• DocumentCode
    1445864
  • Title

    Efficient simulation of orthogonal frequency division multiplexing systems using importance sampling

  • Author

    Wijesinghe, Pushpika ; Gunawardana, Upul ; Liyanapathirana, Ranjith

  • Author_Institution
    Sch. of Eng., Univ. of Western Sydney, Penrith South, NSW, Australia
  • Volume
    5
  • Issue
    3
  • fYear
    2011
  • Firstpage
    274
  • Lastpage
    283
  • Abstract
    This study presents the importance sampling (IS) analysis for the efficient simulation of orthogonal frequency division multiplexing (OFDM) systems. Importance sampling is an efficient rare-event simulation technique that aims at reducing the simulation runtime by reducing the variance of the estimator. The efficiency of IS highly relies on the proper selection of the biased simulation density function. This paper considers the problem of biasing the simulation density function of OFDM systems for achieving higher variance reduction gains and computational efficiencies. In particular, the authors show how to bias the time domain noise density function and how to correct the biased error count at the receiver in the frequency domain of an OFDM system operating over multipath fading channels with minimum mean square error equalisation. Further, the authors obtain the optimum biasing parameters for variance scaling method and mean translation method applied to bias the noise density function. The presented results can easily be generalised to OFDM systems operating over additive white Gaussian noise (AWGN) channels. The simulation results demonstrate that extensive gains in estimator variance reduction can be achieved through the proposed analysis rather than by using conventional Monte-Carlo simulations.
  • Keywords
    AWGN channels; OFDM modulation; fading channels; importance sampling; least mean squares methods; additive white Gaussian noise channels; biased simulation density function; importance sampling; mean translation method; minimum mean square error equalisation; multipath fading channels; orthogonal frequency division multiplexing systems; variance scaling method;
  • fLanguage
    English
  • Journal_Title
    Communications, IET
  • Publisher
    iet
  • ISSN
    1751-8628
  • Type

    jour

  • DOI
    10.1049/iet-com.2010.0139
  • Filename
    5710513