• DocumentCode
    1078659
  • Title

    Alternating coordinates minimization algorithm for estimating parameters of partial erasure plus transition shift model

  • Author

    Kao, Tsai-Sheng ; Cheng, Mu-Huo

  • Author_Institution
    Dept. of Electr. & Control Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
  • Volume
    40
  • Issue
    4
  • fYear
    2004
  • fDate
    7/1/2004 12:00:00 AM
  • Firstpage
    3096
  • Lastpage
    3098
  • Abstract
    The identification of model parameters of a high-density recording channel is usually difficult and complicated. In this paper, we successfully apply the alternating coordinates minimization (ACM) algorithm for estimating parameters of a partial erasure plus transition shift model (PETSM). The resulting algorithm turns out to iteratively solve two least square problems and is guaranteed to converge. Furthermore, the obtained model for a nonlinear partial response channel is more accurate than conventional models such that the maximum likelihood (ML) detector has better bit error rate (BER) performance without increasing its realization complexity. Computer simulations show that the ACM algorithm can accurately estimate the model parameters and the BER for the detector is significantly improved especially when the transition shift parameter is large.
  • Keywords
    computational complexity; error statistics; magnetic recording; maximum likelihood detection; minimisation; parameter estimation; partial response channels; alternating coordinates minimization; bit error rate; computer simulations; high-density recording channel; iterative problem solving; least square problems; maximum likelihood detector; nonlinear partial response channel; parameter estimation; partial erasure ratio; transition shift model; transition shift parameter; Bit error rate; Computer simulation; Detectors; Iterative algorithms; Least squares methods; Maximum likelihood detection; Maximum likelihood estimation; Minimization methods; Parameter estimation; Partial response channels; Alternating coordinates minimization; maximum likelihood detector; partial erasure ratio; partial response channel; transition shift parameter;
  • fLanguage
    English
  • Journal_Title
    Magnetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9464
  • Type

    jour

  • DOI
    10.1109/TMAG.2004.830223
  • Filename
    1325744