• DocumentCode
    1516679
  • Title

    Family of blind source separation methods based on generalised constant modulus criterion

  • Author

    Gu, N. ; Nahavandi, S. ; Yu, Weimin ; Creighton, Douglas

  • Author_Institution
    Centre for Intell. Syst. Res., Deakin Univ., Waurn Ponds, VIC, Australia
  • Volume
    47
  • Issue
    10
  • fYear
    2011
  • Firstpage
    595
  • Lastpage
    597
  • Abstract
    A family of blind source separation methods is presented, based on the extension of the generalised constant modulus criterion for MIMO systems. Different from other constant modulus based algorithms, which either employ the cross-correlation term or rely on the expensive Gram-Schmidt orthogonalisation technique to separate the sources successively, the proposed method utilises the Hadamard´s inequality to retrieve signals. The main advantage of the proposed method is that the separation matrix can be updated simultaneously with a lower computational complexity. Hence, the propagation of estimation error due to successive source extraction can be prevented. Numerical simulations demonstrate the superior performance of the proposed algorithm.
  • Keywords
    Hadamard matrices; MIMO communication; blind source separation; computational complexity; estimation theory; numerical analysis; Gram-Schmidt orthogonalisation; Hadamard inequality; MIMO systems; blind source separation; computational complexity; cross-correlation; estimation error; generalised constant modulus criterion; numerical simulations; separation matrix; source extraction;
  • fLanguage
    English
  • Journal_Title
    Electronics Letters
  • Publisher
    iet
  • ISSN
    0013-5194
  • Type

    jour

  • DOI
    10.1049/el.2011.0758
  • Filename
    5767241