Delay and Doppler Induced Direct Tracking by Particle Filter

被引:30
|
作者
Sidi, Alon Y. [1 ]
Weiss, Anthony J. [2 ,3 ]
机构
[1] Tel Aviv Univ, IL-6997801 Tel Aviv, Israel
[2] Tel Aviv Univ, Dept Elect Engn Syst, IL-6997801 Tel Aviv, Israel
[3] Tel Aviv Univ, Sch Elect Engn, IL-6997801 Tel Aviv, Israel
基金
以色列科学基金会;
关键词
DIFFERENTIAL DOPPLER; FDOA MEASUREMENTS; TDOA; SHIFTS;
D O I
10.1109/TAES.2013.120326
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The geolocation and tracking of a moving transmitter using receivers mounted on stationary or moving platforms is considered. Two-step conventional methods measure time difference of arrivals (TDOA) and differential Doppler in the first step, and in the second step use these measurements for geolocation and tracking. We explore a particle filter that uses the received radio signal directly in order to determine the location and velocity of the transmitter. Two algorithms are derived for the case of unknown deterministic signals and for the case of unknown Gaussian signals. In addition we derive recursive performance bounds for the two cases. The proposed methods show better performance than two-step methods at low signal-to-noise ratio (SNR) values and achieve the performance bound at high SNR values.
引用
收藏
页码:559 / 572
页数:14
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