Fast Dual Trifeature-Based Detection of Small Targets in Sea Clutter by Using Median Normalized Doppler Amplitude Spectra

被引:16
|
作者
Guo, Zi-Xun [1 ,2 ]
Bai, Xiao-Hui [2 ]
Shui, Peng-Lang [2 ]
Wang, Ling [1 ]
Su, Jia [1 ]
机构
[1] Northwestern Polytech Univ, Sch Elect & Informat, Xian 710072, Peoples R China
[2] Xidian Univ, Natl Lab Radar Signal Proc, Xian 710071, Peoples R China
基金
中国国家自然科学基金;
关键词
Clutter; Detectors; Feature extraction; Radar cross-sections; Doppler effect; Doppler radar; Radar clutter; Fast dual trifeature-based detector; low-altitude small targets; low-velocity and floating small targets; median normalized Doppler amplitude spectra (MNDAS); sea clutter; FLOATING SMALL TARGETS;
D O I
10.1109/JSTARS.2023.3268181
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
High-resolution sea-surface surveillance radars are designed to find two classes of small targets, low-velocity and floating small targets on the sea surface and low-altitude small targets over the sea surface. Existing feature-based detectors using amplitude and Doppler spectra features of returns can fast detect the first class of small targets. But they often fail to find the second class of small targets due to their small radar cross-sections and low signal-to-clutter ratios (SCR). This article proposes a fast dual trifeature-based detector to find the two classes of small targets. At the low-velocity trifeature-based detector, the existing trifeature-based detector is used to find the first class of small targets. At the high-velocity trifeature-based detector, a new trifeature-based detector is used to detect the second class of small targets by utilizing three new features from the median normalized Doppler amplitude spectrum (MNDAS). Owing to the ability of the MNDAS to suppress sea clutter, the high-velocity trifeature-based detector can effectively find the second class of small targets with low SCRs. The detected results in the two trifeature-based detectors are combined into the binary output of the detector in terms of the "OR" operation. Finally, the proposed detector is verified and compared with the existing detectors by the open and recognized IPIX and CSIR radar databases and one unmanned aerial vehicle radar dataset. Besides the detection performance for the two classes of small targets, a merit of the proposed detector is of low-complexity decision because no time-frequency features are available in detection.
引用
收藏
页码:4050 / 4063
页数:14
相关论文
共 18 条
  • [1] Fast principal component analysis-based detection of small targets in sea clutter
    Jing-Yi Li
    Peng-Lang Shui
    Zi-Xun Guo
    Shu-Wen Xu
    IET RADAR SONAR AND NAVIGATION, 2022, 16 (08): : 1282 - 1291
  • [2] Detection of small targets in sea clutter using nonlinear prediction
    Young, A
    Leung, H
    RADAR SENSOR TECHNOLOGY II, 1997, 3066 : 74 - 82
  • [3] A Polarization-Doppler Joint Feature-Based Detection Method for Small Targets in Sea Clutter
    Wu, Guoqing
    Wang, Shengbin Luo
    Wang, Ping
    Li, Yongzhen
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2024, 60 (06) : 8791 - 8804
  • [4] Small target detection in sea clutter based on Doppler spectrum features
    Wang, Xue
    Liu, Jin
    Liu, Hongwei
    PROCEEDINGS OF 2006 CIE INTERNATIONAL CONFERENCE ON RADAR, VOLS 1 AND 2, 2006, : 1289 - +
  • [5] Detection of small targets within sea clutter using spatiotemporal chaos
    College of Automation, Harbin Engineering University, Harbin 150001, China
    Yi Qi Yi Biao Xue Bao, 2009, 6 (1180-1185):
  • [6] Phase-Feature-Based Detection of Small Targets in Sea Clutter
    Xie, Jianda
    Xu, Xiaojian
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19
  • [7] A Fast FRFT Based Detection Algorithm of Multiple Moving Targets in Sea Clutter
    Chen, Xiaolong
    Guan, Jian
    2010 IEEE RADAR CONFERENCE, 2010, : 402 - 406
  • [8] Tri-Feature-Based Detection of Floating Small Targets in Sea Clutter
    Shui, Peng-Lang
    Li, Dong-Chen
    Xu, Shu-Wen
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2014, 50 (02) : 1416 - 1430
  • [9] Small target detection in sea clutter background based on Tsallis entropy of Doppler spectrum
    Chen S.
    Luo F.
    Hu C.
    Nie X.
    Journal of Radars, 2019, 8 (03) : 344 - 354
  • [10] Detection and recognition of dim and small targets in sea clutter background based on polarization decomposition
    Wang, Rui
    Li, Xiangyang
    Wang, Bei
    Ma, Hongguang
    Zhang, Zhili
    INTERNATIONAL JOURNAL OF MODELING SIMULATION AND SCIENTIFIC COMPUTING, 2023, 14 (03)