Title :
IMM Estimator for Maneuvering Target Tracking in GSM Networks
Author :
Zhang, Miao ; Knedlik, Stefan ; Loffeld, Otmar
Author_Institution :
Univ. of Siegen, Siegen
Abstract :
Global system for mobile communications (GSM) networks can provide position information. For the application of tracking ground target, the target should be regarded as maneuvering target since the state to be estimated may change dramatically due to the restriction of terrain, road, traffic, and so on. It is well known that multiple model (MM) estimation is a powerful approach for such a hybrid estimation problem. In this paper, we consider this target motion uncertainty problem in GSM environment. Interacting MM (IMM) estimator is analyzed and the estimation results of three different simulated scenarios are evaluated by the corresponding posterior Cramer-Rao lower bound (PCRB) and compared with single model method of using one nearly constant velocity (CV) model. The comparisons show that IMM estimator reduce the estimation errors during the non-maneuvering period.
Keywords :
cellular radio; estimation theory; target tracking; GSM networks; IMM estimator; ground target; mobile communications networks; multiple model estimation; posterior Cramer Rao lower bound; target motion uncertainty; target tracking; Acceleration; Filters; GSM; Gaussian noise; Mobile communication; Motion estimation; Roads; State estimation; Target tracking; Uncertainty;
Conference_Titel :
Positioning, Navigation and Communication, 2007. WPNC '07. 4th Workshop on
Conference_Location :
Hannover
Print_ISBN :
1-4244-0871-7
Electronic_ISBN :
1-4244-0871-7
DOI :
10.1109/WPNC.2007.353624