• DocumentCode
    2303852
  • Title

    Use of learning, game theory and optimization as biomimetic approaches for Self-Organization in macro-femtocell coexistence

  • Author

    Imran, Ali ; Bennis, Mehdi ; Giupponi, Lorenza

  • Author_Institution
    Center for Commun. Syst. Res., Univ. of Surrey, Guildford, UK
  • fYear
    2012
  • fDate
    1-1 April 2012
  • Firstpage
    103
  • Lastpage
    108
  • Abstract
    In this paper, we present the use of several Biomimetic approaches for Self Organization (SO) in heterogeneous scenarios where macrocell and femtocell networks coexist. Mainly these approaches are categorized in indirect biomimetics and direct biomimetics. Under indirect biomimetics we discuss 1) emerging paradigms in learning theory and 2) game theory for their potential to enable SO solutions in heterogeneous networks. By means of numerical results we demonstrate the pros and cons of these indirect biomimetic approaches for designing SO in macro-femto coexistence scenarios. Furthermore, we demonstrate the use of direct biomimetic approaches for designing SO by exploiting one to one mapping between a natural SO system and our system model for heterogeneous networks based on Outdoor Fixed Relays (OFR). Numerical results show that the proposed analytical solution can enhance wireless backhaul capacity of the OFR based femtocells by adapting the macro base station (BS) antenna tilts in a distributed and self organizing manner.
  • Keywords
    antennas; biomimetics; femtocellular radio; game theory; learning (artificial intelligence); optimisation; telecommunication computing; SO system; base station antenna; biomimetic approach; direct biomimetic; game theory; heterogeneous networks; indirect biomimetic; learning theory; macrocell-femtocell network coexistence; optimization; outdoor fixed relays; self organization; wireless backhaul capacity; Antennas; Convergence; Game theory; Interference; Macrocell networks; Vectors; Wireless communication; Biomimetics; game theory; machine learning; self-organization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications and Networking Conference Workshops (WCNCW), 2012 IEEE
  • Conference_Location
    Paris
  • Print_ISBN
    978-1-4673-0681-2
  • Type

    conf

  • DOI
    10.1109/WCNCW.2012.6215470
  • Filename
    6215470