• DocumentCode
    1805140
  • Title

    Characterizing the mutual information distribution of MIMO systems: Beyond the Gaussian approximation

  • Author

    Shang Li ; McKay, Matthew R. ; Yang Chen

  • Author_Institution
    Dept. of Elec. & Comp. Eng., Hong Kong Univ. of Sci. & Tech., Hong Kong, China
  • fYear
    2012
  • fDate
    4-7 Nov. 2012
  • Firstpage
    1758
  • Lastpage
    1762
  • Abstract
    This paper investigates the mutual information distribution of MIMO channels. We further develop our recent work, where an exact expression was derived for the moment generating function in terms of a Painleve V differential equation, along with a Gaussian approximation. Based on the exact representation, we systematically compute closed-form expressions for the high-order cumulants of the mutual information distribution to leading order in the number of antennas, as well as first-order correction terms which provide improved accuracy for finite-length arrays. These results yield considerable new insight, for example, providing a technical explanation as to why the Gaussian approximation is quite robust to the system parameters for the case of unequal transmit and receive antenna arrays, whilst for equal antenna arrays it deviates strongly as the SNR increases. In addition, by employing our new expressions for the higher order cumulants, we draw upon the Edgeworth expansion technique to propose a refined Gaussian approximation. This approximation is shown to give a very accurate closed-form characterization of the mutual information distribution, both around the mean and also in the tail region of interest for the outage probability.
  • Keywords
    Gaussian processes; MIMO communication; antenna arrays; approximation theory; differential equations; probability; receiving antennas; transmitting antennas; wireless channels; Edgeworth expansion technique; MIMO channels; MIMO system; Painleve V differential equation; SNR; closed-form characterization; closed-form expressions; equal antenna arrays; finite-length arrays; first-order correction terms; high-order cumulants; moment generating function; mutual information distribution; outage probability; refined Gaussian approximation; system parameters; unequal receiving antenna arrays; unequal transmitting antenna arrays;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers (ASILOMAR), 2012 Conference Record of the Forty Sixth Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA
  • ISSN
    1058-6393
  • Print_ISBN
    978-1-4673-5050-1
  • Type

    conf

  • DOI
    10.1109/ACSSC.2012.6489335
  • Filename
    6489335