• DocumentCode
    574326
  • Title

    Multistate PCA for continuous processes

  • Author

    Dunia, Ricardo ; Kumar, Vipin ; Edgar, Thomas F. ; Blevins, Terry ; Wojsznis, Willy

  • Author_Institution
    Univ. of Texas at Austin, Austin, TX, USA
  • fYear
    2012
  • fDate
    27-29 June 2012
  • Firstpage
    6673
  • Lastpage
    6678
  • Abstract
    Multiway PCA and multiblock multiway PLS have significantly enhanced process monitoring of batch processes by providing expected trajectory profiles for process variables along the batch duration. However, continuous processes lack of an equivalent technology because of their flexible operations and undefined time duration. This work presents a novel methodology to define operating regions where continuous processes operate. Such operating regions are determined by special variables, named state variables. Transition trajectories between regions or states of operation are calculated to determine the most likely profile in terms of state variable changes. This methodology can be implemented in the context of empirical monitoring methods, named Multistate PCA. A case study that make use of CO2 capture process data shows how this methodology could enhance fault diagnostics and statistical monitoring for continuous processes.
  • Keywords
    batch processing (industrial); principal component analysis; process monitoring; CO2 capture process data; batch processes; continuous process; fault diagnostic; multiblock multiway PLS; multistate PCA; multiway PCA; process monitoring; state variables; statistical monitoring; transition trajectory; Batch production systems; Indexes; Monitoring; Principal component analysis; Throughput; Trajectory; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2012
  • Conference_Location
    Montreal, QC
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4577-1095-7
  • Electronic_ISBN
    0743-1619
  • Type

    conf

  • DOI
    10.1109/ACC.2012.6314911
  • Filename
    6314911