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All Publications

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  1. Conference Proceedings
    Guiding Reinforcement Learning with Incomplete System Dynamics
    , , , , , ,
    In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024, To Appear). 2024 [PDF] [Video] [Presentation] [arXiv]
  2. Conference Proceedings
    Towards a Robust Deep Reinforcement Learning for Optimization of Heating Setup in Thermoforming Process
    , ,
    In Proceedings of the IISE Annual Conference & Expo 2024. 2024 [PDF]
  3. Journal Paper
    A performance neural network model for conventional solar stills via transfer learning
    ,
    Applied Energy. 2024 [PDF]
  4. Conference Proceedings
    Deep Hankel matrices with random elements
    , , , ,
    In Proceedings of the 6th Annual Learning for Dynamics & Control Conference (L4DC). 2024 [PDF]
  5. Journal Paper
    Data-driven battery capacity estimation using support vector regression and model bagging under fast-charging conditions
    , , , , , ,
    Canadian Journal Of Chemical Engineering. 2024 [PDF]
  6. Conference Proceedings
    Interpretable Data-Driven Capacity Estimation of Lithium-ion Batteries
    , , , , , ,
    In Proceedings of the 12th IFAC International Symposium on Advanced Control of Chemical Processes (ADCHEM). 2024 [PDF]
  7. Conference Proceedings
    Greenhouse Gas Emissions Reduction of a Hybrid-Powered Ferry using Deep Reinforcement Learning for Power Load Distribution
    , ,
    In Proceedings of the 12th IFAC International Symposium on Advanced Control of Chemical Processes (ADCHEM). 2024 [PDF]
  8. Conference Proceedings
    Stable Soft Sensor Modeling for Industrial Systems
    , ,
    In Proceedings of the 7th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS). 2024 [PDF]
  9. Conference Proceedings
    Interpretable Industrial Soft Sensor Design Based on Informer and SHAP
    , , , , , , ,
    In Proceedings of the 12th IFAC International Symposium on Advanced Control of Chemical Processes (ADCHEM). 2024 [PDF]
  10. Journal Paper
    Real-Time Tracking of Renewable Carbon Content with AI-aided Approaches During Co-Processing of Biofeedstocks
    , , , , , , , , ,
    Applied Energy. 2024 [PDF]
  11. Journal Paper
    A Generalizable Method for Capacity Estimation and RUL Prediction in Lithium-Ion Batteries
    , , , , , ,
    Industrial and Engineering Chemistry Research. 2024 [PDF]
  12. Journal Paper
    Stabilizing reinforcement learning control: A modular framework for optimizing over all stable behavior
    , , , ,
    Automatica. 2024 [PDF] [arXiv]
  13. Journal Paper
    A multi-feature-based fault diagnosis method based on the weighted timeliness broad learning system
    , , , ,
    Process Safety and Environmental Protection. 2024 [PDF]
  14. Journal Paper
    Machine learning for industrial sensing and control: A survey and practical perspective
    , , , , , , , , ,
    Control Engineering Practice. 2024 [PDF]
  15. Journal Paper
    Machine Learning in Process Systems Engineering: Challenges and Opportunities
    , , , , , , , , , , , ,
    Computers and Chemical Engineering. 2023 [PDF]
  16. Journal Paper
    Visual Analytics for Process Monitoring: Leveraging Time-Series Imaging for Enhanced Interpretability
    , , ,
    Journal of Process Control. 2023 [PDF]
  17. Journal Paper
    VR/MR Systems Integrated with Heat Transfer Simulation for Training of Thermoforming: A Multicriteria Decision-Making User Study
    , , ,
    Journal of Manufacturing Systems. 2023 [PDF]
  18. Journal Paper
    Targeted deep learning classification and feature extraction for clinical diagnosis
    , , , , ,
    iScience. 2023 [PDF]
  19. Journal Paper
    Drilling process monitoring based on operation mode recognition and dynamic feature extraction
    , , , , ,
    IEEE Transactions on Industrial Electronics. 2023 [PDF]
  20. Journal Paper
    Long Short-Term Memory Network with Transfer Learning for Lithium-ion Battery Capacity Fade and Cycle Life Prediction
    , , , ,
    Applied Energy. 2023 [PDF]
  21. Journal Paper
    Early warning of drillstring faulty conditions based on multi-model fusion in geological drilling processes
    , , , ,
    Journal of Process Control. 2023 [PDF]
  22. Journal Paper
    Simultaneous Digital Twin Identification and Signal-Noise Decomposition through Modified Generalized Sparse Identification of Nonlinear Dynamics
    , ,
    Computers and Chemical Engineering. 2023 [PDF]
  23. Journal Paper
    Adaptive Online Optimization of Alarm Thresholds using Multilayer Bayesian Networks and Active Transfer Entropy
    , , , ,
    Control Engineering Practice. 2023 [PDF]
  24. Journal Paper
    Real-time Process Operation Evaluation and Model Reliability Assessment for Chemi-thermomechanical Pulping Process
    , , , , , , ,
    Control Engineering Practice. 2023 [PDF]
  25. Journal Paper
    The Arc Loss Challenge: A Novel Industrial Benchmark for Process Analytics and Machine Learning
    , , , ,
    Journal of Process Control. 2023 [PDF]
  26. Conference Proceedings
    Frequent Event Pattern Extraction of Drilling Time Series Using Change Point Detection and Event Sequence Generation
    , , , , , ,
    In Proceedings of the 22nd IFAC World Congress. 2023 [PDF] [Slides] [Video]
  27. Journal Paper
    Deep learning-based hybrid reconstruction algorithm for fibre instance segmentation from 3D X-ray tomographic images
    , , , , , , ,
    Chemical Journal of Chemical Engineering. 2023 [PDF]
  28. Conference Proceedings
    A Vision-based Deep Learning Platform for Human Motor Activity Recognition
    , , ,
    In Proceedings of the 12th International Conference on Modern Circuits and Systems Technologies (MOCAST, To Appear). 2023 [PDF]
  29. Conference Proceedings
    Neural network and Sparse Identification of Nonlinear Dynamics Integrated Algorithm for Digital Twin Identification
    , , ,
    In Proceedings of the 22nd IFAC World Congress. 2023 [PDF] [Slides] [Video]
  30. Conference Proceedings
    Reinforcement Learning with Partial Parametric Model Knowledge
    , , , ,
    In Proceedings of the 22nd IFAC World Congress. 2023 [PDF] [Video] [arXiv]
  31. Conference Proceedings
    A modular framework for stabilizing deep reinforcement learning control
    , , , ,
    In Proceedings of the 22nd IFAC World Congress. 2023 [PDF] [Slides] [Video] [arXiv]
  32. Conference Proceedings
    Data Quality Over Quantity: Pitfalls and Guidelines for Process Analytics
    , , , ,
    In Proceedings of the 22nd IFAC World Congress. 2023 [PDF] [Slides] [Video] [arXiv]
  33. Conference Proceedings
    Interpretable Soft Sensors using Extremely Randomized Trees and SHAP
    , , , , , , ,
    In Proceedings of the 22nd IFAC World Congress. 2023 [PDF] [Slides] [Video]
  34. Conference Proceedings
    An Interactive Digital Twin of a Composite Manufacturing Process for Training Operators via Immersive Technology
    , , , , ,
    In Proceedings of the 25th International Conference on Human-Computer Interaction. 2023 [PDF]
  35. Journal Paper
    False alarm reduction in drilling process monitoring using virtual sample generation and qualitative trend analysis
    , , , , ,
    Control Engineering Practice. 2023 [PDF]
  36. Journal Paper
    Evaluation of Logistic Regression and Support Vector Machine Approaches for XRF Based Particle Sorting for a Copper Ore
    , , ,
    Minerals Engineering. 2023 [PDF]
  37. Journal Paper
    Automated deep reinforcement learning for real-time scheduling strategy of multi-energy system integrated with post-carbon and direct-air carbon captured system
    , , , ,
    Applied Energy. 2023 [PDF]
  38. Journal Paper
    Tracking the green coke production when co-processing lipids at a commercial fluid catalytic cracker (FCC): combining isotope 14C and causal discovery analysis
    , , , , , , , ,
    Sustainable Energy & Fuels. 2022 [PDF]
  39. Conference Proceedings
    Meta-Reinforcement Learning for Adaptive Control of Second Order Systems
    , , , , ,
    In Proceedings of the 7th International Symposium on Advanced Control of Industrial Processes (AdCONIP). 2022 [PDF] [Video]
  40. Journal Paper
    Causal Discovery based on Observational Data and Process Knowledge in Industrial Processes
    , , , , , , ,
    Industrial & Engineering Chemistry Research. 2022 [PDF]
  41. Conference Proceedings
    Soft Sensor Change Point Detection and Root Cause Analysis
    , , , ,
    Society of Instrument and Control Engineers (SICE) Annual Conference, Kumamoto, Japan (To Appear). 2022 [PDF] [Slides]
  42. Journal Paper
    Meta-Reinforcement Learning for the Tuning of PI Controllers: An Offline Approach
    , , , , ,
    Journal of Process Control. 2022 [PDF]
  43. Conference Proceedings
    Online Capacity Estimation of Lithium-ion Batteries by Partial Incremental Capacity Curve
    , , , ,
    Proceedings of the 19th IEEE Vehicle Power and Propulsion Conference (To Appear). 2022 [PDF]
  44. Journal Paper
    Elucidation of the Mechanistic Aspects of Chemical EOR in Viscous Oil Systems
    , , , , ,
    Journal of Petroleum Science and Engineering. 2022 [PDF]
  45. Journal Paper
    A review on the integrated optimization techniques and machine learning approaches for modeling, prediction, and decision making on integrated energy systems
    , , , , , ,
    Renewable Energy. 2022 [PDF]
  46. Journal Paper
    Data-driven capacity estimation of commercial lithium-ion batteries from voltage relaxation
    , , , , , , , , , , , , ,
    Nature Communications. 2022 [PDF] [Code]
  47. Conference Proceedings
    Time-Variant Digital Twin Modeling through the Kalman-Generalized Sparse Identification of Nonlinear Dynamics
    , , ,
    In Proceedings of the 2022 American Control Conference (ACC). 2022 [PDF]
  48. Conference Proceedings Young Author Award
    Visual Analytics: A New Paradigm for Process Monitoring
    , ,
    13th IFAC Symposium on Dynamics and Control of Process Systems, including Biosystems (DYCOPS). 2022 [PDF]
  49. Journal Paper
    Process Monitoring using Domain-Adversarial Probabilistic Principal Component Analysis: A Transfer Learning Framework
    , ,
    IEEE Transactions on Industrial Informatics. 2022 [PDF]
  50. Patent
    Process controller with meta-reinforcement learning
    , , , , ,
    U.S. Patent Application No. 17/653,175.. 2022
  51. Patent
    Application of simple random search approach for reinforcement learning to controller tuning parameters
    , , ,
    U.S. Patent No. 11,307,562. 2022
  52. Patent
    Method and system for directly tuning PID parameters using a simplified actor-critic approach to reinforcement learning
    , , ,
    U.S. Patent No. 11,500,337. 2022
  53. Patent
    Model-plant mismatch detection with support vector machine for cross-directional process behavior monitoring
    , , , , ,
    U.S. Patent No. 11,449,046. 2022
  54. Journal Paper
    Interactive Visualization for Diagnosis of Industrial Model Predictive Controllers with Steady-State Optimizers
    , , ,
    Control Engineering Practice. 2021 [PDF] [Thesis] [Video]
  55. Journal Paper
    Determining the amount of 'green' coke generated when co-processing lipids commercially by fluid catalytic cracking (FCC)
    , , , , , , ,
    Biofuels, Bioproducts and Biorefining. 2021 [PDF]
  56. Journal Paper
    Deep Reinforcement Learning with Shallow Controllers: An Experimental Application to PID Tuning
    , , , , ,
    Control Engineering Practice. 2021 [PDF]
  57. Journal Paper
    A Cost Analysis of Mobile and Stationary Pellet Mills for Mitigating Wildfire Costs
    , , , , ,
    Journal of Sustainable Bioenergy Systems. 2021 [PDF]
  58. Journal Paper
    Ancillary Impacts of Harvest Residue Pelletization
    , , , , ,
    Journal of Sustainable Bioenergy Systems. 2021 [PDF]
  59. Journal Paper
    Identifying Indicator Species in Ecological Habitats using Deep Optimal Feature Learning
    , ,
    PLOS ONE. 2021 [PDF] [Code]
  60. Journal Paper
    Visualization of Multiscale Ring Formation in a Rotary Kiln
    , , , , ,
    Nordic Pulp and Paper Research Journal. 2021 [PDF] [Code]
  61. Journal Paper
    Representation Learning and Predictive Classification: Application with an Electric Arc Furnace
    , , , , , , , ,
    Computers & Chemical Engineering. 2021 [PDF]
  62. Conference Proceedings Keynote Presentation
    A Meta-Reinforcement Learning Approach to Process Control
    , , , ,
    In Proceedings of the 16th IFAC International Symposium on Advanced Control of Chemical Processes (ADCHEM 2021). 2021 [PDF] [Slides] [Video] [arXiv]
  63. Conference Proceedings
    Learning Physics Based Models of Lithium-ion Batteries
    , ,
    In Proceedings of the 16th IFAC International Symposium on Advanced Control of Chemical Processes (ADCHEM 2021). 2021 [PDF]
  64. Journal Paper
    Model-Plant Mismatch Detection for Cross-directional Processes
    , , , , ,
    ISA Transactions. 2021 [PDF]
  65. Conference Proceedings NeurIPS Spotlight
    Almost Surely Stable Deep Dynamics
    , , ,
    In Proceedings of Advances in Neural Information Processing Systems 33 (NeurIPS 2020). 2020 [PDF] [Code] [Poster] [Video] [arXiv]
  66. Journal Paper
    Data-driven Dynamic Inferential Sensors Based on Causality Analysis
    , , , ,
    Control Engineering Practice. 2020 [PDF]
  67. Journal Paper
    A Tractable Approximation for Stochastic MPC and Application to Mechanical Pulping Processes
    , , , ,
    Computers & Chemical Engineering. 2020 [PDF] [Thesis]
  68. Conference Proceedings
    Process Analytics And Machine Learning to Predict Arc Loss In An Electric Arc Furnace
    , , , , , ,
    In proceedings of the 59th Conference of Metallurgists. 2020 [PDF] [Video]
  69. Conference Proceedings
    Modern Machine Learning Tools for Monitoring and Control of Industrial Processes: A Survey
    , , , , , , , ,
    In Proceedings of the 21st IFAC World Congress. 2020 [PDF] [Supplementary Info]
  70. Conference Proceedings
    Deep Neural Network Approximation of Nonlinear Model Predictive Control
    ,
    In Proceedings of the 21st IFAC World Congress. 2020 [PDF] [Slides] [Video]
  71. Conference Proceedings
    Optimal PID and Antiwindup Control Design as a Reinforcement Learning Problem
    , , , , ,
    In Proceedings of the 21st IFAC World Congress. 2020 [PDF] [Video] [arXiv]
  72. Conference Proceedings
    Reinforcement Learning based Design of Linear Fixed Structure Controllers
    , , , , ,
    In Proceedings of the 21st IFAC World Congress. 2020 [PDF] [Video] [arXiv]
  73. Journal Paper
    A Novel Approach to Alarm Causality Analysis Using Active Dynamic Transfer Entropy
    , , , ,
    Industrial & Engineering Chemistry Research. 2020 [PDF]
  74. Journal Paper
    Support vector machine approach for model-plant mismatch detection
    , , , , ,
    Computers & Chemical Engineering. 2020 [PDF]
  75. Journal Paper
    Effects of cysteine, asparagine or glutamine limitations in CHO cell batch and fed‐batch cultures
    , , , , , , ,
    Biotechnology Progress. 2020
  76. Patent
    Closed-loop model parameter identification techniques for industrial model-based process controllers
    , , , , , ,
    U.S. Patent No. 10,761,522. 2020
  77. Patent
    Model-plant mismatch detection using model parameter data clustering for paper machines or other systems
    , , , , ,
    U.S. Patent No. 10,809,674. 2020
  78. Journal Paper
    A Comparison of Clustering and Prediction Methods for Identifying Key Chemical–Biological Features Affecting Bioreactor Performance
    , , ,
    Processes. 2019 [PDF] [Code]
  79. Journal Paper
    Identification of symmetric noncausal processes: Cross-directional modeling of paper machines
    , , , , , ,
    Automatica. 2019 [PDF]
  80. Journal Paper
    Systematic development of a new variational autoencoder model based on uncertain data for monitoring nonlinear processes
    , , , ,
    IEEE Access. 2019 [PDF]
  81. Journal Paper Top 10% Most Downloaded
    Towards Self-Driving Processes: A Deep Reinforcement Learning Approach to Control
    , , , ,
    AIChE Journal. 2019 [PDF]
  82. Journal Paper
    An economic model predictive control framework for mechanical pulping processes
    , , , ,
    Control Engineering Practice. 2019 [PDF]
  83. Journal Paper
    Design and application of a database-driven PID controller with data-driven updating algorithm
    , ,
    Industrial & Engineering Chemistry Research. 2019 [PDF]
  84. Journal Paper
    Data-Driven Dynamic Modeling and Online Monitoring for Multiphase and Multimode Batch Processes with Uneven Batch Durations
    , , , ,
    Industrial & Engineering Chemistry Research. 2019 [PDF]
  85. Journal Paper
    Development and Characterization of a Non-Intrusive Sensor to Measure Wear in Centrifugal Pumps
    , , , ,
    IEEE Sensors Journal. 2019 [PDF]
  86. Journal Paper
    Univariate model-based deadband alarm design for nonlinear processes
    ,
    Industrial & Engineering Chemistry Research. 2019 [PDF]
  87. Journal Paper
    Machine Direction Adaptive Control on a Paper Machine
    , , , , ,
    Industrial & Engineering Chemistry Research. 2019 [PDF]
  88. Conference Proceedings
    Intelligent Processes: Leveraging the Data Revolution for Decision and Control

    In proceedings of AIChE Spring Meeting and 15th Global Congress on Process Safety. 2019
  89. Conference Proceedings
    Assessment of Simplifications to a Pseudo–2D Electrochemical Model of Li-ion Batteries
    , ,
    In Proceedings of the 12th IFAC Symposium on Dynamics and Control of Process Systems, including Biosystems (DYCOPS 2019).
    pp. 946-951. 2019     [PDF]
  90. Patent
    Optimal closed-loop input design for identification of flat sheet process models
    , , , , ,
    U.S. Patent No. 10,459,428. 2019
  91. Journal Paper
    Locality preserving discriminative canonical variate analysis for fault diagnosis
    , , , ,
    Computers & Chemical Engineering. 2018 [PDF]
  92. Journal Paper
    Application of neural networks for optimal-setpoint design and MPC control in biological wastewater treatment
    , , ,
    Computers & Chemical Engineering. 2018 [PDF]
  93. Journal Paper
    Deep learning of complex batch process data and its application on quality prediction
    , , ,
    IEEE Transactions on Industrial Informatics. 2018 [PDF]
  94. Journal Paper
    Sparse canonical variate analysis approach for process monitoring
    , , , ,
    Journal of Process Control. 2018 [PDF]
  95. Journal Paper
    A switching strategy for adaptive state estimation
    , , , ,
    Signal Processing. 2018 [PDF]
  96. Conference Proceedings
    An Efficient Model Based Control Algorithm for the Determination of an Optimal Control Policy for a Constrained Stochastic Linear System
    , , ,
    In Proceedings of the 10th ADCHEM Conference, Shengyang, China.
    pp. 590-595. 2018     [PDF]
  97. Conference Proceedings Invited Paper
    Pattern and Knowledge Extraction using Process Data Analytics: A Tutorial
    , , , , ,
    In Proceedings of the 10th ADCHEM Conference, Shengyang, China.
    pp. 13-18. 2018     [Code]
  98. Conference Proceedings Invited Paper
    A Deep Learning Architecture for Predictive Control
    , , ,
    In Proceedings of the 10th ADCHEM Conference, Shenyang, China.
    pp. 512-517. 2018     [PDF]
  99. Conference Proceedings
    State of Health Estimation for Lithium-Ion Batteries
    , , , ,
    In Proceedings of the 10th ADCHEM Conference, Shenyang, China.
    pp. 661-665. 2018     [PDF]
  100. Journal Paper
    Optimization of sawmill residues collection for bioenergy production
    , ,
    Applied Energy. 2017 [PDF]
  101. Journal Paper
    A quantile-based scenario analysis approach to biomass supply chain optimization under uncertainty
    , , ,
    Computers & Chemical Engineering. 2017 [PDF]
  102. Conference Proceedings
    Fault identification with modified reconstruction-based contribution based on kernel principal component analysis
    , ,
    In proceedings of 11th Asian Control Conference (ASCC). 2017
  103. Journal Paper
    Design and assessment of delay timer alarm systems for nonlinear chemical processes
    , ,
    AIChE Journal. 2017 [PDF]
  104. Conference Proceedings
    Noncausal modeling and closed-loop optimal input design for cross-directional processes of paper machines
    , , , , , , ,
    American Control Conference.
    pp. 2837-2842. 2017     [PDF] [Slides]
  105. Journal Paper
    A switching strategy for adaptive state estimation
    , , ,
    Signal Processing. 2017 [PDF]
  106. Conference Proceedings
    A Constrained k-means and Nearest Neighbor Approach for Route Optimization: With an application to the Bale Collection
    , ,
    In Proceedings of IFAC World Congress.
    pp. 12125-12130. 2017
  107. Conference Proceedings
    Model-Plant Mismatch Detection with Support Vector Machines
    , , , , , , , , , ,
    In Proceedings of IFAC World Congress.
    pp. 7993-7998. 2017
  108. Conference Proceedings
    Deep Reinforcement Learning Approaches for Process Control
    , , ,
    In Proceedings of ADCONIP.
    pp. 201-206. 2017     [PDF]
  109. Journal Paper
    Performance assessment of cross-directional control for paper machines
    , , , , ,
    IEEE Transactions on Control Systems Technology. 2016
  110. Journal Paper
    State of charge estimation in Li-ion batteries: A particle filter approach
    , , ,
    Journal of Power Sources, 331.
    pp. 208 – 223. 2016
  111. Journal Paper
    Particle filtering without tears: A primer for beginners
    , ,
    Computers & Chemical Engineering. 2016
  112. Journal Paper
    Regularized maximum likelihood estimation of sparse stochastic monomolecular biochemical reaction networks
    , , , , ,
    Computers & Chemical Engineering, 90(7).
    pp. 111 – 120. 2016
  113. Journal Paper
    LIONSIMBA — A Matlab framework based on a finite volume model suitable for Li-ion battery design, simulation, and control
    , , , ,
    Journal of The Electrochemical Society, 163(7).
    pp. 4536 – 4541. 2016     [PDF] [Code]
  114. Journal Paper
    Performance assessment of cross-direction control for paper machines
    , , , , ,
    IEEE Transactions on Control Systems in Technology. 2016 [PDF]
  115. Journal Paper
    A Novel Self-Administered Method for Assessing Insulin Sensitivity in Diabetic Patients
    , ,
    Journal of Medical and Biological Engineering. 2016 [PDF]
  116. Conference Proceedings
    Multi-objective Economic Model Predictive Control of Mechanical Pulping Processes
    , , , ,
    In Proceedings of the 55th IEEE Conference on Decision and Control, Las Vegas, USA.
    pp. 4040-4045. 2016
  117. Conference Proceedings
    Blood Glucose Regulation in Type II Diabetes Using Predictive Control Strategy with Asymmetric Objective Function and Soft Constraints
    , , , ,
    In Proceedings of the 2nd Global Conference on Biomedical Engineering, Taipei, Taiwan. 2016
  118. Conference Proceedings
    Model-based fault detection of glucose-insulin system
    , ,
    In proceedings of American Control Conference, Boston, USA.
    pp. 3994 – 3999. 2016
  119. Conference Proceedings
    Robust model based delay timer alarm for nonlinear processes

    In proceedings of American Control Conference, Boston, USA.
    pp. 2989 – 2994. 2016
  120. Conference Proceedings
    Economic nonlinear model predictive control for thermo-mechanical pulping processes
    , , , , ,
    In proceedings of American Control Conference, Boston, USA.
    pp. 1796 – 1801. 2016
  121. Conference Proceedings
    A Transfer Entropy Method to Quantify Causality in Stochastic Nonlinear Systems
    , , , ,
    In proceedings of 11th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Trondheim, Norway.
    pp. 454 – 459. 2016
  122. Conference Proceedings Invited Paper
    Economic optimization of sawmill residues collection for bioenergy conversion
    , ,
    In proceedings of 11th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Trondheim, Norway.
    pp. 857 – 862. 2016     [PDF] [Slides]
  123. Conference Proceedings
    Real-time model predictive control for the optimal charging of a lithium-ion battery
    , , , , , , , ,
    In proceedings of the American Control Conference, Chicago, IL, USA. 2015
  124. Journal Paper
    A comprehensive compartmental model of blood glucose regulation for healthy and type II diabetic subjects
    , , ,
    Medical and Biological Engineering and Computing. 2015 [PDF]
  125. Journal Paper
    Impact of model plant mismatch on performance of control systems: An application to paper machine control
    , , , , ,
    Control Engineering Practice. 2015
  126. Journal Paper
    Detection of abnormalities in type II diabetic patients using particle filters
    , , ,
    Journal of Medical and Biological Engineering. 2015
  127. Conference Proceedings Invited Paper
    Robust optimization of competing biomass supply chains under feedback uncertainty
    , , ,
    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Whistler, Canada.
    pp. 1223 – 1228. 2015
  128. Conference Proceedings
    Moving horizon predictive input design for closed loop identification
    , , , , ,
    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Whistler, Canada.
    pp. 135 – 140. 2015
  129. Conference Proceedings
    Model predictive control in industry: Challenges and opportunities
    , , ,
    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Whistler, Canada.
    pp. 532 – 539. 2015
  130. Conference Proceedings
    Overload detection in semi-autogenous grinding: A nonlinear process monitoring approach
    ,
    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Whistler, Canada.
    pp. 961 – 966. 2015
  131. Conference Proceedings
    A novel algorithm for model-plant mismatch detection for model predictive controllers
    , , ,
    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Whistler, Canada.
    pp. 747 – 753. 2015
  132. Conference Proceedings
    Evaluation of treatment regimens for blood glucose control in type II diabetic patients using mathematical modeling
    , , , ,
    In proceedings of 34th Chinese Control Conference, Nanjing, China.
    pp. 8519 – 8524. 2015
  133. Conference Proceedings
    Cross-directional controller performance monitoring for paper machines
    , , , , , , ,
    In proceedings of American Control Conference, Chicago, USA.
    pp. 4970 – 4975. 2015
  134. Conference Proceedings
    Detecting model-plant mismatch without external excitation
    , , , , , , ,
    In proceedings of American Control Conference, Chicago, USA.
    pp. 4976 – 4981. 2015
  135. Journal Paper
    Assessment of type II diabetes mellitus using irregularly sampled measurements with missing data
    , , , , ,
    Bioprocess and Biosystems Engineering. 2014
  136. Journal Paper
    Increased CHO cell fed-batch monoclonal antibody production using the autophagy inhibitor 3-MA or gradually increasing osmolality
    , , , , , , , ,
    Biochemical Engineering Journal. 2014
  137. Journal Paper
    A Moving Horizon Approach to Input Design for Closed Loop Identification
    , ,
    Journal of Process Control. 2014
  138. Journal Paper Invited Paper
    Performance assessment, diagnosis, and optimal selection of non-linear state filters
    , , ,
    Journal of Process Control. 2014
  139. Journal Paper
    Nonlinear Process Monitoring Using Supervised Locally Linear Embedding Projection
    , , , , ,
    Industrial and Engineering Chemistry Research. 2014
  140. Journal Paper
    Robust Level Control of a Dry-Surge Ore Pile
    , , , , ,
    Canadian Journal of Chemical Engineering. 2014
  141. Conference Proceedings
    Sensitivity of MIMO Controller Performance to Model-Plant Mismatch with Applications to Paper Machine Control
    , , , , , ,
    In Proceedings of IEEE Multi Conference on Systems and Control. 2014
  142. Conference Proceedings Keynote Presentation
    An Algorithm for Optimal Charging of Li-ion Batteries Using a Single Particle Model
    ,
    In Proceedings of the 5th International Symposium on Advanced Control of Industrial Processes, Hiroshima, Japan. 2014
  143. Conference Proceedings
    Fault Isolation Based on General Observer Scheme in Stochastic Nonlinear State-Space Models Using Particle Filters
    , , ,
    In Proceedings of the 5th International Symposium on Advanced Control of Industrial Processes, Hiroshima, Japan.
    pp. 537 – 542. 2014
  144. Conference Proceedings
    Alarm Design for Nonlinear Stochastic Systems
    , , ,
    In Proceedings of the 11th World Congress on Intelligent Control and Automation, Shenyang, China. 2014
  145. Conference Proceedings
    Sensitivity of Controller Performance Indices to Model-Plant Mismatch: An Application to Paper Machine Control
    , , , , , ,
    In Proceedings of American Control Conference (ACC), Portland, USA.
    pp. 3506 – 3511. 2014
  146. Conference Proceedings
    Sparse Identification in Chemical Master Equations for Monomolecular Reaction Networks
    , , , , ,
    In Proceedings of American Control Conference (ACC), Portland, USA.
    pp. 3698 – 3703. 2014
  147. Journal Paper
    Use of Molecular Dynamics for the Refinement of an Electrostatic Model for the In Silico Design of a Polymer-Based Antidote for the Anticoagulant Fondaparinux
    , , ,
    Journal of Medical and Biological Engineering, Vol. 2013, Article ID 487387, 11 pages. 2013
  148. Journal Paper
    A Particle Filter Approach to Approximate Posterior Cramer-Rao Lower Bound: The Case of Hidden States
    , , ,
    IEEE Transactions on Aerospace and Electronic Sytems. 2013
  149. Journal Paper Top 15 most downloaded papers, Apr-Aug 2013
    On simultaneous on-line state and parameter estimation in non-linear state-space models
    , , ,
    Journal of Process Control. 2013
  150. Conference Proceedings Invited Paper
    State of Charge Estimation in Li-ion Batteries Using an Isothermal Pseudo Two Dimensional Model
    ,
    In proceedings of 10th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Mumbai, India.
    pp. 135 – 140. 2013
  151. Conference Proceedings
    A Moving Horizon Approach to Multivariable Input Design in General Linear Systems with Constraints
    , ,
    In proceedings of 10th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Mumbai, India.
    pp. 577 – 582. 2013
  152. Conference Proceedings
    Evaluation of Adaptive State Estimation of Algorithms for State Estimation in Presence of Model-Plant Mismatch
    , , ,
    In proceedings of 10th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Mumbai, India.
    pp. 184 – 189. 2013
  153. Conference Proceedings
    A Comparison of Moving Horizon and Bayesian State Estimators with an Application to a pH Process
    , , ,
    In proceedings of 10th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Mumbai, India.
    pp. 160 – 165. 2013
  154. Conference Proceedings Best Presentation Award
    Bayesian Idnetification of Non-linear State-space Models: Part I – Input Design
    , , ,
    In proceedings of 10th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Mumbai, India.
    pp. 631 – 636. 2013
  155. Conference Proceedings
    Optimal Control and State Estimation of Lithium-ion Batteries Using Reformulated Models
    , , , , ,
    In proceedings of American Control Conference, Washington DC, USA.
    pp. 5350 – 5355. 2013
  156. Conference Proceedings
    Constrained Dual Ensemble Kalman Filter for State and Parameter Estimation
    , , , ,
    In proceedings of American Control Conference, Washington D.C., USA.
    pp. 3093 – 3098. 2013
  157. Journal Paper Invited Paper
    Fault Detection and Isolation in Stochastic Non-linear State-Space Models Using Particle Filters
    , , ,
    Control Engineering Practice. 2012
  158. Journal Paper Invited Paper
    Nonlinear Bayesian State Estimation: Review and Recent Trends
    , , , , ,
    Control Engineering Practice. 2012
  159. Journal Paper
    A Feedback Glucose Control Strategy for Type II Diabetes Mellitus Based on Fuzzy Logic
    , , , , ,
    Canadian Journal of Chemical Engineering. 2012
  160. Journal Paper
    Parameter Estimation under Hidden Variables: An Application to a Biotech Process
    , , , , ,
    Canadian Journal of Chemical Engineering.
    pp. 690 – 702. 2012
  161. Conference Proceedings
    Performance Assessment of Nonlinear State Filters
    , ,
    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Singapore.
    pp. 371 – 376. 2012
  162. Journal Paper
    Characterization of gas–solid fluidization: A comparative study of acoustic and pressure signals
    , , , , , ,
    Powder Technology.
    pp. 200 – 210. 2011
  163. Journal Paper
    Developing a Physiological Model for Type II Diabetes Mellitus
    , , ,
    Biochemical Engineering Journal. 2011
  164. Journal Paper
    Parameter estimation in nonlinear chemical and biological processes with unmeasured variables from small data sets
    , ,
    Chemical Engineering Science. 2011
  165. Journal Paper
    Pharmacokinetic-Pharmacodynamic Modeling of Metformin for the Treatment of Type II Diabetes Mellitus
    , , , ,
    Open Biomedical Engineering Journal. 2011
  166. Journal Paper
    In Silico Design of Polymeric Antidote for Anticoagulant Fondaparinux
    , , , ,
    Journal of Medical and Biological Engineering. 2011
  167. Conference Proceedings
    An Algorithm for Fault Isolation in Stochastic Non-linear State-Space Models Using Particle Filters
    , , ,
    In Proceedings of Canadian Congress of Applied Mechanics (CANCAM), Vancouver, Canada.
    pp. 37 – 40. 2011
  168. Conference Proceedings
    Experiment design for nonlinear stochastic systems – A Particle Filter Approach
    , ,
    In Proceedings of International Federation of Automatic Control World Congress.
    pp. 13191 – 13196. 2011
  169. Conference Proceedings
    A Compressed Sensing Approach to Separation of Machine and Cross Direction Data on a Paper Machine
    , , , , ,
    In Proceedings of International Federation of Automatic Control World Congress.
    pp. 4266 – 4271. 2011
  170. Conference Proceedings
    Detection of Organ Dysfunction in Type II Diabetic Patients
    , ,
    In Proceedings of American Control Conference, San Fransisco, USA.
    pp. 4769 – 4774. 2011
  171. Conference Proceedings
    An Algorithm for Fault Detection in Stochastic Non-linear State-Space Models Using Particle Filters
    , , ,
    In Proceedings of International Symposium on Advanced Control of Industrial Processes (ADCONIP), Hangzhou, China.
    pp. 60 – 65. 2011
  172. Conference Proceedings
    Nonlinear Bayesian State Estimation: Review and Recent Trends
    , , , , ,
    In Proceedings of International Symposium on Advanced Control of Industrial Processes (ADCONIP), Hangzhou, China.
    pp. 450 – 455. 2011
  173. Conference Proceedings
    A Feedback Glucose Control Strategy for Type II Diabetes Mellitus
    , , , ,
    In Proceedings of International Symposium on Advanced Control of Industrial Processes (ADCONIP), Hangzhou, China.
    pp. 349 – 352. 2011
  174. Journal Paper
    A Comparison of Simultaneous State and Parameter Estimation Schemes for a Continuous Fermenter Reactor
    , , , , ,
    Journal of Process Control. 2010
  175. Journal Paper
    Nonlinear System Identification under Missing Observations: The Case of Unknown Model Structure

    Journal of Process Control 20(3).
    pp. 314 – 324. 2010
  176. Conference Proceedings
    Nonlinear System Identification: A Compressed Sensing Approach
    ,
    In proceedings of 9th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Leuven, Belgium.
    pp. 575 – 580. 2010
  177. Conference Proceedings
    Economic performance assessment with optimized LQG benchmarking in MIMO systems
    , , , , ,
    In proceedings of 9th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Leuven, Belgium.
    pp. 761 – 766. 2010
  178. Conference Proceedings
    Energy Management Optimization in a Pulp and Paper Mill Cogeneration Facility
    , , , , ,
    In proceedings of American Control Conference (ACC), Maryland, USA.
    pp. 1229 – 1234. 2010
  179. Conference Proceedings
    Development of a physiological model for patients with type 2 Diabetes mellitus
    , , , ,
    In proceedings of American Control Conference (ACC), Maryland, USA.
    pp. 2027 – 2032. 2010
  180. Journal Paper
    A Note on Separation of Machine and Cross Directional Data on a Paper Machine
    , , , ,
    Nordic Pulp and Paper Research Journal.
    pp. 273 – 277. 2009
  181. Conference Proceedings
    Identification of Nonlinear State-Space Models: The Case of Unknown Model Structure

    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Istanbul, Turkey.
    pp. 489 – 494. 2009
  182. Conference Proceedings
    Particle Filter Approach to Nonlinear System Identification under Missing Observations with a Real Application
    , , ,
    In proceedings of International Federation of Automatic Control (IFAC) Conference on System Identification, St. Malo, France.
    pp. 804 – 809. 2009
  183. Conference Proceedings
    Comparison of Expectation-Maximization based parameter estimation using Particle Filter, Unscented and Extended Kalman Filtering techniques
    , , , , ,
    In proceedings of International Federation of Automatic Control (IFAC) Conference on System Identification, St. Malo, France.
    pp. 810 – 815. 2009
  184. Journal Paper
    A Particle Filter Approach to Identification of Nonlinear Processes under Missing Observations

    Canadian Journal of Chemical Engineering 86(6), 1081. 2008
  185. Journal Paper
    An Online Non-intrusive Method for Alignment between Actuators and their Response Centers on a Paper Machine
    , , ,
    ISA Transactions. 2008
  186. Journal Paper
    Adaptive Signal Processing of Asset Price Dynamics with Predictability Analysis
    , , ,
    Journal of Information Sciences. 2008
  187. Conference Proceedings
    Particle Filter Approach to Identification of Nonlinear State-Space Models: An Application to a Fermenter
    , ,
    In proceedings of International Symposium on Advanced Control of Industrial Processes (ADCONIP), Jasper, Canada.
    pp. 353 – 358. 2008
  188. Conference Proceedings
    Parameter Estimation Using Sparse and Irregularly Sampled Data from Multiple Experiments
    , , , ,
    In proceedings of International Symposium on Advanced Control of Industrial Processes (ADCONIP), Jasper, Canada.
    pp. 335 – 340. 2008
  189. Conference Proceedings
    Identification of Nonlinear Processes with Known Model Structure under Missing Observations

    In proceedings of International Federation of Automatic Control (IFAC) World Congress, Seoul, Korea.
    pp. 6478 – 6483. 2008
  190. Journal Paper
    Identification of Delay Dominant Recycle Systems
    , , , ,
    Journal of Process Control. 2006
  191. Journal Paper Top 25 articles in the journal from Jan – March 2006
    Identification of Chemical Processes with Irregular Output Sampling
    , , , ,
    Control Engineering Practice. 2006
  192. Conference Proceedings
    Identification of Symmetric Non-causal Processes: Cross-directional modeling of paper machines
    , , , ,
    In proceedings of IEEE Conference on Decision and Control, San Diego, USA.
    pp. 6744 – 6749. 2006
  193. Conference Proceedings
    An Online Nonintrusive Method for Alignment between Actuators and their Response Centres
    , , , ,
    In proceedings of Control Systems Conference, Temepere, Finland.
    pp. 203 – 209. 2006
  194. Conference Proceedings
    MD-CD Separation, Mapping and Model Identification in a Paper Machine: A Discussion Paper
    , , ,
    In proceedings of Control Systems Conference, Tempere, Finland. 2006
  195. Conference Proceedings
    Autonomous Alignment of CD Control on Paper Machines
    , , , , ,
    In proceedings of Control Systems Conference, Tempere, Finland.
    pp. 209 – 215. 2006
  196. Journal Paper
    Robust Adaptive Control for Strict-Feedback Non-linear Systems
    , , , ,
    Asian Journal of Control. 2005
  197. Conference Proceedings
    Predictability Analysis of Asset Price Dynamics under the HMM Paradigm
    , , ,
    In proceedings of Stochastic Calculus and its Applications to Quantitative Finance and Electrical Engineering Conference, Calgary, Canada. 2005
  198. Journal Paper
    Grey-Box Identification of Dynamical Models in a Thermo-Mechanical Pulp Mill
    , , ,
    Journal of Process Control. 2004
  199. Journal Paper
    MPC Relevant Identification – Tuning the Noise Model
    , ,
    Journal of Process Control. 2004
  200. Conference Proceedings
    Detecting Sustained Plant-Wide Oscillations Using Spectral Envelope
    ,
    In proceedings of IEEE Advanced Process Control Applications for Industry Workshop, Vancouver, Canada. 2004
  201. Journal Paper
    Robust Adaptive Back-stepping Control Based on High-Gain Feedback and Its Application to a CSTR
    , , , , ,
    Trans. of the Japan Society of Mechanical Engineers.
    pp. 143-150. 2003
  202. Journal Paper
    A Robust Non-linear Adaptive Backstepping Controller for a CSTR
    , ,
    Ind. Eng. Chem. Res. 2003
  203. Journal Paper
    The Nature of Data Pre-filters in MPC Relevant Identification – Open and Closed Loop Issues
    , ,
    Automatica. 2003
  204. Conference Proceedings
    System Identification from Multi-Rate Data
    , ,
    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Hong Kong, China.
    pp. 159-165. 2003
  205. Conference Proceedings
    Identifying Multi-Rate Chemical Processes – An Expectation Maximization Approach
    , ,
    In proceedings of International Symposium on Process Systems Engineering and Control, Mumbai, India.
    pp. 271-276. 2003

    206. 2002 | Scroll up

  206. Conference Proceedings
    Bias Distribution in MPC Relevant Identification
    , ,
    In proceedings of International Federation of Automatic Control (IFAC) World Congress, Barcelona, Spain.
    pp. 2196-2201. 2002
  207. Conference Proceedings Best Paper in Session Award
    Experiment Design for MPC Relevant Identification
    , ,
    In proceedings of American Control Conference (ACC), Anchorage, USA.
    pp. 2713-2718. 2002
  208. Conference Proceedings
    Robust High-gain Adaptive Control for Non-linear Systems with Uncertainties and Its Application to a CSTR Control
    , , , , ,
    In proceedings of International Symposium on Advanced Control of Industrial Processes (ADCONIP), Kumamoto, Japan.
    pp. 303-308. 2002
  209. Conference Proceedings
    Robust Adaptive Control for Non-linear Systems with Non-parametric Uncertainties
    , , , ,
    In proceedings of Asian Control Conference, Singapore.
    pp. 501-506. 2002

UBC DAIS Lab

Recruitment

We recruit year-round for postdocs, MASc and PhD students, visiting students and undergraduate students. Please see our Opportunities page for more information.

Highlights - 21 July 2024

Tx MED & UBC-Rogers partnership highlighted by Innovation UBC!

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Highlights - 21 January 2024

DAIS Lab publishes its 100th journal article in Automatica!

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