• DocumentCode
    2522950
  • Title

    Application of wavelet packet transform in the knock detection of gasoline engines

  • Author

    Liu, Chengcai ; Gao, Qing ; Jin, Ying-ai ; Yang, Wenhong

  • Author_Institution
    State Key Lab. of Automobile Dynamic Simulation, China
  • fYear
    2010
  • fDate
    9-11 April 2010
  • Firstpage
    686
  • Lastpage
    690
  • Abstract
    In order to extract knock feature for gasoline engines, vibration signals are acquired by an accelerometer mounted on the engine block head; a method based on wavelet packet transform is researched in this paper. Power spectrum density (PSD) estimation is used to determine the band range of the resonance frequency generated by knock component. An autoregressive (AR) model is made for the short data segment which contains knock energy, and the resonance frequency is estimated with Burg algorithm. The result decides which layer of wavelet packet decomposition is needed. Then the coefficients of sub-bands are chosen with a proposed rule, so that the knock feature is obtained while noise is reduced significantly. Real vibration signals analysis indicates an improvement in signal-to-noise ratio (SNR) with the proposed method; its performance is better than basic wavelet analysis method for light knock detection.
  • Keywords
    accelerometers; autoregressive processes; engines; feature extraction; petroleum; resonance; wavelet transforms; Burg algorithm; accelerometer; autoregressive model; basic wavelet analysis; data segment; engine block head; gasoline engines; knock detection; knock feature extraction; noise reduction; power spectrum density estimation; resonance frequency; signal-to-noise ratio; sub-bands coefficients; vibration signals; wavelet packet decomposition; wavelet packet transform; Engines; Feature extraction; Frequency estimation; Petroleum; Resonance; Resonant frequency; Signal analysis; Signal to noise ratio; Wavelet packets; Wavelet transforms; engine; feature extraction; knock; wavelet; wavelet packet;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Analysis and Signal Processing (IASP), 2010 International Conference on
  • Conference_Location
    Zhejiang
  • Print_ISBN
    978-1-4244-5554-6
  • Electronic_ISBN
    978-1-4244-5556-0
  • Type

    conf

  • DOI
    10.1109/IASP.2010.5476178
  • Filename
    5476178