DocumentCode :
3491935
Title :
Tracking of a moving emitter based on delay and Doppler shift using a particle filter
Author :
Sidi, Alon J. ; Weiss, Anthony J.
Author_Institution :
Sch. of Electr. Eng., Tel Aviv Univ., Tel Aviv, Israel
fYear :
2010
fDate :
17-20 Nov. 2010
Abstract :
The gelocation and tracking of a moving transmitter using receivers mounted on stationary or moving platforms is considered. It is assumed that the transmitted radio signal is unknown and that the transmitter dynamics model is known. Two-step conventional methods measure time difference of arrivals and differential Doppler in a first step and in the second step use these measurements for geolocation and tracking. We present a novel approach based on particle filter that uses the received radio signal directly in order to determine the location and velocity of the transmitter. The proposed method exhibits nearly optimal performance with reduced computational effort in contrast with conventional methods which require 4-dimensional grid search. We obtain expressions for the Bayesian Cramér-Rao Lower Bound and the performance of the algorithm is compared to the bound by Monte-Carlo computer simulations.
Keywords :
Bayes methods; Doppler shift; Monte Carlo methods; particle filtering (numerical methods); radio receivers; radio transmitters; target tracking; time measurement; time-of-arrival estimation; 4-dimensional grid search; Bayesian Cramer-Rao lower bound; Doppler shift; Monte-Carlo computer simulation; delay; moving emitter tracking; moving transmitter tracking; particle filter; radio receiver; received radio signal; time difference of arrival; transmitted radio signal; transmitter dynamics model; two-step conventional method; Bayesian methods; Delay; Doppler effect; Doppler measurements; Geology; Receivers; Signal to noise ratio; Bayesian estimation; Differential Doppler; Emitter location; Particle Filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and Electronics Engineers in Israel (IEEEI), 2010 IEEE 26th Convention of
Conference_Location :
Eliat
Print_ISBN :
978-1-4244-8681-6
Type :
conf
DOI :
10.1109/EEEI.2010.5661920
Filename :
5661920
Link To Document :
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