• DocumentCode
    1615401
  • Title

    Tracking of Time-Variant Radio Propagation Paths Using Particle Filtering

  • Author

    Yin, Xuefeng ; Steinbock, Gerhard ; Kirkelund, Gunvor Elisabeth ; Pedersen, Troels ; Blattnig, Peter ; Jaquier, Alain ; Fleury, Bernard H.

  • Author_Institution
    Dept. of Electron. Syst., Aalborg Univ., Aalborg
  • fYear
    2008
  • Firstpage
    920
  • Lastpage
    924
  • Abstract
    In this contribution a low-complexity particle filtering algorithm is proposed to track the parameters of time-variant propagation paths in multiple-input multiple-output (MIMO) radio channels. A state-space model is used to describe the path evolution in delay, azimuth of arrival, azimuth of departure, Doppler frequency and complex amplitude dimensions. The proposed particle filter (PF) has an additional resampling step specifically designed for wideband MIMO channel sounding, where the posterior probability density functions of the path states is usually highly concentrated in the multi-dimensional state space. Preliminary investigations using measurement data show that the proposed PF can track paths stably with a small number of particles, e.g. 5 per path, even in the case where the paths are undetected by the conventional SAGE algorithm.
  • Keywords
    MIMO communication; particle filtering (numerical methods); probability; radiowave propagation; state-space methods; wireless channels; Doppler frequency; MIMO communication; PF; azimuth-of arrival; azimuth-of-departure; delay; multiple-input multiple-output radio channels; particle filter; particle filtering; probability density functions; state-space model; time-variant radio propagation paths; Acoustic propagation; Azimuth; Delay; Filtering algorithms; Frequency; MIMO; Particle filters; Particle tracking; Radio propagation; Wideband;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, 2008. ICC '08. IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-2075-9
  • Electronic_ISBN
    978-1-4244-2075-9
  • Type

    conf

  • DOI
    10.1109/ICC.2008.180
  • Filename
    4533216