Doppler Spectrum Segmentation of Radar Sea Clutter by Mean-Shift and Information Geometry Metric

被引:0
|
作者
Barbaresco, Frederic [1 ]
Forget, Thibault [1 ]
Chevallier, Emmanuel [2 ]
Angulo, Jesus [2 ]
机构
[1] Thales Air Syst, Adv Radar Concepts Business Unit, Voie Pierre Gilles Gennes, F-91470 Limours, France
[2] Mines ParisTech, Dept Math & Syst, 35 Rue St Honore, F-77300 Fontainebleau, France
来源
2016 17TH INTERNATIONAL RADAR SYMPOSIUM (IRS) | 2016年
关键词
Terms Sea Clutter; Fisher Metric; Information Geometry; Kernel Density Estimation; Mean-Shift Algorithm;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Radar sea clutter inhomogeneity in range is characterized by Doppler mean and spectrum width variations. We propose a new approach for robust statistical density estimation and segmentation of sea clutter Doppler spectrum. In each range cell, Doppler is characterized by a Toeplitz Hermitian Positive Definite covariance matrix that is coded in Poincare's unit poly-disk and we use adaptation of standard kernel methods to density estimation on this specific Riemannian manifold. Based on this non-parametric approach to estimate statistical density of Doppler Spectrum, we address the problem of sea clutter data mapping and segmentation by extending "Mean-Shift" tool for these densities on Poincare's unit poly-disk. This statistical segmentation is requested for robust detection of targets in sea clutter, especially in case of high sea state.
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页数:6
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