• DocumentCode
    2503207
  • Title

    Adaptive fuzzy fault-tolerant voting mechanism based on EKF

  • Author

    Sui, Jinxue ; Hua, Zhen ; Yang, Li ; Tian, Yuxin ; Zhang, Yan

  • Author_Institution
    Sch. of Inf. & Electron. Eng., Shandong Inst. of Bus. & Technol., Yantai
  • fYear
    2008
  • fDate
    25-27 June 2008
  • Firstpage
    740
  • Lastpage
    744
  • Abstract
    In this paper, the adaptive fuzzy fault-tolerant voting mechanism has been proposed based on EKF, which can solve the bottleneck problem of voting when there are many fault-tolerant gyroscopes floating point input signals. Through connecting EKF in the original fuzzy voting mechanism, the adaptive fuzzy fault-tolerant voting mechanism has prevented the flaw that the fuzzy voting is unable to judge when the signal has a smaller deviation. Moreover, by designing another logical controller in EKF and combining EKF filter and the fuzzy logic method regulation measured residual and covariance matrix, we have achieved the real-time adjustment of the Q covariance and R covariance matrix of the EKF, which obtains better convergence value and avoids EKF causing the divergence phenomenon because of the mode abnormal or the information sloughing in the solution process. After simulation of four sets of gyroscopes that represent four sets of inertial navigation system, this adaptive fuzzy voting mechanism can decide the correct output, and this output may solve the question of the measured noise and the gyro error.
  • Keywords
    Kalman filters; adaptive control; aircraft control; covariance matrices; fault tolerance; fuzzy control; gyroscopes; inertial navigation; nonlinear filters; Q covariance matrix; R covariance matrix; adaptive fuzzy fault-tolerant voting mechanism; convergence value; extended Kalman filtering; fault-tolerant gyroscope; fuzzy logic controller; inertial navigation system; Covariance matrix; Fault tolerance; Fuzzy logic; Gyroscopes; Inertial navigation; Information filtering; Information filters; Joining processes; Q measurement; Voting; EKF; Fuzzy voting; fault-tolerant; gyroscope;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
  • Conference_Location
    Chongqing
  • Print_ISBN
    978-1-4244-2113-8
  • Electronic_ISBN
    978-1-4244-2114-5
  • Type

    conf

  • DOI
    10.1109/WCICA.2008.4594437
  • Filename
    4594437