• DocumentCode
    258068
  • Title

    Communications meets copula modeling: Non-standard dependence features in wireless fading channels

  • Author

    Peters, Gareth W. ; Myrvoll, Tor Andre ; Matsui, Tomoko ; Nevat, Ido ; Septier, Francois

  • Author_Institution
    Dept. of Stat. Sci., Univ. Coll. London, London, UK
  • fYear
    2014
  • fDate
    3-5 Dec. 2014
  • Firstpage
    1224
  • Lastpage
    1228
  • Abstract
    Copula models have started to be explored in wireless communications, however to date the properties they offer have not been proven or verified on real data experiments. In this paper we provide the first real evidence that the features they offer will provide beneficial modeling capabilities in wireless channel models, which are not just theoretically justified but practically observed. We demonstrate how to utilize the concept of copula modeling in wireless communications. In particular we show for the first time the existence of non-standard dependence features between multiple frequency bands in wireless fading channels using real observations. Classical approaches based on second order statistics are not able to detect such tail dependence features. To model this important feature we fit a mixture copula model based on members of the Archimedean family of copulas to real channel measurements. The channel measurements used in this work have been performed at the Barajas airport in Spain, in conjunction with the development of the AeroMACS system for airport surface communications. We give a physical interpretation on this phenomenon and discuss its impact on the design of wireless communication systems with regard to resource allocations.
  • Keywords
    fading channels; AeroMACS system; Archimedean copula family; Barajas airport; airport surface communications; mixture copula model; multiple frequency bands; nonstandard dependence features; real channel measurements; resource allocations; second order statistics; tail dependence features; wireless communication systems; wireless fading channel model; Airports; Atmospheric modeling; Correlation; Data models; Fading; Generators; Wireless communication; Copula; tail dependence; wireless channels;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal and Information Processing (GlobalSIP), 2014 IEEE Global Conference on
  • Conference_Location
    Atlanta, GA
  • Type

    conf

  • DOI
    10.1109/GlobalSIP.2014.7032317
  • Filename
    7032317