• DocumentCode
    1150164
  • Title

    On the separability of nonlinear mixtures of temporally correlated sources

  • Author

    Hosseini, Shahram ; Jutten, Christian

  • Author_Institution
    LIS, Inst. Nat. Polytech. de Grenoble, France
  • Volume
    10
  • Issue
    2
  • fYear
    2003
  • Firstpage
    43
  • Lastpage
    46
  • Abstract
    It is well known that the source separation in a nonlinear case is, in general, impossible: there exist many mappings with nondiagonal Jacobian matrices preserving the independence. We suggest that using the time structure of the sources (if it exists), this indeterminacy may be reduced. In particular, we show that the classical examples used in the literature for demonstrating the nontrivial nonseparability of the nonlinear mixtures can be rejected by taking into account the temporal correlation of the sources.
  • Keywords
    Jacobian matrices; array signal processing; correlation methods; source separation; nondiagonal Jacobian matrices; nonlinear mixtures separability; nonlinear source separation; nontrivial nonseparability; sensor array; temporally correlated sources; time structure; Blind source separation; Independent component analysis; Instruments; Jacobian matrices; Nonlinear distortion; Probability density function; Random variables; Signal mapping; Source separation; Testing;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2002.807871
  • Filename
    1179834