• DocumentCode
    3400061
  • Title

    Application of Kalman Filter to prognostic method for estimating the RUL of a bridge rectifier

  • Author

    Sai Kiran, P.V.R. ; VijayaramKumar, S. ; Vijayakumar, P.S. ; Varakhedi, Vikram ; Upendranath, Vanam

  • Author_Institution
    STTD, Nat. Aerosp. Labs., Bangalore, India
  • fYear
    2013
  • fDate
    10-11 Oct. 2013
  • Firstpage
    1
  • Lastpage
    9
  • Abstract
    Prediction of the Remaining Useful Lifetime (RUL) of the system brings down the maintenance cost, downtime and also helps to take corrective measures. This results in avoiding catastrophic events. In this Paper, The RUL prediction is done based on KalmanFilter approach with dynamic curve fitting. The desired state (which is synthetic data) of the system is estimated based on a second order Kalman Filter, where Newtonian Kinematic model is used in tracking the significant feature state of the system. The dynamic curve fitting is done based on Least Square Error Sense method. The dynamically fitted curve is extrapolated until the failure threshold is reached and subsequently RUL is estimated. The algorithm thus developed is validated by a single phase full wave bridge rectifier analogous to aircraft Transformer Rectifier Unit (TRU), to obtain the real time significant feature data. The experimental results are compared with those of developed algorithms and results show Kalman filter based algorithm is ~95% accurate.
  • Keywords
    Kalman filters; Newton method; bridge circuits; curve fitting; extrapolation; least squares approximations; rectifiers; Newtonian kinematic model; RUL estimation; TRU; aircraft transformer rectifier unit; catastrophic event; dynamic curve fitting; extrapolated; least square error sense method; maintenance cost; prognostic method; remaining useful lifetime; second order Kalman Filter approach; single phase full wave bridge rectifier; Aircraft; Curve fitting; Kalman filters; Noise; Noise measurement; Rectifiers; Time measurement; DSP; Decision making; Kalman Filter; Prognosis; RUL;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Emerging Trends in Communication, Control, Signal Processing & Computing Applications (C2SPCA), 2013 International Conference on
  • Conference_Location
    Bangalore
  • Print_ISBN
    978-1-4799-1082-3
  • Type

    conf

  • DOI
    10.1109/C2SPCA.2013.6749429
  • Filename
    6749429