Title :
Position and velocity tracking in mobile cellular networks using the particle filter
Author :
Olama, Mohammed M. ; Djouadi, Seddik M. ; Pendley, Chris S.
Author_Institution :
Dept. of ECE, Tennessee Univ., Knoxville, TN
Abstract :
This paper presents a new method for tracking a mobile based on Aulin´s wave scattering model This model takes into account non line of sight and multipath propagation environments, which are usually encountered in wireless fading channels. According to Aulin´s model, the received instantaneous electric field at the base station is a nonlinear function of the mobile location and velocity. A method based on particle filtering (sequential Monte Carlo methods) that copes with nonlinearities in order to estimate the mobile location and velocity is proposed. In contrast to standard target tracking literature we do not rely on linearized motion models, measurement relations, and Gaussian assumptions. Numerical results are presented to evaluate the accuracy of the proposed method. They demonstrate significant accuracy improvement over known algorithms
Keywords :
Monte Carlo methods; cellular radio; fading channels; multipath channels; particle filtering (numerical methods); sequential estimation; base station; instantaneous electric field; linearized motion models; mobile cellular networks; multipath propagation environments; particle filter; sequential Monte Carlo methods; velocity tracking; wireless fading channels; Base stations; Fading; Filtering; Land mobile radio cellular systems; Measurement standards; Motion measurement; Particle filters; Particle scattering; Particle tracking; Target tracking;
Conference_Titel :
Wireless Communications and Networking Conference, 2006. WCNC 2006. IEEE
Conference_Location :
Las Vegas, NV
Print_ISBN :
1-4244-0269-7
Electronic_ISBN :
1525-3511
DOI :
10.1109/WCNC.2006.1683458