Title :
An Interaction-Based Mobility Model for Dynamic Hot Spot Analysis
Author :
Morlot, Frédéric ; Elayoubi, Salah Eddine ; Baccelli, Francois
Author_Institution :
INRIA, Ecole Normale Super., Paris, France
Abstract :
In this paper, we analyze phenomena related to user clumps and hot spots occuring in mobile networks at the occasion of large urban mass gatherings. Our analysis is based on observations made on mobility traces of GSM users in several large cities. Classical mobility models, such as the random waypoint, do not allow one to represent the observed dynamics of clumps in a proper manner. This motivates the introduction and the mathematical analysis of a new interaction-based mobility model, which is the main contribution of the present paper. This model is shown to allow one to describe the dynamics of clumps and in particular to predict key phenomena such as the building of hot spots and the scattering between hot spots, which play a key role in the engineering of wireless networks. We show how to obtain the main parameters of this model from simple communication activity measurements and we illustrate this calibration process on real cases.
Keywords :
cellular radio; mathematical analysis; GSM users; classical mobility models; dynamic hot spot analysis; interaction-based mobility model; mathematical analysis; mobile networks; random waypoint; wireless networks; Analytical models; Cities and towns; Communications Society; Filling; GSM; Mathematical analysis; Mathematical model; Predictive models; Quality of service; Scattering;
Conference_Titel :
INFOCOM, 2010 Proceedings IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-5836-3
DOI :
10.1109/INFCOM.2010.5462055