Title :
On the performance of mobile terminal tracking in urban GSM networks using particle filters
Author :
Fritsche, Carsten ; Klein, Anja
Author_Institution :
Commun. Eng. Lab., Tech. Univ. Darmstadt, Darmstadt, Germany
Abstract :
A particle filter (PF) and a Rao-Blackwellized particle filter (RBPF) are proposed for mobile terminal tracking in the Global System for Mobile Communication (GSM) network based on received signal level and timing advance measurements. The proposed PF and RBPF are able to cope with errors due to non-line-of-sight propagation, which are modelled as non-Gaussian disturbances. The proposed algorithms have been tested on synthetic and “real world” GSM measurements, and their enhanced performance compared to an extended Kalman filter is shown.
Keywords :
cellular radio; mobility management (mobile radio); particle filtering (numerical methods); recursive estimation; Global System for Mobile Communication; Rao-Blackwellized particle filter; mobile terminal tracking; nonline-of-sight propagation; received signal level; timing advance measurements; urban GSM networks; Atmospheric measurements; GSM; Measurement uncertainty; Mobile communication; Nonlinear optics; Particle measurements; Signal processing;
Conference_Titel :
Signal Processing Conference, 2009 17th European
Conference_Location :
Glasgow
Print_ISBN :
978-161-7388-76-7