1. DAIS
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  3. Papers

Papers

Note

Publication list under construction.
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  1. Journal Paper
    A performance neural network model for conventional solar stills via transfer learning
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    Applied Energy. 2024 [PDF]
  2. Journal Paper
    Data-driven battery capacity estimation using support vector regression and model bagging under fast-charging conditions
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    Canadian Journal Of Chemical Engineering. 2024 [PDF]
  3. Journal Paper
    Real-Time Tracking of Renewable Carbon Content with AI-aided Approaches During Co-Processing of Biofeedstocks
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    Applied Energy. 2024 [PDF]
  4. Journal Paper
    A Generalizable Method for Capacity Estimation and RUL Prediction in Lithium-Ion Batteries
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    Industrial and Engineering Chemistry Research. 2024 [PDF]
  5. Journal Paper
    Stabilizing reinforcement learning control: A modular framework for optimizing over all stable behavior
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    Automatica. 2024 [PDF] [arXiv]
  6. Journal Paper
    A multi-feature-based fault diagnosis method based on the weighted timeliness broad learning system
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    Process Safety and Environmental Protection. 2024 [PDF]
  7. Journal Paper
    Machine learning for industrial sensing and control: A survey and practical perspective
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    Control Engineering Practice. 2024 [PDF]
  8. Journal Paper
    Machine Learning in Process Systems Engineering: Challenges and Opportunities
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    Computers and Chemical Engineering. 2023 [PDF]
  9. Journal Paper
    Visual Analytics for Process Monitoring: Leveraging Time-Series Imaging for Enhanced Interpretability
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    Journal of Process Control. 2023 [PDF]
  10. Journal Paper
    VR/MR Systems Integrated with Heat Transfer Simulation for Training of Thermoforming: A Multicriteria Decision-Making User Study
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    Journal of Manufacturing Systems. 2023 [PDF]
  11. Journal Paper
    Targeted deep learning classification and feature extraction for clinical diagnosis
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    iScience. 2023 [PDF]
  12. Journal Paper
    Drilling process monitoring based on operation mode recognition and dynamic feature extraction
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    IEEE Transactions on Industrial Electronics. 2023 [PDF]
  13. Journal Paper
    Long Short-Term Memory Network with Transfer Learning for Lithium-ion Battery Capacity Fade and Cycle Life Prediction
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    Applied Energy. 2023 [PDF]
  14. Journal Paper
    Early warning of drillstring faulty conditions based on multi-model fusion in geological drilling processes
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    Journal of Process Control. 2023 [PDF]
  15. Journal Paper
    Simultaneous Digital Twin Identification and Signal-Noise Decomposition through Modified Generalized Sparse Identification of Nonlinear Dynamics
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    Computers and Chemical Engineering. 2023 [PDF]
  16. Journal Paper
    Adaptive Online Optimization of Alarm Thresholds using Multilayer Bayesian Networks and Active Transfer Entropy
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    Control Engineering Practice. 2023 [PDF]
  17. Journal Paper
    Real-time Process Operation Evaluation and Model Reliability Assessment for Chemi-thermomechanical Pulping Process
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    Control Engineering Practice. 2023 [PDF]
  18. Journal Paper
    The Arc Loss Challenge: A Novel Industrial Benchmark for Process Analytics and Machine Learning
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    Journal of Process Control. 2023 [PDF]
  19. Journal Paper
    Deep learning-based hybrid reconstruction algorithm for fibre instance segmentation from 3D X-ray tomographic images
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    Chemical Journal of Chemical Engineering. 2023 [PDF]
  20. Journal Paper
    False alarm reduction in drilling process monitoring using virtual sample generation and qualitative trend analysis
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    Control Engineering Practice. 2023 [PDF]
  21. Journal Paper
    Evaluation of Logistic Regression and Support Vector Machine Approaches for XRF Based Particle Sorting for a Copper Ore
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    Minerals Engineering. 2023 [PDF]
  22. 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
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    Applied Energy. 2023 [PDF]
  23. 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
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    Sustainable Energy & Fuels. 2022 [PDF]
  24. Journal Paper
    Causal Discovery based on Observational Data and Process Knowledge in Industrial Processes
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    Industrial & Engineering Chemistry Research. 2022 [PDF]
  25. Journal Paper
    Meta-Reinforcement Learning for the Tuning of PI Controllers: An Offline Approach
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    Journal of Process Control. 2022 [PDF]
  26. Journal Paper
    Elucidation of the Mechanistic Aspects of Chemical EOR in Viscous Oil Systems
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    Journal of Petroleum Science and Engineering. 2022 [PDF]
  27. Journal Paper
    A review on the integrated optimization techniques and machine learning approaches for modeling, prediction, and decision making on integrated energy systems
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    Renewable Energy. 2022 [PDF]
  28. Journal Paper
    Data-driven capacity estimation of commercial lithium-ion batteries from voltage relaxation
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    Nature Communications. 2022 [PDF] [Code]
  29. Journal Paper
    Process Monitoring using Domain-Adversarial Probabilistic Principal Component Analysis: A Transfer Learning Framework
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    IEEE Transactions on Industrial Informatics. 2022 [PDF]
  30. Journal Paper
    Interactive Visualization for Diagnosis of Industrial Model Predictive Controllers with Steady-State Optimizers
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    Control Engineering Practice. 2021 [PDF] [Thesis] [Video]
  31. Journal Paper
    Determining the amount of 'green' coke generated when co-processing lipids commercially by fluid catalytic cracking (FCC)
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    Biofuels, Bioproducts and Biorefining. 2021 [PDF]
  32. Journal Paper
    Deep Reinforcement Learning with Shallow Controllers: An Experimental Application to PID Tuning
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    Control Engineering Practice. 2021 [PDF]
  33. Journal Paper
    A Cost Analysis of Mobile and Stationary Pellet Mills for Mitigating Wildfire Costs
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    Journal of Sustainable Bioenergy Systems. 2021 [PDF]
  34. Journal Paper
    Ancillary Impacts of Harvest Residue Pelletization
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    Journal of Sustainable Bioenergy Systems. 2021 [PDF]
  35. Journal Paper
    Identifying Indicator Species in Ecological Habitats using Deep Optimal Feature Learning
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    PLOS ONE. 2021 [PDF] [Code]
  36. Journal Paper
    Visualization of Multiscale Ring Formation in a Rotary Kiln
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    Nordic Pulp and Paper Research Journal. 2021 [PDF] [Code]
  37. Journal Paper
    Representation Learning and Predictive Classification: Application with an Electric Arc Furnace
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    Computers & Chemical Engineering. 2021 [PDF]
  38. Journal Paper
    Model-Plant Mismatch Detection for Cross-directional Processes
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    ISA Transactions. 2021 [PDF]
  39. Journal Paper
    Data-driven Dynamic Inferential Sensors Based on Causality Analysis
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    Control Engineering Practice. 2020 [PDF]
  40. Journal Paper
    A Tractable Approximation for Stochastic MPC and Application to Mechanical Pulping Processes
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    Computers & Chemical Engineering. 2020 [PDF] [Thesis]
  41. Journal Paper
    A Novel Approach to Alarm Causality Analysis Using Active Dynamic Transfer Entropy
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    Industrial & Engineering Chemistry Research. 2020 [PDF]
  42. Journal Paper
    Support vector machine approach for model-plant mismatch detection
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    Computers & Chemical Engineering. 2020 [PDF]
  43. Journal Paper
    Effects of cysteine, asparagine or glutamine limitations in CHO cell batch and fed‐batch cultures
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    Biotechnology Progress. 2020
  44. Journal Paper
    A Comparison of Clustering and Prediction Methods for Identifying Key Chemical–Biological Features Affecting Bioreactor Performance
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    Processes. 2019 [PDF] [Code]
  45. Journal Paper
    Identification of symmetric noncausal processes: Cross-directional modeling of paper machines
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    Automatica. 2019 [PDF]
  46. Journal Paper
    Systematic development of a new variational autoencoder model based on uncertain data for monitoring nonlinear processes
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    IEEE Access. 2019 [PDF]
  47. Journal Paper Top 10% Most Downloaded
    Towards Self-Driving Processes: A Deep Reinforcement Learning Approach to Control
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    AIChE Journal. 2019 [PDF]
  48. Journal Paper
    An economic model predictive control framework for mechanical pulping processes
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    Control Engineering Practice. 2019 [PDF]
  49. Journal Paper
    Design and application of a database-driven PID controller with data-driven updating algorithm
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    Industrial & Engineering Chemistry Research. 2019 [PDF]
  50. Journal Paper
    Data-Driven Dynamic Modeling and Online Monitoring for Multiphase and Multimode Batch Processes with Uneven Batch Durations
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    Industrial & Engineering Chemistry Research. 2019 [PDF]
  51. Journal Paper
    Development and Characterization of a Non-Intrusive Sensor to Measure Wear in Centrifugal Pumps
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    IEEE Sensors Journal. 2019 [PDF]
  52. Journal Paper
    Univariate model-based deadband alarm design for nonlinear processes
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    Industrial & Engineering Chemistry Research. 2019 [PDF]
  53. Journal Paper
    Machine Direction Adaptive Control on a Paper Machine
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    Industrial & Engineering Chemistry Research. 2019 [PDF]
  54. Journal Paper
    Locality preserving discriminative canonical variate analysis for fault diagnosis
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    Computers & Chemical Engineering. 2018 [PDF]
  55. Journal Paper
    Application of neural networks for optimal-setpoint design and MPC control in biological wastewater treatment
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    Computers & Chemical Engineering. 2018 [PDF]
  56. Journal Paper
    Deep learning of complex batch process data and its application on quality prediction
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    IEEE Transactions on Industrial Informatics. 2018 [PDF]
  57. Journal Paper
    Sparse canonical variate analysis approach for process monitoring
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    Journal of Process Control. 2018 [PDF]
  58. Journal Paper
    A switching strategy for adaptive state estimation
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    Signal Processing. 2018 [PDF]
  59. Journal Paper
    Optimization of sawmill residues collection for bioenergy production
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    Applied Energy. 2017 [PDF]
  60. Journal Paper
    A quantile-based scenario analysis approach to biomass supply chain optimization under uncertainty
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    Computers & Chemical Engineering. 2017 [PDF]
  61. Journal Paper
    Design and assessment of delay timer alarm systems for nonlinear chemical processes
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    AIChE Journal. 2017 [PDF]
  62. Journal Paper
    A switching strategy for adaptive state estimation
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    Signal Processing. 2017 [PDF]
  63. Journal Paper
    Performance assessment of cross-directional control for paper machines
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    IEEE Transactions on Control Systems Technology. 2016
  64. Journal Paper
    State of charge estimation in Li-ion batteries: A particle filter approach
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    Journal of Power Sources, 331.
    pp. 208 – 223. 2016
  65. Journal Paper
    Particle filtering without tears: A primer for beginners
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    Computers & Chemical Engineering. 2016
  66. Journal Paper
    Regularized maximum likelihood estimation of sparse stochastic monomolecular biochemical reaction networks
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    Computers & Chemical Engineering, 90(7).
    pp. 111 – 120. 2016
  67. Journal Paper
    LIONSIMBA — A Matlab framework based on a finite volume model suitable for Li-ion battery design, simulation, and control
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    Journal of The Electrochemical Society, 163(7).
    pp. 4536 – 4541. 2016     [PDF] [Code]
  68. Journal Paper
    Performance assessment of cross-direction control for paper machines
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    IEEE Transactions on Control Systems in Technology. 2016 [PDF]
  69. Journal Paper
    A Novel Self-Administered Method for Assessing Insulin Sensitivity in Diabetic Patients
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    Journal of Medical and Biological Engineering. 2016 [PDF]
  70. Journal Paper
    A comprehensive compartmental model of blood glucose regulation for healthy and type II diabetic subjects
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    Medical and Biological Engineering and Computing. 2015 [PDF]
  71. Journal Paper
    Impact of model plant mismatch on performance of control systems: An application to paper machine control
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    Control Engineering Practice. 2015
  72. Journal Paper
    Detection of abnormalities in type II diabetic patients using particle filters
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    Journal of Medical and Biological Engineering. 2015
  73. Journal Paper
    Assessment of type II diabetes mellitus using irregularly sampled measurements with missing data
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    Bioprocess and Biosystems Engineering. 2014
  74. Journal Paper
    Increased CHO cell fed-batch monoclonal antibody production using the autophagy inhibitor 3-MA or gradually increasing osmolality
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    Biochemical Engineering Journal. 2014
  75. Journal Paper
    A Moving Horizon Approach to Input Design for Closed Loop Identification
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    Journal of Process Control. 2014
  76. Journal Paper Invited Paper
    Performance assessment, diagnosis, and optimal selection of non-linear state filters
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    Journal of Process Control. 2014
  77. Journal Paper
    Nonlinear Process Monitoring Using Supervised Locally Linear Embedding Projection
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    Industrial and Engineering Chemistry Research. 2014
  78. Journal Paper
    Robust Level Control of a Dry-Surge Ore Pile
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    Canadian Journal of Chemical Engineering. 2014
  79. 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
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    Journal of Medical and Biological Engineering, Vol. 2013, Article ID 487387, 11 pages. 2013
  80. Journal Paper
    A Particle Filter Approach to Approximate Posterior Cramer-Rao Lower Bound: The Case of Hidden States
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    IEEE Transactions on Aerospace and Electronic Sytems. 2013
  81. Journal Paper Top 15 most downloaded papers, Apr-Aug 2013
    On simultaneous on-line state and parameter estimation in non-linear state-space models
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    Journal of Process Control. 2013
  82. Journal Paper Invited Paper
    Fault Detection and Isolation in Stochastic Non-linear State-Space Models Using Particle Filters
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    Control Engineering Practice. 2012
  83. Journal Paper Invited Paper
    Nonlinear Bayesian State Estimation: Review and Recent Trends
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    Control Engineering Practice. 2012
  84. Journal Paper
    A Feedback Glucose Control Strategy for Type II Diabetes Mellitus Based on Fuzzy Logic
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    Canadian Journal of Chemical Engineering. 2012
  85. Journal Paper
    Parameter Estimation under Hidden Variables: An Application to a Biotech Process
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    Canadian Journal of Chemical Engineering.
    pp. 690 – 702. 2012
  86. Journal Paper
    Characterization of gas–solid fluidization: A comparative study of acoustic and pressure signals
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    Powder Technology.
    pp. 200 – 210. 2011
  87. Journal Paper
    Developing a Physiological Model for Type II Diabetes Mellitus
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    Biochemical Engineering Journal. 2011
  88. Journal Paper
    Parameter estimation in nonlinear chemical and biological processes with unmeasured variables from small data sets
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    Chemical Engineering Science. 2011
  89. Journal Paper
    Pharmacokinetic-Pharmacodynamic Modeling of Metformin for the Treatment of Type II Diabetes Mellitus
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    Open Biomedical Engineering Journal. 2011
  90. Journal Paper
    In Silico Design of Polymeric Antidote for Anticoagulant Fondaparinux
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    Journal of Medical and Biological Engineering. 2011
  91. Journal Paper
    A Comparison of Simultaneous State and Parameter Estimation Schemes for a Continuous Fermenter Reactor
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    Journal of Process Control. 2010
  92. Journal Paper
    Nonlinear System Identification under Missing Observations: The Case of Unknown Model Structure

    Journal of Process Control 20(3).
    pp. 314 – 324. 2010
  93. Journal Paper
    A Note on Separation of Machine and Cross Directional Data on a Paper Machine
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    Nordic Pulp and Paper Research Journal.
    pp. 273 – 277. 2009
  94. Journal Paper
    A Particle Filter Approach to Identification of Nonlinear Processes under Missing Observations

    Canadian Journal of Chemical Engineering 86(6), 1081. 2008
  95. Journal Paper
    An Online Non-intrusive Method for Alignment between Actuators and their Response Centers on a Paper Machine
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    ISA Transactions. 2008
  96. Journal Paper
    Adaptive Signal Processing of Asset Price Dynamics with Predictability Analysis
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    Journal of Information Sciences. 2008
  97. Journal Paper
    Identification of Delay Dominant Recycle Systems
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    Journal of Process Control. 2006
  98. Journal Paper Top 25 articles in the journal from Jan – March 2006
    Identification of Chemical Processes with Irregular Output Sampling
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    Control Engineering Practice. 2006
  99. Journal Paper
    Robust Adaptive Control for Strict-Feedback Non-linear Systems
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    Asian Journal of Control. 2005
  100. Journal Paper
    Grey-Box Identification of Dynamical Models in a Thermo-Mechanical Pulp Mill
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    Journal of Process Control. 2004
  101. Journal Paper
    MPC Relevant Identification – Tuning the Noise Model
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    Journal of Process Control. 2004
  102. Journal Paper
    Robust Adaptive Back-stepping Control Based on High-Gain Feedback and Its Application to a CSTR
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    Trans. of the Japan Society of Mechanical Engineers.
    pp. 143-150. 2003
  103. Journal Paper
    A Robust Non-linear Adaptive Backstepping Controller for a CSTR
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    Ind. Eng. Chem. Res. 2003
  104. Journal Paper
    The Nature of Data Pre-filters in MPC Relevant Identification – Open and Closed Loop Issues
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    Automatica. 2003

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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