Title :
Integrated probabilistic data association
Author :
Musicki, D. ; Evans, R. ; Stankovic, S.
Author_Institution :
DD Processing Pty Ltd., Punchbowl, NSW, Australia
fDate :
6/1/1994 12:00:00 AM
Abstract :
This paper presents an integrated probabilistic data association algorithm which provides recursive formulas for both data association and track quality (probability of track existence), allowing track initiation and track termination to be fully integrated into the association and smoothing algorithm. Integrated probabilistic data association is of similar computational complexity to probabilistic data association and as demonstrated by simulation, achieves comparable performance to the more computationally expensive interactive multiple model probabilistic data association algorithm which also integrates initiation and tracking
Keywords :
computational complexity; probability; signal processing; telecommunications computing; tracking; computational complexity; integrated probabilistic data association; track existence probability; track initiation; track quality; track termination; Clutter; Computational modeling; Information processing; Personal digital assistants; Radar tracking; Signal processing; Smoothing methods; State estimation; Target tracking; Time measurement;
Journal_Title :
Automatic Control, IEEE Transactions on