• DocumentCode
    630854
  • Title

    Fault diagnosis for satellite´s attitude determination system based on model error prediction and EMD

  • Author

    Jiongqi Wang ; Zhangming He ; Xiaogang Pan ; Haiyin Zhou

  • Author_Institution
    State Key Lab. of Astronaut. Dynamics, Xi´an, China
  • fYear
    2013
  • fDate
    17-19 June 2013
  • Firstpage
    4337
  • Lastpage
    4342
  • Abstract
    As one of the main parts for a satellite´s attitude measure and control system, star trackers and gyros tend to be damaged in the actual on-orbit operation. That often makes the satellite fail to finish the given task. In this paper, an approach is proposed to detect, identify and diagnose the fault for gyro and star tracker in a satellite´s attitude determination system. The model errors, including the model uncertainty and the fault factors, are estimated by predictive filter based on a satellite´s attitude kinematics equation firstly. And then the estimated model error is decomposed into some intrinsic mode functions (IMF) and one trend component by the empirical mode decomposition (EMD). Furthermore, the fault model for the trend component is established by the time series analysis. And the time series model´s parameters and residual variance are extracted as the feature vector, which is used to construct the discriminant function for the fault diagnosis of gyro and star tracker. Finally, promising simulated experimental results demonstrate the validity and effectiveness of the proposed method. Compared with the traditional fault diagnosis method, the detection and identification precision of the approach are improved significantly.
  • Keywords
    artificial satellites; attitude control; fault diagnosis; kinematics; time series; EMD; IMF; discriminant function; empirical mode decomposition; fault diagnosis; feature vector; gyros; intrinsic mode function; model error prediction; model uncertainty; predictive filter; residual variance; satellite attitude control system; satellite attitude determination system; satellite attitude kinematics equation; satellite attitude measurement system; satellite on-orbit operation; star tracker; time series analysis; Fault diagnosis; Feature extraction; Market research; Mathematical model; Measurement uncertainty; Position measurement; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2013
  • Conference_Location
    Washington, DC
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4799-0177-7
  • Type

    conf

  • DOI
    10.1109/ACC.2013.6580507
  • Filename
    6580507