• DocumentCode
    2583441
  • Title

    Blind seismic wavefield separation using frequency singular value decomposition

  • Author

    AL-QAISI, AWS ; Woo, W.L. ; Dlay, S.S.

  • Author_Institution
    Seismic signal Process. in Newcastle Univ., Newcastle upon Tyne, UK
  • fYear
    2009
  • fDate
    18-23 May 2009
  • Firstpage
    1378
  • Lastpage
    1385
  • Abstract
    This paper presents a new blind statistical approach based on frequency singular value decomposition to enhance the SNR of the full multi-component seismic wavefield as well as separating the seismic primary waves. A model of wideband polarized seismic wavefield that are received by linear array of three component sensors is used as framework for implementing the proposed algorithm. This algorithm explicitly exploits the eigen-structure of reduced dimensional spectral covariance matrix. The blind separation of first primary wave is achieved by projecting the first eigenvector that has the highest eigenvalue of this covariance matrix on the long data vector that contains information on all frequencies and all components interactions of the multicomponent seismic wave-field. In addition, the experimental results have shown that the proposed algorithm outperforms the conventional separation technique in terms of accuracy and complexity.
  • Keywords
    blind source separation; covariance matrices; eigenvalues and eigenfunctions; geophysical signal processing; seismic waves; singular value decomposition; SNR; blind separation; covariance matrix; eigenvector; frequency singular value decomposition; spectral covariance matrix; wideband polarized seismic wavefield; Covariance matrix; Earth; Eigenvalues and eigenfunctions; Filtering; Frequency domain analysis; Linear antenna arrays; Polarization; Sensor arrays; Singular value decomposition; Wideband; SVD; multicomponent sensor array; spectral matrix filtering; wavefield separation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    EUROCON 2009, EUROCON '09. IEEE
  • Conference_Location
    St.-Petersburg
  • Print_ISBN
    978-1-4244-3860-0
  • Electronic_ISBN
    978-1-4244-3861-7
  • Type

    conf

  • DOI
    10.1109/EURCON.2009.5167820
  • Filename
    5167820