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
Link To Document :
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