Knowledge based anomaly detection for ground moving targets

被引:0
作者
Katsilieris, Fotios [1 ]
Charlish, Alexander [1 ]
机构
[1] Fraunhofer FKIE, Sensor Data & Informat Fus Dept, Wachtberg, Germany
来源
2018 IEEE RADAR CONFERENCE (RADARCONF18) | 2018年
关键词
GMTI; ground moving target tracking; anomaly detection; road network; road information; stop and go; STOP-MOVE TARGETS; TRACKING;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Ground moving target indicator (GMTI) radars are commonly used on airborne platforms in order to detect and track ground targets, such as cars. An operator can use the provided tracks in order to make inference about the behaviour of targets. Prior knowledge, such as road network information, plays a key role in obtaining accurate tracks and thus helping an operator make better inference. This work shows that prior knowledge can also be used for automated anomaly detection when tracking ground targets, thus lowering the workload of an operator. Models for several target behaviours of interest, such as stop-go motion, are presented and tested in simulated examples.
引用
收藏
页码:786 / 791
页数:6
相关论文
共 22 条
[1]   Ground moving target indication using knowledge based space time adaptive processing [J].
Adve, RS ;
Wicks, MC ;
Hale, TB ;
Antonik, P .
RECORD OF THE IEEE 2000 INTERNATIONAL RADAR CONFERENCE, 2000, :735-740
[2]  
[Anonymous], 2011, Tracking and Data Fusion
[3]  
Baumgartner S., 2010, P 2010 8 EUR C SYNTH, P1
[4]  
Dijkstra EW., 1959, NUMER MATH, V1, P269, DOI 10.1007/BF01386390
[5]  
Ender J, 2015, INT RADAR SYMP PROC, P374, DOI 10.1109/IRS.2015.7226396
[6]   A Knowledge-Based Target Relocation Method for Wide-Area GMTI Mode [J].
Hu, Ruixian ;
Liu, Baochang ;
Wang, Tong ;
Liu, Dongdong ;
Bao, Zheng .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2014, 11 (04) :748-752
[7]   Threat-Based Sensor Management for Target Tracking [J].
Katsilieris, Fotios ;
Driessen, Hans ;
Yarovoy, Alexander .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2015, 51 (04) :2772-2785
[8]   Tracking evasive move-stop-move targets with a GMTI radar using a VS-IMM estimator [J].
Kirubarajan, T ;
Bar-Shalom, Y .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2003, 39 (03) :1098-1103
[9]  
Klemm R., 2009, 2009 INT RAD C SURV, P1
[10]   Ground target tracking with STAP radar [J].
Koch, W ;
Klemm, R .
IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 2001, 148 (03) :173-185