• DocumentCode
    3069141
  • Title

    Multipath Channel Tracking using Random Sets with application to OFDM Systems

  • Author

    Angelosante, Daniele ; Biglieri, Ezio ; Lops, Marco

  • Author_Institution
    Univ. di Cassino, Cassino
  • fYear
    2007
  • fDate
    15-18 Dec. 2007
  • Firstpage
    1121
  • Lastpage
    1125
  • Abstract
    High-quality channel tracking is central for coherent detection in wireless communication systems. Typical tracking algorithms assume the number of multipath components and delays to be known and constant, while their amplitudes may vary in time. In this work we focus on the more realistic assumption that also the number of channel taps is unknown and time-varying. The more complex estimation problem arising from this assumption is solved using Random-Set Theory, which allows one to regard the multipath- channel response as a single set-valued variable. The set- dynamic model and the observation can be described through a dynamic system. Under the hypothesis that the system is Conditionally Linear and Gaussian (CLG), the problem of jointly tracking the number of multipath components and their amplitude can be efficiently solved by the Rao-Blackwellized Particle-Filter (RBPF), wherein some of the variables can be analytically calculated with a decrease of the estimation error and complexity.
  • Keywords
    Gaussian processes; OFDM modulation; channel estimation; error statistics; multipath channels; particle filtering (numerical methods); radiocommunication; random processes; set theory; tracking; wireless channels; Gaussian process; OFDM system; Rao-Blackwellized particle-filter; channel estimation; error statistics; multipath channel tracking; random set theory; wireless communication system; Bayesian methods; Channel estimation; Delay effects; Filtering; Multipath channels; OFDM; Particle filters; Signal processing; Signal processing algorithms; Wireless communication; Channel Estimation; OFDM; Particle Filter; Random Set Theory; Rao-Blackwellisation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Information Technology, 2007 IEEE International Symposium on
  • Conference_Location
    Giza
  • Print_ISBN
    978-1-4244-1835-0
  • Electronic_ISBN
    978-1-4244-1835-0
  • Type

    conf

  • DOI
    10.1109/ISSPIT.2007.4458063
  • Filename
    4458063