• DocumentCode
    1948779
  • Title

    A New Independent Component Analysis Based Algorithm for Multiple Subtraction

  • Author

    Gao, Ying ; Li, Yue ; Yang, Baojun

  • Author_Institution
    Coll. of Geoexploration Sci. & Technol., Jilin Univ., Changchun
  • Volume
    4
  • fYear
    2006
  • fDate
    16-20 2006
  • Abstract
    This paper presents a novel algorithm for multiple subtraction based on independent component analysis (ICA) which takes into account the scale inconsistencies between the predicted and the true multiples. The proposed method avoids the unrealistic assumption in recent ICA based method that all the scale coefficients should be the same. Moreover, it settles the two ambiguities of the separated primary that are inherent in ICA by using some special characters of the mixing matrix. Synthetic seismic data set derived from the time-distance equation is applied to validate the effectiveness of the proposed algorithm, and experimental results demonstrate the improved performance of our algorithm
  • Keywords
    independent component analysis; matrix algebra; seismology; ICA; independent component analysis; mixing matrix; multiple subtraction; synthetic seismic data set; time-distance equation; Attenuation; Educational institutions; Independent component analysis; Partial differential equations; Postal services; Reflection; Seismology; Sensor arrays; Statistics; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing, 2006 8th International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    0-7803-9736-3
  • Electronic_ISBN
    0-7803-9736-3
  • Type

    conf

  • DOI
    10.1109/ICOSP.2006.346077
  • Filename
    4129769