DocumentCode :
827574
Title :
Knowledge-based system for multi-target tracking in a littoral environment
Author :
Benavoli, Alessio ; Chisci, L. ; Farina, A. ; Timmoneri, L. ; Zappa, Giovanni
Author_Institution :
Florence Univ.
Volume :
42
Issue :
3
fYear :
2006
fDate :
7/1/2006 12:00:00 AM
Firstpage :
1100
Lastpage :
1119
Abstract :
The paper addresses how to efficiently exploit the knowledge-base (KB), e.g. environmental maps and characteristics of the targets, in order to gain improved performance in the tracking of multiple targets via measurements provided by a ship-borne radar operating in a littoral environment. In this scenario, the nonhomogeneity of the surveillance region makes the conventional tracking systems (not using the KB) very sensitive to false alarms and/or missed detections. It is demonstrated that an effective use of the KB can be exploited at various levels of the tracking algorithms so as to significantly reduce the number of false alarms, missed detections, and false tracks and improve true target track life. The KB is exploited at two different levels. First, some key parameters of the tracking system are made dependent upon the track location, e.g., sea, land, coast, meteo zones (i.e., zones affected by meteorological phenomena) etc. Second, modifications are introduced to cope with a priori identified regions nit hi high clutter density (e.g. littoral areas, roads, meteo zones etc.). To evaluate the behavior of the proposed knowledge-based tracking systems, extensive results are presented using both simulated and real radar data
Keywords :
knowledge based systems; marine radar; radar tracking; target tracking; false alarms; knowledge-based tracking systems; littoral environment; missed detections; multitarget tracking; radar data; shipborne radar; true target track life; Gain measurement; Knowledge based systems; Meteorology; Performance gain; Radar detection; Radar measurements; Radar tracking; Sea measurements; Surveillance; Target tracking;
fLanguage :
English
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9251
Type :
jour
DOI :
10.1109/TAES.2006.248193
Filename :
4014426
Link To Document :
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