DocumentCode :
1064839
Title :
An Alternative Model for Target Position Estimation in Radar Processors
Author :
Yildirim, Alper ; Efe, Murat ; Özdemir, Ahmet Kemal
Author_Institution :
Ankara Univ., Ankara
Volume :
14
Issue :
8
fYear :
2007
Firstpage :
549
Lastpage :
552
Abstract :
In this paper, we analyze the target position estimation errors induced by conventional radar signal processors, which assume a point-target model in matched filtering-based detection and tracking. As we demonstrated through simulations, the performance degradation under the point-target assumption can be significant for high-resolution radars, where targets extend across several detection cells. One of the main contributions of this paper is to provide an alternative model for reflections from extended targets and clutter. We model the events of backscatters from illuminated targets and clutter as a nonhomogenous Poisson process. The corresponding maximum likelihood estimator and the Cramer-Rao lower bound have been derived. Typical target detection process has been simulated and the validity of the model has been verified by using the Kullback-Leibler distance. It has been shown that the new method significantly reduces target position estimation errors compared to the peak picking method.
Keywords :
matched filters; maximum likelihood estimation; radar signal processing; stochastic processes; target tracking; tracking filters; Cramer-Rao lower bound; Kullback-Leibler distance; Poisson process; backscatters; high-resolution radars; matched filtering-based detection; matched filtering-based tracking; maximum likelihood estimator; point-target assumption; point-target model; radar signal processors; target detection process; target position estimation; Clutter; Degradation; Estimation error; Matched filters; Radar detection; Radar signal processing; Radar tracking; Signal analysis; Signal processing; Target tracking; Extended targets; Kullback–Leibler (KL) distance; high-resolution radars (HRRs); maximum likelihood estimator (MLE); nonhomogenous Poisson process; peak picking loss (PPL); radar signal processing;
fLanguage :
English
Journal_Title :
Signal Processing Letters, IEEE
Publisher :
ieee
ISSN :
1070-9908
Type :
jour
DOI :
10.1109/LSP.2007.891838
Filename :
4277255
Link To Document :
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