Title :
Fixed lag smoothing technique for track maintenance in clutter
Author :
Chakravorty, Rajib ; Challa, Subhash
Author_Institution :
Fac. of Eng., Univ. of Technol., Sydney, NSW, Australia
Abstract :
A fixed lag smoothing algorithm for the multi-target scenario is proposed, taking the algorithm of the integrated probabilistic data association (IPDA) filter as the basis. Both target state and its existence are estimated in IPDA. An expression for the smoothing of track existence is derived. The proposed algorithm can be implemented as an extension to PDA smoothing. PDA smoothing computes the state estimate while the derived equation can be used to smooth the existence of the tracks. Thus, a recursive form for fixed lag smoothing of track existence is incorporated into PDA smoothing. This should improve the estimate of both the track states and existence probability which should give better track maintenance. In a practical application like "situation awareness", this improvement can have a great significance.
Keywords :
clutter; parameter estimation; probability; recursive filters; signal processing; smoothing methods; state estimation; target tracking; PDA smoothing; clutter; fixed lag smoothing technique; integrated probabilistic data association filter; multi-target scenario; recursive smoothing; situation awareness; state estimation; target existence estimation; target state estimation; track maintenance; Context awareness; Covariance matrix; Data engineering; Filtering algorithms; Personal digital assistants; Smoothing methods; State estimation; Target tracking; Testing; Time measurement;
Conference_Titel :
Intelligent Sensors, Sensor Networks and Information Processing Conference, 2004. Proceedings of the 2004
Print_ISBN :
0-7803-8894-1
DOI :
10.1109/ISSNIP.2004.1417448