TY - GEN
T1 - Position and velocity tracking in mobile cellular networks using the particle filter
AU - Olama, Mohammed M.
AU - Djouadi, Seddik M.
AU - Pendley, Chris S.
PY - 2006
Y1 - 2006
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=34250313739&partnerID=8YFLogxK
U2 - 10.1109/wcnc.2006.1683458
DO - 10.1109/wcnc.2006.1683458
M3 - Conference contribution
AN - SCOPUS:34250313739
SN - 1424402700
SN - 9781424402700
T3 - IEEE Wireless Communications and Networking Conference, WCNC
SP - 165
EP - 170
BT - 2006 IEEE Wireless Communications and Networking Conference, WCNC 2006
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2006 IEEE Wireless Communications and Networking Conference, WCNC 2006
Y2 - 3 April 2006 through 6 April 2006
ER -