• DocumentCode
    3244422
  • Title

    Seismic random noise reduction by empirical mode decomposition combined with translation invariant scale-adaptive threshold

  • Author

    Liu, Yan-ping ; Li, Yue ; Ma, Hai-tao

  • Author_Institution
    Coll. of Commun. Eng., Jilin Univ., Changchun, China
  • fYear
    2012
  • fDate
    15-17 July 2012
  • Firstpage
    53
  • Lastpage
    57
  • Abstract
    This paper applies empirical mode decomposition (EMD) combined with translation invariant (TI) scale-adaptive soft-hard compromise threshold method to achieve seismic random noise reduction. Commonly, the Gibbs phenomenon produced by wavelet transform is derived from the basis function which leads to artifacts in discontinuities. TI is a method which could suppress Gibbs artifacts efficiently and it is usually used in wavelet threshold denoising. We adopt threshold method in EMD for the reason that there is modes-mixing phenomenon in the decomposition procedure and if we discard the high frequency components directly, some valid signal components may be lost. Although EMD requires no basis function, TI in EMD threshold denoising method could get effective results especially aiming at block and heavy noise in seismic records. We take synthetic seismic signal with Gaussian white noise as experiment to test the good denosing ability of the new method and process real seismic records with block and heavy noise to prove the effectiveness of TI.
  • Keywords
    Gaussian noise; geophysical signal processing; seismology; signal denoising; wavelet transforms; EMD threshold denoising method; Gaussian white noise; Gibbs artifact suppression; Gibbs phenomenon; TI; basis function; empirical mode decomposition procedure; modes-mixing phenomenon; seismic random noise reduction; seismic signal; translation invariant scale-adaptive soft-hard compromise threshold method; wavelet threshold denoising; wavelet transform; Correlation; Noise; Noise reduction; Time frequency analysis; Wavelet analysis; EMD; TI; random noise reduction; scale-adaptive soft-hard compromise threshold; seismic;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wavelet Analysis and Pattern Recognition (ICWAPR), 2012 International Conference on
  • Conference_Location
    Xian
  • ISSN
    2158-5695
  • Print_ISBN
    978-1-4673-1534-0
  • Type

    conf

  • DOI
    10.1109/ICWAPR.2012.6294754
  • Filename
    6294754