13 July 2000 Multitarget mixture reduction algorithm with incorporated target existence recursions
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Abstract
The paper derives a deferred logic data association algorithm based on the mixture reduction approach originally due to Salmond [SPIE vol.1305, 1990]. The novelty of the proposed algorithm provides the recursive formulae for both data association and target existence (confidence) estimation, thus allowing automatic track initiation and termination. T he track initiation performance of the proposed filter is investigated by computer simulations. It is observed that at moderately high levels of clutter density the proposed filter initiates tracks more reliably than its corresponding PDA filter. An extension of the proposed filter to the multi-target case is also presented. In addition, the paper compares the track maintenance performance of the MR algorithm with an MHT implementation.
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Branko Ristic, Branko Ristic, Sanjeev Arulampalam, Sanjeev Arulampalam, } "Multitarget mixture reduction algorithm with incorporated target existence recursions", Proc. SPIE 4048, Signal and Data Processing of Small Targets 2000, (13 July 2000); doi: 10.1117/12.392007; https://doi.org/10.1117/12.392007
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