• DocumentCode
    2435516
  • Title

    Adaptive seismic compression by wavelet shrinkage

  • Author

    Khène, M.F. ; Abdul-Jauwad, S.H.

  • Author_Institution
    Dept. of Electr. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    544
  • Lastpage
    548
  • Abstract
    In this paper, a sophisticated adaptive seismic compression method is presented based on wavelet shrinkage. Our approach combines a time-scale transform with an adaptive non-linear statistical method. First, a discrete 2-D biorthogonal discrete wavelet transform (DWT) is applied to the multi-channel seismic signals to generate a sparse multiresolution (subband) decomposition. Compression is then achieved by shrinking the detail wavelet coefficients using a scale-dependent non-linear soft-thresholding rule. The adaptive scale-dependent thresholds are determined by minimizing the Stein´s unbiased risk estimate (SURE). The proposed compression procedure is tested on marine seismic data from the Midyan basin (Red Sea, Saudi Arabia)
  • Keywords
    adaptive signal processing; data compression; discrete wavelet transforms; geophysical signal processing; seismology; signal resolution; statistical analysis; wavelet transforms; 2D biorthogonal discrete wavelet transform; Stein´s unbiased risk estimate; adaptive nonlinear statistical method; adaptive scale-dependent thresholds; adaptive seismic compression; detail wavelet coefficients; marine seismic data; multichannel seismic signals; scale-dependent nonlinear soft-thresholding rule; sparse multiresolution subband decomposition; time-scale transform; wavelet shrinkage; Discrete wavelet transforms; Earth; Image coding; Petroleum; Sea surface; Signal generators; Signal resolution; Space technology; Statistical analysis; Surface acoustic waves;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Statistical Signal and Array Processing, 2000. Proceedings of the Tenth IEEE Workshop on
  • Conference_Location
    Pocono Manor, PA
  • Print_ISBN
    0-7803-5988-7
  • Type

    conf

  • DOI
    10.1109/SSAP.2000.870184
  • Filename
    870184