• DocumentCode
    1749343
  • Title

    An any order generalization of JADE for complex source signals

  • Author

    Moreau, Eric

  • Author_Institution
    SIS, ISITV, Univ. Toulon et du Var, La Valette du Var, France
  • Volume
    5
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    2805
  • Abstract
    In this paper, considering the complex case, we extend some results leading to the popular JADE algorithm to cumulants of any order greater than or equal to three. We first exhibit a new contrast function which constitutes a generalization for the underlying contrast of JADE which thus appears as a particular case. Then we generalize the link between this new contrast and a joint-diagonalization criterion of a set of matrices. Moreover, in the two sources case, we show that the generalized contrast can be written as a simple quadratic form whatever the cumulant order. Finally, some computer simulations illustrate the potential advantage one can take of considering statistics of different orders for the joint-diagonalization of cumulant matrices
  • Keywords
    array signal processing; higher order statistics; matrix algebra; JADE algorithm; any order generalization; blind source separation; complex source signals; computer simulations; contrast function; cumulant matrices; joint-diagonalization criterion; statistics; Algorithm design and analysis; Blind source separation; Computer simulation; Covariance matrix; Independent component analysis; Reactive power; Statistics; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
  • Conference_Location
    Salt Lake City, UT
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7041-4
  • Type

    conf

  • DOI
    10.1109/ICASSP.2001.940229
  • Filename
    940229