Title :
Offloading in Heterogeneous Networks: Modeling, Analysis, and Design Insights
Author :
Singh, Sushil ; Dhillon, Harpreet S. ; Andrews, Jeffrey G.
Author_Institution :
Wireless Networking & Commun. Group (WNCG), Univ. of Texas at Austin, Austin, TX, USA
Abstract :
Pushing data traffic from cellular to WiFi is an example of inter radio access technology (RAT) offloading. While this clearly alleviates congestion on the over-loaded cellular network, the ultimate potential of such offloading and its effect on overall system performance is not well understood. To address this, we develop a general and tractable model that consists of M different RATs, each deploying up to K different tiers of access points (APs), where each tier differs in transmit power, path loss exponent, deployment density and bandwidth. Each class of APs is modeled as an independent Poisson point process (PPP), with mobile user locations modeled as another independent PPP, all channels further consisting of i.i.d. Rayleigh fading. The distribution of rate over the entire network is then derived for a weighted association strategy, where such weights can be tuned to optimize a particular objective. We show that the optimum fraction of traffic offloaded to maximize SINR coverage is not in general the same as the one that maximizes rate coverage, defined as the fraction of users achieving a given rate.
Keywords :
Rayleigh channels; cellular radio; radio access networks; stochastic processes; wireless LAN; PPP; RAT offloading; Rayleigh fading; SINR coverage; WiFi; access point; data traffic; deployment density; heterogeneous network offloading; independent Poisson point process; interradio access technology offloading; mobile user location modeling; over-loaded cellular network; path loss exponent; transmit power; weighted association strategy; WiFi offloading; heterogeneous cellular networks; rate coverage; stochastic geometry; weighted Poisson Voronoi;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2013.040413.121174