• DocumentCode
    2608706
  • Title

    Fault detection and isolation of a two non-interacting tanks system using partial PCA

  • Author

    Bhattacharjee, Nirjhar ; Roy, Binoy Krishna

  • Author_Institution
    Dept. of Electr. Eng., NIT Silchar, Silchar, India
  • fYear
    2010
  • fDate
    27-29 Dec. 2010
  • Firstpage
    137
  • Lastpage
    141
  • Abstract
    In this paper, the concept of principal component analysis (PCA) has been used to generate a residual space to detect an actuator and a sensor fault in a two non-interacting tank system. Since there is only one residual vector in the present case, isolation of faults using PCA is not feasible. For isolation of the fault, partial PCA based structured residual approach has been used. The results show clear isolation of the faults.
  • Keywords
    actuators; fault diagnosis; industrial control; principal component analysis; sensors; tanks (containers); FDI; PCA; actuator fault; fault detection and isolation; noninteracting tank system; principal component analysis; residual space; sensor fault; singular value decomposition; Conferences; Fault detection; Industrial electronics; Principal component analysis; Service robots; Fault Detection and Isolation (FDI); PCA; Singular Value Decomposition (SVD); fault detection; fault diagnosis; fault isolation; incidence matrix; partial PCA; residuals; threshold;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics, Control & Robotics (IECR), 2010 International Conference on
  • Conference_Location
    Orissa
  • Print_ISBN
    978-1-4244-8544-4
  • Type

    conf

  • DOI
    10.1109/IECR.2010.5720145
  • Filename
    5720145