Title :
Performance laws of large heterogeneous cellular networks
Author :
Blaszczyszyn, Bartlomiej ; Jovanovic, Miodrag ; Karray, Mohamed Kadhem
Author_Institution :
INRIA, ENS, Paris, France
Abstract :
We propose a model for heterogeneous cellular networks assuming a space-time Poisson process of call arrivals, independently marked by data volumes, and served by different types of base stations (having different transmission powers) represented by the superposition of independent Poisson processes on the plane. Each station applies a processor sharing policy to serve users arriving in its vicinity, modeled by the Voronoi cell perturbed by some random signal propagation effects (shadowing). Users´ peak service rates depend on their signal-to-interference-and-noise ratios (SINR) with respect to the serving station. The mutual-dependence of the cells (due to the extra-cell interference) is captured via some system of cell-load equations impacting the spatial distribution of the SINR. We use this model to study in a semi-analytic way (involving only static simulations, with the temporal evolution handled by the queuing theoretic results) network performance metrics (cell loads, mean number of users) and the quality of service perceived by the users (mean throughput) served by different types of base stations. Our goal is to identify macroscopic laws regarding these performance metrics, involving averaging both over time and the network geometry. The reveled laws are validated against real field measurement in an operational network.
Keywords :
cellular radio; quality of service; stochastic processes; Voronoi cell; call arrivals; independent Poisson process; large heterogeneous cellular networks; network performance metrics; quality of service; random signal propagation effects; signal-to-interference-and-noise ratios; space-time Poisson process; Base stations; Interference; Mathematical model; Measurement; Shadow mapping; Signal to noise ratio; Stochastic processes; Het-Nets; Little´s law; Palm theory; Poisson point process; cell-load; measurements; processor sharing; queuing theory; traffic demand; typical-cell; user-throughput;
Conference_Titel :
Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt), 2015 13th International Symposium on
Conference_Location :
Mumbai
DOI :
10.1109/WIOPT.2015.7151124