Quickest detection and tracking of spawning targets using monopulse radar channel signals

被引:13
作者
Isaac, Atef [1 ]
Willett, Peter [1 ]
Bar-Shalom, Yaakov [1 ]
机构
[1] Univ Connecticut, Dept Elect & Comp Engn, Storrs, CT 06269 USA
关键词
monopulse radar; particle filter; target tracking; unresolved targets;
D O I
10.1109/TSP.2007.908982
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Recent advances have been reported in detecting and estimating the location of more than one target within a single monopulse radar beam. Successful tracking of those targets has been achieved with the aid of nonlinear filters that approximate the targets' states' conditional pdf, bypassing the measurement extraction stage, and operating directly on the monopulse sum/difference data, i.e., without measurement extraction. The problem of detecting a target spawn will be tackled in this paper. Particle filters will be employed as nonlinear tracking filters to approximate the posterior probability densities of the targets' states under different hypotheses of the number of targets, which in turn can be used to evaluate the likelihood ratio between two different hypotheses at subsequent time steps. Ultimately, a quickest detection procedure based on sequential processing of the likelihood ratios will be used to decide on a change in the underlying target model as an indication of a newly spawning target. Radar signal processing, data association, and target tracking are handled simultaneously.
引用
收藏
页码:1302 / 1308
页数:7
相关论文
共 20 条
[1]  
[Anonymous], 2005, INFERENCE HIDDEN MAR, DOI DOI 10.1007/0-387-28982-8
[2]   A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking [J].
Arulampalam, MS ;
Maskell, S ;
Gordon, N ;
Clapp, T .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (02) :174-188
[3]  
Bar-Shalom Y., 2004, Estimation With Applications to Tracking and Navigation
[4]  
Basseville M., 1993, DETECTION ABRUPT CHA
[5]   Statistical description of monopulse parameters for tracking Rayleigh targets [J].
Blair, WD ;
Brandt-Pearce, M .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1998, 34 (02) :597-611
[6]   Unresolved Rayleigh target detection using monopulse measurements [J].
Blair, WD ;
Brandt-Pearce, M .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1998, 34 (02) :543-552
[7]   Monopulse DOA estimation of two unresolved Rayleigh targets [J].
Blair, WD ;
Brandt-Pearce, M .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2001, 37 (02) :452-469
[8]   A particle-filter-based detection scheme [J].
Boers, Y ;
Driessen, H .
IEEE SIGNAL PROCESSING LETTERS, 2003, 10 (10) :300-302
[9]  
Doucet A., 2001, SEQUENTIAL M CARLO M
[10]   NOVEL-APPROACH TO NONLINEAR NON-GAUSSIAN BAYESIAN STATE ESTIMATION [J].
GORDON, NJ ;
SALMOND, DJ ;
SMITH, AFM .
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1993, 140 (02) :107-113