• DocumentCode
    3212944
  • Title

    A MWPCA-based fault detection in federated no reset mode filter

  • Author

    Kazerooni, M. ; Khayatian, A.

  • Author_Institution
    Dept. of Power & Control Eng., Shiraz Univ., Shiraz, Iran
  • fYear
    2012
  • fDate
    15-17 May 2012
  • Firstpage
    851
  • Lastpage
    856
  • Abstract
    In this paper, two different sensor fault detection methods for federated filter structure are proposed. In the first method, measurement residual of local filters in federated no reset mode filter configuration is monitored. In the second technique, a moving window principal component analysis (MWPCA) is investigated on measurement residual of local filters outputs. Faults which are regarded in this paper include soft, hard and delta. To verify the efficiency of the proposed fault detection methods in federated filter structures, an integrated vehicular navigation system is used as a case study. Simulation results show the effectiveness and accuracy of MWPCA method with respect to measurement residual in fault detection and decreasing false alarms in federated filter structures.
  • Keywords
    filtering theory; principal component analysis; MWPCA-based fault detection; federated filter structure; integrated vehicular navigation system; local filters measurement residual; moving window principal component analysis; no reset mode filter; sensor fault detection method; Noise; MWPCA; federated filter; integrated navigation system; measurement residual;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering (ICEE), 2012 20th Iranian Conference on
  • Conference_Location
    Tehran
  • Print_ISBN
    978-1-4673-1149-6
  • Type

    conf

  • DOI
    10.1109/IranianCEE.2012.6292472
  • Filename
    6292472