非均匀杂波中的子带矩阵信息几何检测器

Zheng Yang, Yongqiang Cheng, Hao Wu, Xiaoqiang Hua, Xiang Li, Hongqiang Wang
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引用次数: 1

摘要

矩阵信息几何探测器(MIG)将采样数据转换为位于HPD矩阵流形上的厄米正定矩阵,为目标检测提供了一种创新方案。本文提出了一种子带MIG探测器,用于探测短脉冲非均匀杂波背景下的目标。更精确地说,首先通过设计离散傅立叶变换调制滤波器组进行子带滤波以抑制强杂波。然后,将滤波后的数据建模为一组HPD矩阵,形成HPD矩阵流形。在每个子带中,推导了基于几何考虑的流形检测。为此,设计了一种子带MIG探测器,利用信息散度测量观测数据与杂波的不相似度。最后,基于模拟数据和真实海杂波数据的数值实验表明,与传统方法相比,该方法具有更好的检测性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Subband Matrix Information Geometry Detector in Heterogeneous Clutter
Matrix information geometry (MIG) detector, which converts sample data to Hermitian positive definite (HPD) matrices located on HPD matrix manifold, provides an innovative scheme for target detection. In this paper, a subband MIG detector is proposed to detect target submerged into heterogeneous clutter background with short pulses. More precisely, subband filtering is firstly performed to suppress strong clutter by designing a discrete Fourier transform modulated filter bank. Then, a set of HPD matrices are modeled by the filtered data and a HPD matrix manifold is formed. In each subband, the detection from geometric consideration on the manifold is derived. Thus, a subband MIG detector is formulated and information divergence is utilized to measure the dissimilarity of the observed data and the clutter. Finally, numerical experiments based on simulated data and real sea clutter data show that the proposed method can achieve better detection performance compared with the traditional methods.
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