Multitarget particle filter track before detect application

被引:160
作者
Boers, Y [1 ]
Driessen, JN [1 ]
机构
[1] Thales Nederland, NL-7554 RR Hengelo, Netherlands
关键词
D O I
10.1049/ip-rsn:20040841
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The paper deals with a radar 'track before detect' application in a multitarget setting. 'Track before detect' is a method to track weak objects on the basis of raw radar measurements, e.g. the reflected power of the target plus noise. In classical target tracking, the tracking process is performed on the basis of pre-processed measurements that are constructed from the original measurement data every time step. In this way no integration over time takes place and information is lost. The authors give details of a modelling setup and a particle filter based algorithm to deal with a multiple target track before detect' situation. Using simulations it is shown that with this method, it is possible to track multiple, closely spaced, weak targets.
引用
收藏
页码:351 / 357
页数:7
相关论文
共 18 条
[1]  
[Anonymous], 1981, INTRO RADAR SYSTEMS
[2]  
[Anonymous], P I ELECT ENG F
[3]  
BALLANTYNE DJ, 2001, P FUSION C MONTR CAN
[4]  
Bar-Shalom Yaakov., 1993, ESTIMATION TRACKING
[5]  
Blackman S., 1999, Design and Analysis of Modern Tracking Systems
[6]   A particle-filter-based detection scheme [J].
Boers, Y ;
Driessen, H .
IEEE SIGNAL PROCESSING LETTERS, 2003, 10 (10) :300-302
[7]   Particle filter based detection schemes [J].
Boers, Y ;
Driessen, H ;
Grimmerink, K .
SIGNAL AND DATA PROCESSING OF SMALL TARGETS 2002, 2002, 4728 :128-137
[8]   Hybrid state estimation: a target tracking application [J].
Boers, Y ;
Driessen, H .
AUTOMATICA, 2002, 38 (12) :2153-2158
[9]  
Boers Y., 2003, IEEE C COMP VIS PATT
[10]  
BOERS Y, 2001, P AM CONTR C ARL VA