Conference

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  1. Conference Proceedings
    Frequent Event Pattern Extraction of Drilling Time Series Using Change Point Detection and Event Sequence Generation (I)
    , , , , , ,
    In Proceedings of the 22nd IFAC World Congress (To Appear). 2023
  2. 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]
  3. Conference Proceedings
    Neural network and Sparse Identification of Nonlinear Dynamics Integrated Algorithm for Digital Twin Identification
    , , ,
    In Proceedings of the 22nd IFAC World Congress (To Appear). 2023 [PDF]
  4. Conference Proceedings
    Reinforcement Learning with Partial Parametric Model Knowledge
    , , , ,
    In Proceedings of the 22nd IFAC World Congress (To Appear). 2023 [PDF]
  5. Conference Proceedings
    A modular framework for stabilizing deep reinforcement learning control
    , , , ,
    In Proceedings of the 22nd IFAC World Congress (To Appear). 2023 [PDF] [arXiv]
  6. Conference Proceedings
    Data Quality Over Quantity: Pitfalls and Guidelines for Process Analytics
    , , , ,
    In Proceedings of the 22nd IFAC World Congress (To Appear). 2023 [PDF] [arXiv]
  7. Conference Proceedings
    Interpretable Soft Sensors using Extremely Randomized Trees and SHAP
    , , , , , , ,
    In Proceedings of the 22nd IFAC World Congress (To Appear). 2023 [PDF]
  8. 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 (To Appear). 2023 [PDF]
  9. 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]
  10. 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]
  11. 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]
  12. Conference Proceedings
    Time-Variant Digital Twin Modeling through the Kalman-Generalized Sparse Identification of Nonlinear Dynamics
    , , ,
    2022 American Control Conference, To Appear. 2022 [PDF]
  13. 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), To Appear. 2022 [PDF]
  14. 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] [Slides] [Video] [arXiv]
  15. 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]
  16. 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]
  17. 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]
  18. 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]
  19. Conference Proceedings
    Deep Neural Network Approximation of Nonlinear Model Predictive Control
    ,
    In proceedings of IFAC World Congress (To Appear). 2020 [PDF] [Slides] [Video]
  20. 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]
  21. Conference Proceedings
    Reinforcement Learning based Design of Linear Fixed Structure Controllers
    , , , , ,
    In proceedings of IFAC World Congress (To Appear). 2020 [PDF] [Video] [arXiv]
  22. 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
  23. 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]
  24. 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]
  25. 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]
  26. Conference Proceedings Invited Paper
    A Deep Learning Architecture for Predictive Control
    , , ,
    In Proceedings of ADCHEM Conference, Shenyang, China.
    pp. 512-517. 2018
    [PDF]
  27. Conference Proceedings
    State of Health Estimation for Lithium-Ion Batteries
    , , , ,
    In Proceedings of ADCHEM Conference, Shenyang, China.
    pp. 661-665. 2018
    [PDF]
  28. Conference Proceedings
    Fault identification with modified reconstruction-based contribution based on kernel principal component analysis
    , ,
    In proceedings of 11th Asian Control Conference (ASCC). 2017
  29. 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]
  30. 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
  31. Conference Proceedings
    Model-Plant Mismatch Detection with Support Vector Machines
    , , , , , , , , , ,
    In Proceedings of IFAC World Congress.
    pp. 7993-7998. 2017
  32. Conference Proceedings
    Deep Reinforcement Learning Approaches for Process Control
    , , ,
    In Proceedings of ADCONIP.
    pp. 201-206. 2017
    [PDF]
  33. 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
  34. 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
  35. Conference Proceedings
    Model-based fault detection of glucose-insulin system
    , ,
    In proceedings of American Control Conference, Boston, USA.
    pp. 3994 – 3999. 2016
  36. Conference Proceedings
    Robust model based delay timer alarm for nonlinear processes

    In proceedings of American Control Conference, Boston, USA.
    pp. 2989 – 2994. 2016
  37. Conference Proceedings
    Economic nonlinear model predictive control for thermo-mechanical pulping processes
    , , , , ,
    In proceedings of American Control Conference, Boston, USA.
    pp. 1796 – 1801. 2016
  38. 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
  39. Conference Proceedings Invited Paper
    Economic optimization of sawmill residues collection for bioenergy conversion
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    In proceedings of 11th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Trondheim, Norway.
    pp. 857 – 862. 2016
    [PDF] [Slides]
  40. 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
  41. 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
  42. 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
  43. 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
  44. 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
  45. Conference Proceedings
    A novel algorithm for model-plant mismatch detection for model predictive controllers
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    In proceedings of International Symposium on Advanced Control of Chemical Processes (ADCHEM), Whistler, Canada.
    pp. 747 – 753. 2015
  46. 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
  47. Conference Proceedings
    Cross-directional controller performance monitoring for paper machines
    , , , , , , ,
    In proceedings of American Control Conference, Chicago, USA.
    pp. 4970 – 4975. 2015
  48. Conference Proceedings
    Detecting model-plant mismatch without external excitation
    , , , , , , ,
    In proceedings of American Control Conference, Chicago, USA.
    pp. 4976 – 4981. 2015
  49. 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
  50. 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
  51. 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
  52. Conference Proceedings
    Alarm Design for Nonlinear Stochastic Systems
    , , ,
    In Proceedings of the 11th World Congress on Intelligent Control and Automation, Shenyang, China. 2014
  53. 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
  54. 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
  55. 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
  56. Conference Proceedings
    A Moving Horizon Approach to Multivariable Input Design in General Linear Systems with Constraints
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    In proceedings of 10th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Mumbai, India.
    pp. 577 – 582. 2013
  57. Conference Proceedings
    Evaluation of Adaptive State Estimation of Algorithms for State Estimation in Presence of Model-Plant Mismatch
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    In proceedings of 10th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Mumbai, India.
    pp. 184 – 189. 2013
  58. Conference Proceedings
    A Comparison of Moving Horizon and Bayesian State Estimators with an Application to a pH Process
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    In proceedings of 10th International Symposium on Dynamics and Control of Process Systems (DYCOPS), Mumbai, India.
    pp. 160 – 165. 2013
  59. 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
  60. 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
  61. 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
  62. 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
  63. 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
  64. 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
  65. 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
  66. Conference Proceedings
    Detection of Organ Dysfunction in Type II Diabetic Patients
    , ,
    In Proceedings of American Control Conference, San Fransisco, USA.
    pp. 4769 – 4774. 2011
  67. 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
  68. 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
  69. 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
  70. 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
  71. 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
  72. 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
  73. 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
  74. 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
  75. 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
  76. 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
  77. Conference Proceedings
    Particle Filter Approach to Identification of Nonlinear State-Space Models: An Application to a Fermenter
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    In proceedings of International Symposium on Advanced Control of Industrial Processes (ADCONIP), Jasper, Canada.
    pp. 353 – 358. 2008
  78. Conference Proceedings
    Parameter Estimation Using Sparse and Irregularly Sampled Data from Multiple Experiments
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    In proceedings of International Symposium on Advanced Control of Industrial Processes (ADCONIP), Jasper, Canada.
    pp. 335 – 340. 2008
  79. 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
  80. 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
  81. 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
  82. 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
  83. Conference Proceedings
    Autonomous Alignment of CD Control on Paper Machines
    , , , , ,
    In proceedings of Control Systems Conference, Tempere, Finland.
    pp. 209 – 215. 2006
  84. 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
  85. Conference Proceedings
    Detecting Sustained Plant-Wide Oscillations Using Spectral Envelope
    ,
    In proceedings of IEEE Advanced Process Control Applications for Industry Workshop, Vancouver, Canada. 2004
  86. 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
  87. 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
  88. 2002 | Scroll up

  89. 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
  90. 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
  91. 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
  92. Conference Proceedings
    Robust Adaptive Control for Non-linear Systems with Non-parametric Uncertainties
    , , , ,
    In proceedings of Asian Control Conference, Singapore.
    pp. 501-506. 2002