• DocumentCode
    2718196
  • Title

    Application of Irnportance Sarnpling for Sinulation of Orthogonal Space-Time Block Coded Systens

  • Author

    Nguyen, Kim Chi ; Gunawardana, Upul ; Liyana-Pathirana, Ranjith

  • Author_Institution
    Sch. of Eng. & Ind. Design, Western Sydney Univ., Penrith South DC, NSW
  • fYear
    2005
  • fDate
    5-5 Oct. 2005
  • Firstpage
    986
  • Lastpage
    990
  • Abstract
    The evaluation of bit error rate (BER) of a digital communication system is usually done via simulation using Monte Carlo (MC) method. For low BER, this method requires very large sample size to produce the rare error events. To overcome this limitation, various importance sampling techniques have been used to reduce simulation runtime. This reduction is achieved by modifying the noise distribution and subsequently scaling the number of errors to make the estimator unbiased. In this paper, we consider the applicability of the conventional importance sampling (CIS) technique for the simulation of orthogonal space-time block coded (OSTBC) systems over frequency-nonselective Rayleigh fading channels. For additive white Gaussian noise (AWGN) channels, it is shown that, using CIS, the required sample size is dramatically reduced especially for low BERs by increasing the noise variance. However, our results show that high efficiency cannot be reached by biasing the receiver noise processes in OSTBC systems. We show numerically that it is more efficient to bias the Rayleigh fading process by decreasing the Rayleigh variance. Furthermore, it is shown that the variance improvement is limited by the dimensionality of the system
  • Keywords
    AWGN channels; Rayleigh channels; block codes; error statistics; importance sampling; space-time codes; Monte Carlo method; Rayleigh variance; additive white Gaussian noise channels; bit error rate; conventional importance sampling techniques; digital communication system; frequency-nonselective Rayleigh fading channels; noise distribution; noise variance; orthogonal space-time block coded systems; rare error events; receiver noise processes; simulation runtime; AWGN; Additive white noise; Bit error rate; Computational Intelligence Society; Digital communication; Frequency; Gaussian noise; Monte Carlo methods; Noise reduction; Runtime;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, 2005 Asia-Pacific Conference on
  • Conference_Location
    Perth, WA
  • Print_ISBN
    0-7803-9132-2
  • Type

    conf

  • DOI
    10.1109/APCC.2005.1554211
  • Filename
    1554211