局部均匀背景中距离扩展目标的GLRT检测器及性能分析

顾新锋, 简涛, 何友, 苏峰, 唐小明

电子学报 ›› 2013, Vol. 41 ›› Issue (12) : 2367-2373.

PDF(697 KB)
PDF(697 KB)
电子学报 ›› 2013, Vol. 41 ›› Issue (12) : 2367-2373. DOI: 10.3969/j.issn.0372-2112.2013.12.008
学术论文

局部均匀背景中距离扩展目标的GLRT检测器及性能分析

  • 顾新锋1,2, 简涛1, 何友1, 苏峰1, 唐小明1
作者信息 +

GLRT Detector of Range-Spread Target in Local Homogeneous Background and Its Performance Analysis

  • GU Xin-feng1,2, JIAN Tao1, HE You1, SU Feng1, TANG Xiao-ming1
Author information +
文章历史 +

摘要

在复合高斯杂波满足局部均匀的背景下,对均匀杂波分组模型进行推广,建立了广义杂波分组模型.进一步,利用广义似然比检验(GLRT)原理,提出了距离扩展目标的基于广义杂波分组的GLRT检测器(GCC-GLRT),并推导了检测器虚警概率与检测门限关系的表达式.GCC-GLRT有效地解决了基于均匀杂波分组的GLRT检测器(CC-GLRT)在非均匀杂波分组背景下不具备CFAR特性的问题.仿真结果还表明,对于稀疏散射点目标,在合适的杂波分组情况下,GCC-GLRT能有效克服采用NSDD-GLRT检测器出现的“坍塌损失”,改善检测器的检测性能.

Abstract

When the compound-Gaussian clutters are cluttered into groups of data with one and the same value of the texture,the homogeneous clutter-clustered model is generalized,and a generalized clutter clustered model is established.Moreover,a generalized likelihood ratio test detector based on the generalized clutter-clustered (GCC-GLRT) is proposed,and the formula relating false alarm probability to detection threshold is deduced.The GCC-GLRT solves the problem that the CC-GLRT is not CFAR in inhomogeneous clutter-clustered background.The simulation results show that the GCC-GLRT can overcome the collapsing loss of the NSDD-GLRT detecting spare scatterers target and improve the detection performance of the detector.

关键词

复合高斯杂波 / 球不变随机向量 / 杂波分组 / 广义似然比检验

Key words

compound-Gaussian clutter / spherically invariant random vector / clutter-clustered / generalized likelihood ratio test

引用本文

导出引用
顾新锋, 简涛, 何友, 苏峰, 唐小明. 局部均匀背景中距离扩展目标的GLRT检测器及性能分析[J]. 电子学报, 2013, 41(12): 2367-2373. https://doi.org/10.3969/j.issn.0372-2112.2013.12.008
GU Xin-feng, JIAN Tao, HE You, SU Feng, TANG Xiao-ming. GLRT Detector of Range-Spread Target in Local Homogeneous Background and Its Performance Analysis[J]. Acta Electronica Sinica, 2013, 41(12): 2367-2373. https://doi.org/10.3969/j.issn.0372-2112.2013.12.008
中图分类号: V243.2    TN957.51   

参考文献

[1] KELLY E J.An adaptive detection algorithm[J].IEEE Transactions on Aerospace and Electronic Systems, 1986, 22:115-127.

[2] 何友, 关键, 孟祥伟, 等.雷达目标检测与恒虚警处理(第二版)[M].北京:清华大学出版社, 2011. HE You, GUAN Jian, MENG Xiang-wei, et al.Radar Target Detection and CFAR Processing, 2nd[M].Beijing:Tsinghua University Press, 2011.(in Chinese)

[3] WARD K D, BAKER C J, WATTS S.Maritime surveillance radar.Part 1:Radar scattering from the ocean surface[J].IEE Proceedings F Radar and Signal Processing, 1990, 137(2):51-62.

[4] 简涛, 何友, 苏峰, 等.复合高斯杂波协方差矩阵估计的失配性能分析[J].电子学报, 2011, 39 (4):963-966. JIAN Tao, HE You, SU Feng, et al.Mismatch analysis of covariance matrix estimator for compound-Gaussian clutter[J].Acta Electronica Sinica, 2011, 39 (4):963-966.(in Chinese)

[5] 简涛, 何友, 苏峰, 等.SIRV杂波下距离扩展目标CFAR检测器[J].电子学报, 2010, 38(12):2740-2744. JIAN Tao, HE You, SU Feng, et al.Range-spread target CFAR detection under SIRV clutter[J].Acta Electronica Sinica, 2010, 38(12):2740-2744.(in Chinese)

[6] CONTE E, LOPS M, RICCI G.Adaptive detection schemes in compound-Gaussian clutter[J].IEEE Transactions on Aerospace and Electronic Systems, 1998, 34(4):1058-1069.

[7] DI BISCEGLIE M, GALDI C.Random walk based characterization of radar backscatter from the sea surface[J].IEE Proceedings-Radar, Sonar and Navigation, 1998, 145(4):216-225.

[8] GERLACH K.Spatially distributed target detection in non-Gaussian clutter[J].IEEE Transactions on Aerospace and Electronic Systems, 1999, 35(3):926-934.

[9] BON N, KHENCHAF A, GARELLO R.GLRT subspace detection for range and Doppler distributed targets[J].IEEE Transactions on Aerospace and Electronic Systems, 2008, 44(2):678-696.

[10] HE Y, JIAN T, SU F, et al.Novel range-spread target detectors in non-Gaussian clutter[J].IEEE Transactions on Aerospace and Electronic Systems, 2010, 46(3):1312-1328.

[11] GUAN J, ZHANG X L.Subspace detection for range and Doppler distributed targets with Rao and Wald tests[J].Signal Processing, 2011, 91(1):51-60.

[12] CONTE E, DE MAIO A, RICCI G.CFAR detection of distributed targets in non-Gaussian disturbance[J].IEEE Transactions on Aerospace and Electronic Systems, 2002, 38(2):612-621.

[13] 张贤达.矩阵分析与应用[M].北京:清华大学出版社, 2004. ZHANG Xian-da.Matrix Analysis and Applications[M].Beijing:Tsinghua University Press, 2004.(in Chinese)

基金

国家自然科学基金 (No.61032001,No.61102166); 新世纪优秀人才支持计划 (No.NCET-11-0872)

PDF(697 KB)

2568

Accesses

0

Citation

Detail

段落导航
相关文章

/