• DocumentCode
    1768645
  • Title

    Reducing the computation time in the state chi-square test for IMU fault detection

  • Author

    Se Hyun Yun ; Chul Woo Kang ; Chan Gook Park

  • Author_Institution
    Sch. of Mech. & Aerosp. Eng., Seoul Nat. Univ., Seoul, South Korea
  • fYear
    2014
  • fDate
    22-25 Oct. 2014
  • Firstpage
    879
  • Lastpage
    883
  • Abstract
    This paper introduces a hierarchical structure of filters and proposes the state chi-square test (SCST) with newly modified propagator for detecting an accelerometer and gyro fault. All filters in the hierarchical structure of filters include the inertial navigation system (INS) as a common reference system. That is why it is essential to detect the INS fault in the hierarchical structure of filters. The newly modified propagator based on two propagators and N-step propagator is proposed to make up for each weakness. The modified propagator can reduce a fault alarm ratio (FAR) and a computation time. In this paper, it is shown that the SCST with the modified propagator has better performance than the SCST with conventional one in the computer simulations.
  • Keywords
    Kalman filters; accelerometers; fault diagnosis; gyroscopes; inertial navigation; sensors; FAR; IMU fault detection; INS; Kalman filter structure; SCST; accelerometer; computation time reduction; fault alarm ratio; gyrofault detection; inertial navigation system; modified N-step propagator; state chi-square test; Accelerometers; Global Positioning System; Gyroscopes; Measurement uncertainty; Radar; centralized Kalman filter; chi square test; decentralized Kalman filter; fault detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control, Automation and Systems (ICCAS), 2014 14th International Conference on
  • Conference_Location
    Seoul
  • ISSN
    2093-7121
  • Print_ISBN
    978-8-9932-1506-9
  • Type

    conf

  • DOI
    10.1109/ICCAS.2014.6987905
  • Filename
    6987905