DocumentCode :
1400302
Title :
On the approximation of the generalized-Κ distribution by a gamma distribution for modeling composite fading channels
Author :
Al-Ahmadi, Saad ; Yanikomeroglu, Halim
Author_Institution :
Dept. of Syst. & Comput. Eng., Carleton Univ., Ottawa, ON, Canada
Volume :
9
Issue :
2
fYear :
2010
fDate :
2/1/2010 12:00:00 AM
Firstpage :
706
Lastpage :
713
Abstract :
In wireless channels, multipath fading and shadowing occur simultaneously leading to the phenomenon referred to as composite fading. The use of the Nakagami probability density function (PDF) to model multipath fading and the Gamma PDF to model shadowing has led to the generalized-K model for composite fading. However, further derivations using the generalized K PDF are quite involved due to the computational and analytical difficulties associated with the arising special functions. In this paper, the approximation of the generalized-K PDF by a Gamma PDF using the moment matching method is explored. Subsequently, an adjustable form of the expressions obtained by matching the first two positive moments, to overcome the arising numerical and/or analytical limitations of higher order moment matching, is proposed. The optimal values of the adjustment factor for different integer and non-integer values of the multipath fading and shadowing parameters are given. Moreover, the approach introduced in this paper can be used to well-approximate the distribution of the sum of independent generalized-K random variables by a gamma distribution; the need for such results arises in various emerging distributed communication technologies and systems such as coordinated multipoint transmission and reception schemes including distributed antenna systems and cooperative relay networks.
Keywords :
MIMO communication; Nakagami channels; approximation theory; gamma distribution; method of moments; multipath channels; probability; Gamma PDF; MIMO network; Nakagami probability density function; composite fading channel modeling; cooperative relay networks; coordinated multipoint transmission; distributed antenna systems; distributed communication technologies; gamma distribution; generalized-K distribution approximation; higher order moment matching; independent generalized-K random variables; moment matching method; multipath fading model; noninteger values; reception schemes; wireless channels; Fading; MIMO; Performance analysis; Probability density function; Probability distribution; Radar antennas; Rayleigh channels; Relays; Shadow mapping; Sonar; Composite fading, Gamma distribution, generalized-Κ distribution, moment matching, positive and negative moments, lower and upper tails, network MIMO, distributed antenna systems, radar and sonar.;
fLanguage :
English
Journal_Title :
Wireless Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
1536-1276
Type :
jour
DOI :
10.1109/TWC.2010.02.081266
Filename :
5403551
Link To Document :
بازگشت