Inhomogeneity Suppression CFAR Detection Based on Statistical Modeling

被引:4
作者
He, Xinbiao [1 ]
Xu, Yanwei [1 ]
Liu, Minggang [1 ]
Hao, Chengpeng [1 ]
机构
[1] Univ Chinese Acad Sci, Chinese Acad Sci, Inst Acoust, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
Reverberation; Nonhomogeneous media; Data models; Detectors; Clutter; Image edge detection; Sonar detection; Constant false alarm rate detector (CFAR) detection; inhomogeneous background; ordered statistics; statistical modeling; ENVELOPE STATISTICS; CLUTTER;
D O I
10.1109/TAES.2022.3198034
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
An inhomogeneity suppression constant false alarm rate detector (IS-CFAR) based on statistical modeling is proposed for inhomogeneous sonar or radar data. First, the inhomogeneous background is modeled and classified based on ordered statistics. Then, the background power is estimated based on the different group of data according to the model of the inhomogeneous background. Finally, the IS-CFAR is designed to improve the detection performance for inhomogeneous sonar or radar data. Simulation results show that the IS-CFAR detector can suppress the background inhomogeneity and improve the CFAR detection performance under inhomogeneous background.
引用
收藏
页码:1231 / 1238
页数:8
相关论文
共 23 条
  • [1] Abraham D. A, 2007, PROC OCEANS
  • [2] Reverberation envelope statistics and their dependence on sonar bandwidth and scattering patch size
    Abraham, DA
    Lyons, AP
    [J]. IEEE JOURNAL OF OCEANIC ENGINEERING, 2004, 29 (01) : 126 - 137
  • [3] The effect of multipath on the envelope statistics of bottom clutter
    Abraham, Douglas A.
    [J]. IEEE JOURNAL OF OCEANIC ENGINEERING, 2007, 32 (04) : 848 - 861
  • [4] AIS Data Aided Rayleigh CFAR Ship Detection Algorithm of Multiple-Target Environment in SAR Images
    Ai, Jiaqiu
    Pei, Zhilin
    Yao, Baidong
    Wang, Zhaocheng
    Xing, Mengdao
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2022, 58 (02) : 1266 - 1282
  • [5] Robust CFAR Ship Detector Based on Bilateral-Trimmed-Statistics of Complex Ocean Scenes in SAR Imagery: A Closed-Form Solution
    Ai, Jiaqiu
    Mao, Yuxiang
    Luo, Qiwu
    Xing, Mengdao
    Jiang, Kai
    Jia, Lu
    Yang, Xingming
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2021, 57 (03) : 1872 - 1890
  • [6] A CA-CFAR-Like Detector Using the Gerschgorin Circle Theorem for Bistatic Space Based Radar
    Cai, Jianan
    Hu, Shengbo
    Jin, Yang
    Mo, Jinrong
    Yan, Tingting
    Xia, Mingfei
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2021, 57 (06) : 4137 - 4148
  • [7] Automatic censoring CFAR detector based on ordered data variability for nonhomogeneous environments
    Farrouki, A
    Barkat, M
    [J]. IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 2005, 152 (01) : 43 - 51
  • [8] FINN HM, 1968, RCA REV, V29, P414
  • [9] ANALYSIS OF CFAR PROCESSORS IN NONHOMOGENEOUS BACKGROUND
    GANDHI, PP
    KASSAM, SA
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1988, 24 (04) : 427 - 445
  • [10] GANDHI PP, 1989, IEEE INTERNATIONAL CONFERENCE ON SYSTEMS ENGINEERING ///, P85, DOI 10.1109/ICSYSE.1989.48626