersOnLine. 58:470-475. 2024
- A Hybrid Hubspace-RNN based approach for Modelling of Non-Linear Batch Processes. Chemical Engineering Science (CES). 281:119118-119118. 2023
- Selecting model features that lead to linear models of bi-product distillation towers. Journal of Process Control. 130:103071-103071. 2023
- Data-Driven Modeling for Multiphase Processes: Application to a Rotomolding Process. Industrial & Engineering Chemistry Research. 62:7058-7071. 2023
- Process‐aware data‐driven modelling and model predictive control of bioreactor for the production of monoclonal antibodies. Canadian Journal of Chemical Engineering. 101:2677-2692. 2023
- A hybrid control design for stabilisation of nonlinear systems from the null controllable region*. International Journal of Control. 96:1026-1038. 2023
- Are Neural Networks the Right Tool for Process Modeling and Control of Batch and Batch-like Processes?. Processes. 11:686-686. 2023
- Determining appropriate input excitation for model identification of a continuous bio-process. DIGITAL CHEMICAL ENGINEERING. 6:100071-100071. 2023
- Linear hybrid models of distillation towers. Computers and Chemical Engineering. 171:108160-108160. 2023
- Predicting the Volume Phase Transition Temperature of Multi-Responsive Poly(N-isopropylacrylamide)-Based Microgels Using a Cluster-Based Partial Least Squares Modeling Approach. ACS Applied Polymer Materials. 4:9160-9175. 2022
- Adaptive Predictive Control Algorithm for Batch Processes: Application to a Rotational Molding Process. Industrial & Engineering Chemistry Research. 61:17572-17581. 2022
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A hybrid machine learning approach integrating recurrent neural networks with subspace identification for modelling
HVAC systems. Canadian Journal of Chemical Engineering. 100:3620-3634. 2022 - A novel linear hybrid model predictive control design: application to a fed batch crystallization process. DIGITAL CHEMICAL ENGINEERING. 3:100033-100033. 2022
- Dynamic real-time optimization for nonlinear systems with Lyapunov stabilizing MPC. Journal of Process Control. 114:1-15. 2022
- Design and application of data driven economic model predictive control for a rotational molding process. Computers and Chemical Engineering. 161:107713-107713. 2022
- Artificial Neural Network-Based Model Predictive Control Using Correlated Data. Industrial & Engineering Chemistry Research. 61:3075-3090. 2022
- Application of data-driven modeling approaches to industrial hydroprocessing units. Process Safety and Environmental Protection: Transactions of the Institution of Chemical Engineers, Part B. 177:123-135. 2022
- Artificial neural network based model predictive control: Implementing achievable set‐points. AIChE Journal. 68. 2022
- Flooding and offset-free nonlinear model predictive control of a high-purity industrial ethylene splitter using a hybrid model. Computers and Chemical Engineering. 155:107514-107514. 2021
- Integration of energy systems for buildings and light industrial plants. Energy. 233:121120-121120. 2021
- Polymethyl Methacrylate Quality Modeling with Missing Data Using Subspace Based Model Identification. Processes. 9:1691-1691. 2021
- Controllability minimum principle based construction of the null controllable region for nonlinear systems. International Journal of Robust and Nonlinear Control. 31:6025-6038. 2021
- Hybrid Partial Least Squares Models for Batch Processes: Integrating Data with Process Knowledge. Industrial & Engineering Chemistry Research. 60:9508-9520. 2021
- Model predictive control using subspace model identification. Computers and Chemical Engineering. 149:107276-107276. 2021
- Definition and Utilization of the Null Controllable Region for Model Predictive Control of Multi-Input Linear Systems. Mathematics. 9:1110-1110. 2021
- Adaptive system identification of industrial ethylene splitter: A comparison of subspace identification and artificial neural networks. Computers and Chemical Engineering. 147:107240-107240. 2021
- Model Predictive Control Embedding a Parallel Hybrid Modeling Strategy. Industrial & Engineering Chemistry Research. 60:2547-2562. 2021
- Subspace Based Model Identification for an Industrial Bioreactor: Handling Infrequent Sampling Using Missing Data Algorithms. Processes. 8:1686-1686. 2020
- A hybrid modeling approach integrating first-principles knowledge with statistical methods for fault detection in HVAC systems. Computers and Chemical Engineering. 142:107022-107022. 2020
- Subspace based model identification for missing data. AIChE Journal. 66. 2020
- Integrating dynamic neural network models with principal component analysis for adaptive model predictive control. Process Safety and Environmental Protection: Transactions of the Institution of Chemical Engineers, Part B. 161:26-37. 2020
- Integrating Data-Driven Modeling with First-Principles Knowledge. Industrial & Engineering Chemistry Research. 59:5103-5113. 2020
- A trajectory‐based method for constructing null controllable regions. International Journal of Robust and Nonlinear Control. 30:776-786. 2020
- Handling Constraints and Raw Material Variability in Rotomolding through Data-Driven Model Predictive Control. Processes. 7:610-610. 2019
- Hybrid Modeling Approach Integrating First-Principles Models with Subspace Identification. Industrial & Engineering Chemistry Research. 58:13533-13543. 2019
- Modeling and fault diagnosis design for HVAC systems using recurrent neural networks. Computers and Chemical Engineering. 126:189-203. 2019
- Data-Driven Advances in Manufacturing for Batch Polymer Processing Using Multivariate Nondestructive Monitoring. Industrial & Engineering Chemistry Research. 58:9940-9951. 2019
- Michael Thompson Michael Thompson Data-driven advances in manufacturing for batch polymer processing using multivariate nondestructive monitoring 2019
- Distributed fault diagnosis of heating, ventilation, and air conditioning systems. AIChE Journal. 65:640-651. 2019
- Handling sensor faults in economic model predictive control of batch processes. AIChE Journal. 65:617-628. 2019
- Model predictive control of uni-axial rotational molding process. Computers and Chemical Engineering. 121:306-316. 2019
- Utilizing big data for batch process modeling and control. Computers and Chemical Engineering. 119:228-236. 2018
- Utilizing big data for batch process modeling and control. Computers and Electrical Engineering. 72:237-247. 2018
- Adaptive Model Predictive Batch Process Monitoring and Control. Industrial & Engineering Chemistry Research. 57:14628-14636. 2018
- Economic model predictive control of stochastic nonlinear systems. AIChE Journal. 64:3312-3322. 2018
- Distributed fault diagnosis for networked nonlinear uncertain systems. Computers and Chemical Engineering. 115:22-33. 2018
- Actuator and sensor fault isolation of nonlinear systems subject to uncertainty. International Journal of Robust and Nonlinear Control. 28:1996-2013. 2018
- Data Driven Economic Model Predictive Control. Mathematics. 6:51-51. 2018
- Adaptive output‐feedback Lyapunov‐based model predictive control of nonlinear process systems. International Journal of Robust and Nonlinear Control. 28:1597-1609. 2018
- Output-Feedback Lyapunov-Based Predictive Control of Stochastic Nonlinear Systems. IEEE Transactions on Automatic Control. 63:571-577. 2018
- Heating, ventilation and air conditioning systems: Fault detection and isolation and safe parking. Computers and Chemical Engineering. 108:139-151. 2018
- Model predictive control with closed-loop re-identification. Computers and Chemical Engineering. 109:249-260. 2018
- Output-Feedback Lyapunov-Based Predictive Control of Stochastic Nonlinear Systems.. IEEE Trans. Autom. Control.. 63:571-577. 2018
- Utilizing null controllable regions to stabilize input-constrained nonlinear systems. Computers and Chemical Engineering. 108:24-30. 2018
- Prescribing Closed-Loop Behavior Using Nonlinear Model Predictive Control. Industrial & Engineering Chemistry Research. 56:15083-15093. 2017
- Constrained control Lyapunov function-based control of nonlinear systems. Systems & control letters (Print). 110:55-61. 2017
- Subspace-based model identification of a hydrogen plant startup dynamics. Computers and Chemical Engineering. 106:183-190. 2017
- Subspace model identification and model predictive control based cost analysis of a semicontinuous distillation process. Computers and Chemical Engineering. 103:39-57. 2017
- Subspace Identification-Based Modeling and Control of Batch Particulate Processes. Industrial & Engineering Chemistry Research. 56:7491-7502. 2017
- Handling multi‐rate and missing data in variable duration economic model predictive control of batch processes. AIChE Journal. 63:2705-2718. 2017
- Data-Driven Modeling and Quality Control of Variable Duration Batch Processes with Discrete Inputs. Industrial & Engineering Chemistry Research. 56:6962-6980. 2017
- Modeling and Optimization of Protein PEGylation. Industrial & Engineering Chemistry Research. 55:11785-11794. 2016
- Subspace identification for data‐driven modeling and quality control of batch processes. AIChE Journal. 62:1581-1601. 2016
- Fault detection and isolation analysis and design for solution copolymerization of MMA and VAc process. AIChE Journal. 62:1054-1064. 2016
- Multi-rate modeling and economic model predictive control of the electric arc furnace. Journal of Process Control. 40:50-61. 2016
- Offset-Free Model Predictive Control with Explicit Performance Specification. Industrial & Engineering Chemistry Research. 55:995-1003. 2016
- Lyapunov‐based offset‐free model predictive control of nonlinear process systems. Canadian Journal of Chemical Engineering. 93:471-478. 2015
- Model Predictive Quality Control of Polymethyl Methacrylate. IEEE Transactions on Control Systems Technology. 23:687-692. 2015
- Offset-Free Model Predictive Control of a Heat Pump. Industrial & Engineering Chemistry Research. 54:994-1005. 2015
- Introduction to the Special Issue on Energy Efficient Buildings. Journal of Process Control. 24:701-702. 2014
- Safe-Parking of a Hydrogen Production Unit. Industrial & Engineering Chemistry Research. 53:8147-8154. 2014
- Isolation and handling of sensor faults in nonlinear systems. Automatica. 50:1066-1074. 2014
- Constrained control Lyapunov function based model predictive control design. International Journal of Robust and Nonlinear Control. 24:374-388. 2014
- Actuator and sensor fault isolation of nonlinear process systems. Chemical Engineering Science (CES). 104:294-303. 2013
- Data‐driven model predictive quality control of batch processes. AIChE Journal. 59:2852-2861. 2013
- Active fault isolation of nonlinear process systems. AIChE Journal. 59:2435-2453. 2013
- Predictive control methods to improve energy efficiency and reduce demand in buildings. Computers and Chemical Engineering. 51:77-85. 2013
- An adaptive data-based modeling approach for predictive control of batch systems. Chemical Engineering Science (CES). 91:11-21. 2013
- Data-Based Modeling and Control of Nylon-6, 6 Batch Polymerization. IEEE Transactions on Control Systems Technology. 21:94-106. 2013
- Lyapunov-based model predictive control of stochastic nonlinear systems. Automatica. 48:2271-2276. 2012
- Offset-free model predictive control of a vapor compression cycle. Journal of Process Control. 22:1374-1386. 2012
- Integrating data‐based modeling and nonlinear control tools for batch process control. AIChE Journal. 58:2105-2119. 2012
- Generic Mathematical Model for PSA Process. Chemical Product and Process Modeling. 7. 2012
- Energy efficient model predictive building temperature control. Chemical Engineering Science (CES). 69:45-58. 2012
- An integrated fault diagnosis and safe‐parking framework for fault‐tolerant control of nonlinear systems. International Journal of Robust and Nonlinear Control. 22:105-122. 2012
- Latent variable model predictive control for trajectory tracking in batch processes: Alternative modeling approaches. Journal of Process Control. 21:1345-1358. 2011
- Robust model predictive control and fault handling of batch processes. AIChE Journal. 57:1796-1808. 2011
- An Integrated Fault Detection and Isolation and Safe-Parking Framework for Networked Process Systems. Industrial & Engineering Chemistry Research. 50:5667-5679. 2011
- On Constructing Constrained Control Lyapunov Functions for Linear Systems. IEEE Transactions on Automatic Control. 56:5191-5196. 2011
- A safe-parking and safe-switching framework for fault-tolerant control of switched nonlinear systems. International Journal of Control. 84:9-23. 2011
- Safe-Parking Framework for Fault-Tolerant Control of Transport−Reaction Processes. Industrial & Engineering Chemistry Research. 49:4285-4296. 2010
- Latent Variable Model Predictive Control (LV-MPC) for trajectory tracking in batch processes. Journal of Process Control. 20:538-550. 2010
- Safe‐steering of batch process systems. AIChE Journal. 55:2861-2872. 2009
- Safe-Parking of a Styrene Polymerization Process. Industrial & Engineering Chemistry Research. 48:7205-7213. 2009
- A safe-parking framework for plant-wide fault-tolerant control. Chemical Engineering Science (CES). 64:3060-3071. 2009
- Safe-parking of nonlinear process systems: Handling uncertainty and unavailability of measurements. Chemical Engineering Science (CES). 63:5434-5446. 2008
- Safe-parking of nonlinear process systems. Computers and Chemical Engineering. 32:2113-2122. 2008
- Special issue on “Control of networked and complex process systems”. Computers and Chemical Engineering. 32:1963-1963. 2008
- Enhanced stability regions for model predictive control of nonlinear process systems. AIChE Journal. 54:1487-1498. 2008
- Handling sensor malfunctions in control of particulate processes. Chemical Engineering Science (CES). 63:1217-1229. 2008
- Model-based control of particulate processes. Chemical Engineering Science (CES). 63:1156-1172. 2008
- Robust predictive control of switched systems: Satisfying uncertain schedules subject to state and control constraints. International Journal of Adaptive Control and Signal Processing. 22:161-179. 2008
- Isolation and handling of actuator faults in nonlinear systems. Automatica. 44:53-62. 2008
- Robust model predictive control of nonlinear process systems: Handling rate constraints. Chemical Engineering Science (CES). 63:366-375. 2008
- Transition from Batch to Continuous Operation in Bio‐Reactors: A Model Predictive Control Approach and Application. Canadian Journal of Chemical Engineering. 85:416-423. 2007
- Fault‐tolerant control of nonlinear process systems subject to sensor faults. AIChE Journal. 53:654-668. 2007
- A stream in process systems engineering (PSE) in the undergraduate chemical engineering curriculum. ASEE Annual Conference and Exposition, Conference Proceedings. 12.120.1-12.120.21. 2007
- Robust Model Predictive Control Design for Fault-Tolerant Control of Process Systems. Industrial & Engineering Chemistry Research. 45:8565-8574. 2006
- Predictive control of parabolic PDEs with state and control constraints. International Journal of Robust and Nonlinear Control. 16:749-772. 2006
- Stabilization of nonlinear systems with state and control constraints using Lyapunov-based predictive control. Systems & control letters (Print). 55:650-659. 2006
- Integrated fault‐detection and fault‐tolerant control of process systems. AIChE Journal. 52:2129-2148. 2006
- Fault‐tolerant control of nonlinear processes: performance‐based reconfiguration and robustness. International Journal of Robust and Nonlinear Control. 16:91-111. 2006
- A method for PID controller tuning using nonlinear control techniques. AIChE Journal. 51:3292-3299. 2005
- Output feedback control of switched nonlinear systems using multiple Lyapunov functions. Systems & control letters (Print). 54:1163-1182. 2005
- Predictive control of switched nonlinear systems with scheduled mode transitions. IEEE Transactions on Automatic Control. 50:1670-1680. 2005
- Predictive control of crystal size distribution in protein crystallization. Nanotechnology. 16:S562-S574. 2005
- Robust hybrid predictive control of nonlinear systems. Automatica. 41:209-217. 2005
- Hybrid predictive control of process systems. AIChE Journal. 50:1242-1259. 2004
- Hybrid predictive control of nonlinear systems: method and applications to chemical processes. International Journal of Robust and Nonlinear Control. 14:199-225. 2004
- Hybrid Control: Implementing Output Feedback MPC with Guaranteed Stability Region 1. IFAC-PapersOnLine. 37:887-892. 2004
- Uniting bounded control and MPC for stabilization of constrained linear systems. Automatica. 40:101-110. 2004
- Preface. Cochlear Implants International. 4:vii-vii. 2003
- Cell Population Modeling and Parameter Estimation for Continuous Cultures of Saccharomyces cerevisiae. Biotechnology Progress. 18:1010-1026. 2002
- Mechanisms of sulphate aerosol production in clouds: effect of cloud characteristics and season in the Indian region. Tellus, Series B: Chemical and Physical Meteorology. 53:260-272. 2001
- Mechanisms of sulphate aerosol production in clouds: effect of cloud characteristics and season in the Indian region. Tellus, Series B: Chemical and Physical Meteorology. 53:260-260.
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theses
- Closed‐loop dynamic real‐time optimization with stabilizing model predictive control. AIChE Journal. 2021