DocumentCode :
451058
Title :
A comparative study on the use of road network information in GMTI tracking
Author :
Benameur, K. ; Pannetier, B. ; Nimier, V.
Author_Institution :
ONERA, Chatillon, France
Volume :
1
fYear :
2005
fDate :
25-28 July 2005
Abstract :
A key requisite to GMTI tracking is the use of road network to enhance the track quality and the track continuity. In this paper, we present a comparative study on the incorporation of such information in the GMTI tracking. We consider for this the particular scenario of tracking a target at road junctions or intersections. The goal of this study is to examine the performances of three tracking algorithms IMM, PMHT and DDIMM (delayed decision IMM) in this scenario. In this paper, we describe the GMTI tracking problem and some issues related to the integration of contextual information that need to be addressed. Furthermore, we give a brief description to the IMM, PMHT and DDIMM in the ground tracking framework. We emphasize on the particular approach of including the contextual information in the tracking algorithms : we consider that each road segment belonging to a junction or an intersection presents a different mode for the IMM and the DDIMM and a different hypothesis for the PMHT. The road segment selection test is done either sequentially or based on some batch processing. Before conclusion, some simulations results that evaluate the performances of the three filters are presented.
Keywords :
filtering theory; performance evaluation; probability; target tracking; tracking filters; DDIMM; GMTI tracking; PMHT; batch processing; contextual information; delayed decision IMM; filtering theory; ground moving target identification; interacting multiple model; performance evaluation; probabilistic multiple hypothesis tracker; road network information; road segment selection test; Delay; Information filtering; Information filters; Intelligent networks; Lagrangian functions; Performance evaluation; Roads; Sequential analysis; Target tracking; Uncertainty; GMTI tracking; IMM; PMHT; data association; road network;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion, 2005 8th International Conference on
Print_ISBN :
0-7803-9286-8
Type :
conf
DOI :
10.1109/ICIF.2005.1591941
Filename :
1591941
Link To Document :
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