All Publications

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  1. Journal Paper
    Representation Learning and Predictive Classification: Application with an Electric Arc Furnace
    , , , , , , , ,
    Computers & Chemical Engineering. 2021 [PDF]
  2. Conference Proceedings Keynote Presentation
    A Meta-Reinforcement Learning Approach to Process Control
    , , , ,
    In Proceedings of IFAC International Symposium on Advanced Control of Chemical Processes (ADCHEM, To Appear). 2021 [PDF] [arXiv]
  3. Conference Proceedings
    Learning Physics Based Models of Lithium-ion Batteries
    , ,
    In Proceedings of IFAC International Symposium on Advanced Control of Chemical Processes (ADCHEM, To Appear). 2021 [PDF]
  4. Journal Paper
    Model-Plant Mismatch Detection for Cross-directional Processes
    , , , , ,
    ISA Transactions. 2021 [PDF]
  5. 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]
  6. Journal Paper
    Data-driven Dynamic Inferential Sensors Based on Causality Analysis
    , , , ,
    Control Engineering Practice. 2020 [PDF]
  7. Journal Paper
    A Tractable Approximation for Stochastic MPC and Application to Mechanical Pulping Processes
    , , , ,
    Computers & Chemical Engineering. 2020 [PDF] [Thesis]
  8. 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]
  9. Conference Proceedings
    Modern Machine Learning Tools for Monitoring and Control of Industrial Processes: A Survey
    , , , , , , , ,
    In proceedings of IFAC World Congress (To Appear). 2020 [PDF] [Supplementary Info]
  10. Conference Proceedings
    Deep Neural Network Approximation of Nonlinear Model Predictive Control
    ,
    In proceedings of IFAC World Congress (To Appear). 2020 [PDF] [Slides] [Video]
  11. Conference Proceedings
    Optimal PID and Antiwindup Control Design as a Reinforcement Learning Problem
    , , , , ,
    In proceedings of IFAC World Congress (To Appear). 2020 [PDF] [Video] [arXiv]
  12. Conference Proceedings
    Reinforcement Learning based Design of Linear Fixed Structure Controllers
    , , , , ,
    In proceedings of IFAC World Congress (To Appear). 2020 [PDF] [Video] [arXiv]
  13. Journal Paper
    A Novel Approach to Alarm Causality Analysis Using Active Dynamic Transfer Entropy
    , , , ,
    Industrial & Engineering Chemistry Research. 2020 [PDF]
  14. Journal Paper
    Support vector machine approach for model-plant mismatch detection
    , , , , ,
    Computers & Chemical Engineering. 2020 [PDF]
  15. Journal Paper
    Effects of cysteine, asparagine or glutamine limitations in CHO cell batch and fed‐batch cultures
    , , , , , , ,
    Biotechnology Progress. 2020
  16. Journal Paper
    A Comparison of Clustering and Prediction Methods for Identifying Key Chemical–Biological Features Affecting Bioreactor Performance
    , , ,
    Processes. 2019 [PDF] [Code]
  17. Journal Paper
    Identification of symmetric noncausal processes: Cross-directional modeling of paper machines
    , , , , , ,
    Automatica. 2019 [PDF]
  18. Journal Paper
    Systematic development of a new variational autoencoder model based on uncertain data for monitoring nonlinear processes
    , , , ,
    IEEE Access. 2019 [PDF]
  19. Journal Paper Top 10% Most Downloaded
    Towards Self-Driving Processes: A Deep Reinforcement Learning Approach to Control
    , , , ,
    AIChE Journal. 2019 [PDF]
  20. Journal Paper
    An economic model predictive control framework for mechanical pulping processes
    , , , ,
    Control Engineering Practice. 2019 [PDF]
  21. Journal Paper
    Design and application of a database-driven PID controller with data-driven updating algorithm
    , ,
    Industrial & Engineering Chemistry Research. 2019 [PDF]
  22. 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]
  23. Journal Paper
    Development and Characterization of a Non-Intrusive Sensor to Measure Wear in Centrifugal Pumps
    , , , ,
    IEEE Sensors Journal. 2019 [PDF]
  24. Journal Paper
    Univariate model-based deadband alarm design for nonlinear processes
    ,
    Industrial & Engineering Chemistry Research. 2019 [PDF]
  25. Journal Paper
    Machine Direction Adaptive Control on a Paper Machine
    , , , , ,
    Industrial & Engineering Chemistry Research. 2019 [PDF]
  26. 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
  27. Conference Proceedings
    Assessment of Simplifications to a Pseudo–2D Electrochemical Model of Li-ion Batteries
    , ,
    In Proceedings of DYCOPS Conference.
    pp. 946-951. 2019
    [PDF]
  28. Journal Paper
    Locality preserving discriminative canonical variate analysis for fault diagnosis
    , , , ,
    Computers & Chemical Engineering. 2018 [PDF]
  29. Journal Paper
    Application of neural networks for optimal-setpoint design and MPC control in biological wastewater treatment
    , , ,
    Computers & Chemical Engineering. 2018 [PDF]
  30. Journal Paper
    Deep learning of complex batch process data and its application on quality prediction
    , , ,
    IEEE Transactions on Industrial Informatics. 2018 [PDF]
  31. Journal Paper
    Sparse canonical variate analysis approach for process monitoring
    , , , ,
    Journal of Process Control. 2018 [PDF]
  32. Journal Paper
    A switching strategy for adaptive state estimation
    , , , ,
    Signal Processing. 2018 [PDF]
  33. 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 ADCHEM Conference, Shengyang, China.
    pp. 590-595. 2018
    [PDF]
  34. Conference Proceedings Invited Paper
    Pattern and Knowledge Extraction using Process Data Analytics: A Tutorial
    , , , , ,
    In Proceedings of ADCHEM Conference, Shengyang, China.
    pp. 13-18. 2018
    [Code]
  35. Conference Proceedings Invited Paper
    A Deep Learning Architecture for Predictive Control
    , , ,
    In Proceedings of ADCHEM Conference, Shenyang, China.
    pp. 512-517. 2018
    [PDF]
  36. Conference Proceedings
    State of Health Estimation for Lithium-Ion Batteries
    , , , ,
    In Proceedings of ADCHEM Conference, Shenyang, China.
    pp. 661-665. 2018
    [PDF]
  37. Patent
    Model-plant mismatch detection using model parameter data clustering for paper machines or other systems
    , , , , ,
    US Patent App. 15. 2018
  38. Patent
    Model-plant mismatch detection with support vector machine for cross-directional process behavior monitoring
    , , , , ,
    US Patent App. 15. 2018
  39. Patent
    Closed-loop model parameter identification techniques for industrial model-based process controllers
    , , , , , ,
    US Patent App. 15. 2018
  40. Journal Paper
    Optimization of sawmill residues collection for bioenergy production
    , ,
    Applied Energy. 2017 [PDF]
  41. Journal Paper
    A quantile-based scenario analysis approach to biomass supply chain optimization under uncertainty
    , , ,
    Computers & Chemical Engineering. 2017 [PDF]
  42. Conference Proceedings
    Fault identification with modified reconstruction-based contribution based on kernel principal component analysis
    , ,
    In proceedings of 11th Asian Control Conference (ASCC). 2017
  43. Journal Paper
    Design and assessment of delay timer alarm systems for nonlinear chemical processes
    , ,
    AIChE Journal. 2017 [PDF]
  44. 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]
  45. Journal Paper
    A switching strategy for adaptive state estimation
    , , ,
    Signal Processing. 2017 [PDF]
  46. 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
  47. Conference Proceedings
    Model-Plant Mismatch Detection with Support Vector Machines
    , , , , , , , , , ,
    In Proceedings of IFAC World Congress.
    pp. 7993-7998. 2017
  48. Conference Proceedings
    Deep Reinforcement Learning Approaches for Process Control
    , , ,
    In Proceedings of ADCONIP.
    pp. 201-206. 2017
    [PDF]
  49. Patent
    Optimal closed-loop input design for identification of flat sheet process models
    , , , , ,
    US Patent App. 15. 2017
  50. Journal Paper
    Performance assessment of cross-directional control for paper machines
    , , , , ,
    IEEE Transactions on Control Systems Technology. 2016
  51. Journal Paper
    State of charge estimation in Li-ion batteries: A particle filter approach
    , , ,
    Journal of Power Sources, 331.
    pp. 208 – 223. 2016
  52. Journal Paper
    Particle filtering without tears: A primer for beginners
    , ,
    Computers & Chemical Engineering. 2016
  53. Journal Paper
    Regularized maximum likelihood estimation of sparse stochastic monomolecular biochemical reaction networks
    , , , , ,
    Computers & Chemical Engineering, 90(7).
    pp. 111 – 120. 2016
  54. 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]
  55. Journal Paper
    Performance assessment of cross-direction control for paper machines
    , , , , ,
    IEEE Transactions on Control Systems in Technology. 2016 [PDF]
  56. Journal Paper
    A Novel Self-Administered Method for Assessing Insulin Sensitivity in Diabetic Patients
    , ,
    Journal of Medical and Biological Engineering. 2016 [PDF]
  57. 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
  58. 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
  59. Conference Proceedings
    Model-based fault detection of glucose-insulin system
    , ,
    In proceedings of American Control Conference, Boston, USA.
    pp. 3994 – 3999. 2016
  60. Conference Proceedings
    Robust model based delay timer alarm for nonlinear processes

    In proceedings of American Control Conference, Boston, USA.
    pp. 2989 – 2994. 2016
  61. Conference Proceedings
    Economic nonlinear model predictive control for thermo-mechanical pulping processes
    , , , , ,
    In proceedings of American Control Conference, Boston, USA.
    pp. 1796 – 1801. 2016
  62. 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
  63. 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]
  64. 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
  65. 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]
  66. Journal Paper
    Impact of model plant mismatch on performance of control systems: An application to paper machine control
    , , , , ,
    Control Engineering Practice. 2015
  67. Journal Paper
    Detection of abnormalities in type II diabetic patients using particle filters
    , , ,
    Journal of Medical and Biological Engineering. 2015
  68. 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
  69. 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
  70. 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
  71. 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
  72. 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
  73. 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
  74. Conference Proceedings
    Cross-directional controller performance monitoring for paper machines
    , , , , , , ,
    In proceedings of American Control Conference, Chicago, USA.
    pp. 4970 – 4975. 2015
  75. Conference Proceedings
    Detecting model-plant mismatch without external excitation
    , , , , , , ,
    In proceedings of American Control Conference, Chicago, USA.
    pp. 4976 – 4981. 2015
  76. Journal Paper
    Assessment of type II diabetes mellitus using irregularly sampled measurements with missing data
    , , , , ,
    Bioprocess and Biosystems Engineering. 2014
  77. Journal Paper
    Increased CHO cell fed-batch monoclonal antibody production using the autophagy inhibitor 3-MA or gradually increasing osmolality
    , , , , , , , ,
    Biochemical Engineering Journal. 2014
  78. Journal Paper
    A Moving Horizon Approach to Input Design for Closed Loop Identification
    , ,
    Journal of Process Control. 2014
  79. Journal Paper Invited Paper
    Performance assessment, diagnosis, and optimal selection of non-linear state filters
    , , ,
    Journal of Process Control. 2014
  80. Journal Paper
    Nonlinear Process Monitoring Using Supervised Locally Linear Embedding Projection
    , , , , ,
    Industrial and Engineering Chemistry Research. 2014
  81. Journal Paper
    Robust Level Control of a Dry-Surge Ore Pile
    , , , , ,
    Canadian Journal of Chemical Engineering. 2014
  82. 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
  83. 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
  84. 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
  85. Conference Proceedings
    Alarm Design for Nonlinear Stochastic Systems
    , , ,
    In Proceedings of the 11th World Congress on Intelligent Control and Automation, Shenyang, China. 2014
  86. 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
  87. 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
  88. 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
  89. 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
  90. 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
  91. 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
  92. 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
  93. 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
  94. 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
  95. 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
  96. 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
  97. 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
  98. Journal Paper Invited Paper
    Fault Detection and Isolation in Stochastic Non-linear State-Space Models Using Particle Filters
    , , ,
    Control Engineering Practice. 2012
  99. Journal Paper Invited Paper
    Nonlinear Bayesian State Estimation: Review and Recent Trends
    , , , , ,
    Control Engineering Practice. 2012
  100. Journal Paper
    A Feedback Glucose Control Strategy for Type II Diabetes Mellitus Based on Fuzzy Logic
    , , , , ,
    Canadian Journal of Chemical Engineering. 2012
  101. Journal Paper
    Parameter Estimation under Hidden Variables: An Application to a Biotech Process
    , , , , ,
    Canadian Journal of Chemical Engineering.
    pp. 690 – 702. 2012
  102. 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
  103. Journal Paper
    Characterization of gas–solid fluidization: A comparative study of acoustic and pressure signals
    , , , , , ,
    Powder Technology.
    pp. 200 – 210. 2011
  104. Journal Paper
    Developing a Physiological Model for Type II Diabetes Mellitus
    , , ,
    Biochemical Engineering Journal. 2011
  105. Journal Paper
    Parameter estimation in nonlinear chemical and biological processes with unmeasured variables from small data sets
    , ,
    Chemical Engineering Science. 2011
  106. Journal Paper
    Pharmacokinetic-Pharmacodynamic Modeling of Metformin for the Treatment of Type II Diabetes Mellitus
    , , , ,
    Open Biomedical Engineering Journal. 2011
  107. Journal Paper
    In Silico Design of Polymeric Antidote for Anticoagulant Fondaparinux
    , , , ,
    Journal of Medical and Biological Engineering. 2011
  108. 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
  109. 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
  110. 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
  111. Conference Proceedings
    Detection of Organ Dysfunction in Type II Diabetic Patients
    , ,
    In Proceedings of American Control Conference, San Fransisco, USA.
    pp. 4769 – 4774. 2011
  112. 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
  113. 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
  114. 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
  115. Journal Paper
    A Comparison of Simultaneous State and Parameter Estimation Schemes for a Continuous Fermenter Reactor
    , , , , ,
    Journal of Process Control. 2010
  116. Journal Paper
    Nonlinear System Identification under Missing Observations: The Case of Unknown Model Structure

    Journal of Process Control 20(3).
    pp. 314 – 324. 2010
  117. 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
  118. 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
  119. 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
  120. 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
  121. 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
  122. 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
  123. 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
  124. 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
  125. Journal Paper
    A Particle Filter Approach to Identification of Nonlinear Processes under Missing Observations

    Canadian Journal of Chemical Engineering 86(6), 1081. 2008
  126. Journal Paper
    An Online Non-intrusive Method for Alignment between Actuators and their Response Centers on a Paper Machine
    , , ,
    ISA Transactions. 2008
  127. Journal Paper
    Adaptive Signal Processing of Asset Price Dynamics with Predictability Analysis
    , , ,
    Journal of Information Sciences. 2008
  128. 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
  129. 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
  130. 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
  131. Journal Paper
    Identification of Delay Dominant Recycle Systems
    , , , ,
    Journal of Process Control. 2006
  132. Journal Paper Top 25 articles in the journal from Jan – March 2006
    Identification of Chemical Processes with Irregular Output Sampling
    , , , ,
    Control Engineering Practice. 2006
  133. 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
  134. 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
  135. 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
  136. Conference Proceedings
    Autonomous Alignment of CD Control on Paper Machines
    , , , , ,
    In proceedings of Control Systems Conference, Tempere, Finland.
    pp. 209 – 215. 2006
  137. Journal Paper
    Robust Adaptive Control for Strict-Feedback Non-linear Systems
    , , , ,
    Asian Journal of Control. 2005
  138. 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
  139. Journal Paper
    Grey-Box Identification of Dynamical Models in a Thermo-Mechanical Pulp Mill
    , , ,
    Journal of Process Control. 2004
  140. Journal Paper
    MPC Relevant Identification – Tuning the Noise Model
    , ,
    Journal of Process Control. 2004
  141. Conference Proceedings
    Detecting Sustained Plant-Wide Oscillations Using Spectral Envelope
    ,
    In proceedings of IEEE Advanced Process Control Applications for Industry Workshop, Vancouver, Canada. 2004
  142. 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
  143. Journal Paper
    A Robust Non-linear Adaptive Backstepping Controller for a CSTR
    , ,
    Ind. Eng. Chem. Res. 2003
  144. Journal Paper
    The Nature of Data Pre-filters in MPC Relevant Identification – Open and Closed Loop Issues
    , ,
    Automatica. 2003
  145. 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
  146. 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
  147. 2002 | Scroll up

  148. 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
  149. 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
  150. 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
  151. Conference Proceedings
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