• DocumentCode
    3332344
  • Title

    Blind identification of instantaneous MIMO systems via a system to HOS based source extraction filter relation

  • Author

    Chi, Chong-Yung ; Peng, Chun-Hsien ; Tseng, Po-Shun

  • Author_Institution
    Dept. of Electr. Eng., Nat. Tsing Hua Univ., Hsinchu, Taiwan
  • fYear
    2004
  • fDate
    11-14 July 2004
  • Firstpage
    541
  • Lastpage
    545
  • Abstract
    Chi et al. proposed a fast kurtosis (a fourth-order statistic) maximization algorithm (FKMA) and a turbo source separation algorithm (TSSA) for the estimation of the multiple nonGaussian inputs and identification of an instantaneous multiple-input multiple-output (MIMO) system with a given set of noisy output measurements. In this paper, a nonlinear relation between the instantaneous MIMO system and the source extraction filter for TSSA and that for FKMA are proved which hold true for finite signal-to-noise ratio. Based on these relations, two iterative blind system identification (BSI) algorithms for instantaneous MIMO systems are proposed, which are robust against additive Gaussian noise and perform better than FKMA and TSSA, respectively. Some simulation results are provided to support the efficacy of the proposed two BSI algorithms and their performance comparison with FKMA, TSSA and some existing second-order statistics based algorithms.
  • Keywords
    AWGN; MIMO systems; blind source separation; feature extraction; filtering theory; higher order statistics; iterative methods; optimisation; BSI; FKMA; HOS; MIMO; TSSA; additive Gaussian noise; fast kurtosis maximization algorithm; higher order statistic; instantaneous multiple-input multiple-output system; iterative blind system identification algorithm; multiple nonGaussian input estimation; second-order statistic; source extraction filter; turbo source separation algorithm; Additive noise; Filters; Gaussian noise; Iterative algorithms; MIMO; Noise robustness; Signal to noise ratio; Source separation; Statistics; System identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Advances in Wireless Communications, 2004 IEEE 5th Workshop on
  • Print_ISBN
    0-7803-8337-0
  • Type

    conf

  • DOI
    10.1109/SPAWC.2004.1439302
  • Filename
    1439302