• DocumentCode
    3035929
  • Title

    Improved single PARAFAC decomposition based blind MIMO system estimation

  • Author

    Yu, Yuanning ; Petropulu, Athina P.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Drexel Univ., Philadelphia, PA
  • fYear
    2005
  • fDate
    21-21 Dec. 2005
  • Firstpage
    104
  • Lastpage
    108
  • Abstract
    We consider the problem of frequency domain identification of a multiple-input multiple-output (MIMO) system driven by white, mutually independent unobservable inputs. In particular, we improve upon a method recently proposed by the authors that uses PARAFAC decomposition of a tensor that is formed based on higher-order statistics of the system output. The approach of Y. Yu and A.P. Petropulu, 2005, utilizes only one slice of the output tensor to recover one row of the system response matrix. We proposed an approach that fully exploits the information in the output tensor, and as a result achieves lower error values. The proposed modification renders the method applicable to systems with more inputs than outputs
  • Keywords
    MIMO systems; channel estimation; higher order statistics; blind MIMO system estimation; higher-order statistics; output tensor; system response matrix; Frequency domain analysis; Higher order statistics; Independent component analysis; MIMO; Matrix decomposition; Multiaccess communication; Singular value decomposition; Speech processing; System identification; Tensile stress;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Information Technology, 2005. Proceedings of the Fifth IEEE International Symposium on
  • Conference_Location
    Athens
  • Print_ISBN
    0-7803-9313-9
  • Type

    conf

  • DOI
    10.1109/ISSPIT.2005.1577078
  • Filename
    1577078