• DocumentCode
    497490
  • Title

    Health Forecast for Aircraft Based on Adaptive MVGFM

  • Author

    Cui, Jianguo ; Song, Desheng ; Li, Ming ; Xu, Changjun ; Shi, Peng

  • Author_Institution
    Automatization Coll., Shenyang Inst. of Aeronaut. Eng., Shenyang, China
  • Volume
    2
  • fYear
    2009
  • fDate
    11-12 April 2009
  • Firstpage
    821
  • Lastpage
    824
  • Abstract
    A new kind of health state forecast method for the aircraft, based on the adaptive multi-variable grey forecast model (MVGFM), is presented in this paper. The advanced acoustic emission (AE) technique is used to monitor the aircraft stabilizer health state and get the AE information. The original AE signals are decomposed with the wavelet transform, and the maximum of absolute value (MAV), average of absolute value (AAV), standard deviation (SD) and singular value (SV) of the fourth layer wavelet decomposition coefficients are respectively extracted to form eigenvectors. Then the adaptive MVGFM(1,n,beta) is established with the eigenvectors. The parameter beta can be rectified by the errors between the forecast values and the actual ones. So the forecast precision can be adaptively improved. Experiments show that the MVGFM(1,n,beta) can forecast the aircraft stabilizer fatigue crack more accurately than the MGM(1,n). It presents a new method for forecasting the health state of aircraft structure components. And the health forecast method is also applied in other complicated structure systems.
  • Keywords
    aircraft maintenance; aircraft testing; acoustic emission technique; adaptive MVGFM; aircraft; average of absolute value; fourth layer wavelet decomposition coefficients; health forecast; maximum of absolute value; multi-variable grey forecast model; singular value; standard deviation; Aerospace engineering; Aircraft propulsion; Automation; Educational institutions; Mechatronics; Monitoring; Predictive models; Prognostics and health management; Technology forecasting; Tellurium; acoustic emmision; adaptive; aircraft; multi-variable grey forecast model;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Measuring Technology and Mechatronics Automation, 2009. ICMTMA '09. International Conference on
  • Conference_Location
    Zhangjiajie, Hunan
  • Print_ISBN
    978-0-7695-3583-8
  • Type

    conf

  • DOI
    10.1109/ICMTMA.2009.555
  • Filename
    5203559