• DocumentCode
    2299611
  • Title

    A characterization of maximum entropy spatially correlated wireless channel models

  • Author

    Guillaud, Maxime ; Debbah, Mérouane ; Moustakas, Aris L.

  • Author_Institution
    Forschungszentrum, Telekommunikation Wien, Vienna
  • fYear
    2008
  • fDate
    5-9 May 2008
  • Firstpage
    56
  • Lastpage
    60
  • Abstract
    We consider the use of entropy maximization methods as a tool to generate fading models for multiple-input multiple-output (MIMO) spatially correlated flat-fading channels. We focus in particular on various assumptions about the degree of knowledge on the full covariance matrix of the channel (namely in the power constraint, rank constraint, and average constraint case). We show that this method can provide closed-form probability density functions in all cases. In a second part, we analyze the statistical properties of the singular values of the resulting fading channel. In general, they are more spread out that in the classical Gaussian i.i.d. case, which incurs less optimistic ergodic capacity figures.
  • Keywords
    Gaussian processes; MIMO systems; correlation methods; covariance matrices; entropy; fading channels; probability; statistical analysis; Gaussian i.i.d. case; correlated wireless channel models; covariance matrix; entropy maximization methods; ergodic capacity figures; fading models; flat-fading channels; maximum entropy; multiple-input multiple-output; probability density functions; statistical property; AWGN; Electromagnetic modeling; Entropy; Fading; MIMO; Power system modeling; Probability density function; Receiving antennas; Solid modeling; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Workshop, 2008. ITW '08. IEEE
  • Conference_Location
    Porto
  • Print_ISBN
    978-1-4244-2269-2
  • Electronic_ISBN
    978-1-4244-2271-5
  • Type

    conf

  • DOI
    10.1109/ITW.2008.4578621
  • Filename
    4578621