Title :
On the MGF-Based Approximation of the Sum of Independent Gamma-Gamma Random Variables
Author :
Thanh, V. Pham ; Truong Cong-Thang ; Anh, T. Pham
Author_Institution :
Comput. Commun. Lab., Univ. of Aizu, Aizu-Wakamatsu, Japan
Abstract :
We study the use of moment generating function (MGF) method to approximate the distribution of the sum of independent, but not necessarily identical, Gamma-Gamma variables, which is crucial in performance evaluation of multiple- input multiple-output (MIMO) free-space optical (FSO) systems. We show that the MGF-based approximation method can flexibly provide sufficient accuracy in the upper and lower tails of the cumulative distribution function (CDF) for both identically and non- identically distributed cases. Comparisons to highlight the advantages of the proposed method over existing ones are also presented. We then apply the proposed method to analytically derive closed-form expressions for the outage probability and average bit-error rate of MIMO-FSO systems. Monte-Carlo simulations are also performed to validate analytical results.
Keywords :
MIMO communication; Monte Carlo methods; error statistics; gamma distribution; optical communication; telecommunication network reliability; CDF; MGF-based approximation; MIMO-FSO system; Monte Carlo simulation; bit error rate; cumulative distribution function; identically distributed case; independent Gamma-Gamma random variable sum; moment generating function; multiple input multiple output free-space optical system; nonidentically distributed case; outage probability; Accuracy; Approximation methods; Atmospheric modeling; Bit error rate; Closed-form solutions; Receivers; Signal to noise ratio;
Conference_Titel :
Vehicular Technology Conference (VTC Spring), 2015 IEEE 81st
Conference_Location :
Glasgow
DOI :
10.1109/VTCSpring.2015.7145970