DocumentCode :
3482066
Title :
A single lag smoothing technique for track maintenance in clutter
Author :
Chakravorty, R. ; Challa, S.
Author_Institution :
Center for Autonomous Syst., Univ. of Technol., Sydney, NSW
Volume :
2
fYear :
2004
fDate :
1-3 Dec. 2004
Firstpage :
1266
Lastpage :
1270
Abstract :
We introduce a multi-target smoothing algorithm based on the integrated probabilistic data association (IPDA) filter. IPDA jointly estimates both the target state and its existence. An expression for a single lag smoothing of track existence is derived in this paper. This algorithm can be viewed as a extension to PDA smoothing where, combined with the PDA smoothing, a recursive formulation for one lag smoothing of track existence is incorporated. Simulation results show that the new algorithm can track multiple targets in a cluttered environment providing a better estimate for both the track states and existence. The result could be of great significance for situation awareness
Keywords :
clutter; probability; smoothing methods; target tracking; integrated probabilistic data association smoothing; multitarget smoothing; single lag smoothing; track maintenance; Context awareness; Covariance matrix; Data engineering; Filtering algorithms; Filters; Smoothing methods; State estimation; Systems engineering and theory; Target tracking; Time measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cybernetics and Intelligent Systems, 2004 IEEE Conference on
Conference_Location :
Singapore
Print_ISBN :
0-7803-8643-4
Type :
conf
DOI :
10.1109/ICCIS.2004.1460773
Filename :
1460773
Link To Document :
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