An IPDA based target existence assisted Bayesian detector for target tracking in clutter

•An PDA based target existence assisted Bayesian detector is derived.•Prior track information is used to facilitate target detection, while guaranteeing fast target termination. In this paper, an integrated probabilistic data association (IPDA) based target existence assisted Bayesian detector (TE-B...

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Veröffentlicht in:Signal processing 2023-04, Vol.205, p.108895, Article 108895
Hauptverfasser: Zhang, Peng, Yan, Junkun, Ma, Lin, Guan, Yongsheng, Liu, Hongwei
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Sprache:eng
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Zusammenfassung:•An PDA based target existence assisted Bayesian detector is derived.•Prior track information is used to facilitate target detection, while guaranteeing fast target termination. In this paper, an integrated probabilistic data association (IPDA) based target existence assisted Bayesian detector (TE-BD) is derived for target tracking in the clutter. The key idea of the proposed method is to feed back the predicted target position information and the existence probability from the tracker to the detector to facilitate target detection and tracking, while ensuring radar can terminate track quickly when target disappears. We first derive the prior information assisted target detection model, and then present the general steps of the TE-BD scheme based on the IPDA framework. Simulation results verify the effectiveness of the proposed IPDA-TE-BD w.r.t. the existing works.
ISSN:0165-1684
1872-7557
DOI:10.1016/j.sigpro.2022.108895