Title :
A Stochastic Geometry Approach to the Rate of Downlink Cellular Networks over Correlated Log-Normal Shadowing
Author_Institution :
Lab. of Signals & Syst., Univ. of Paris-Sud XI (UPS-XI), Gif-sur-Yvette, France
Abstract :
In this paper, an analytical framework to compute the average rate of downlink heterogeneous cellular networks is introduced. The framework exploits the so-called Poisson Point Process (PPP-) based abstraction model for the positions of the Base Stations (BSs), and results from stochastic geometry for other-cell interference modeling and performance analysis are used. The contribution of the present paper is twofold. 1) A simplified framework is proposed, which avoids the computation of the Meijer G-function and is applicable to arbitrary path-loss exponents. The new mathematical approach relies upon the Anderssen et al. sum of exponentials approximation for the Kohlrausch function. 2) The framework is applicable to correlated log-normal shadowing. The new mathematical approach relies upon the Owen and Steck method for the generation of equi-correlated multivariate normal distributions. The frameworks are substantiated through extensive Monte Carlo simulations, and numerical examples show that: i) for low Signal-to-Noise-Ratios (SNRs), the average rate slightly decreases if shadowing correlation increases; and ii) for high-SNRs, the average rate increases if shadowing correlation increases.
Keywords :
Monte Carlo methods; cellular radio; correlation methods; geometry; log normal distribution; radiofrequency interference; BS; Kohlrausch function; Owen and Steck method; PPP-based abstraction model; Poisson point process; SNR; arbitrary path-loss exponents; base stations; correlated log-normal shadowing; downlink heterogeneous cellular networks; equi-correlated multivariate normal distributions; exponentials approximation; extensive Monte Carlo simulations; interference modeling; mathematical approach; performance analysis; signal-to-noise-ratios; stochastic geometry approach; Approximation methods; Computational modeling; Correlation; Downlink; Fading; Shadow mapping; Stochastic processes;
Conference_Titel :
Vehicular Technology Conference (VTC Fall), 2013 IEEE 78th
Conference_Location :
Las Vegas, NV
DOI :
10.1109/VTCFall.2013.6692062