Small target detection in sea clutter background based on Tsallis entropy of Doppler spectrum

被引:0
|
作者
Chen S. [1 ]
Luo F. [1 ]
Hu C. [2 ]
Nie X. [1 ]
机构
[1] National Laboratory of Radar Signal Processing, Xidian University, Xi’an
[2] Southwest China Institute of Electronic Technology, Chengdu
关键词
Doppler spectrum; Multifractality; Sea clutter; Target detection; Tsallis entropy;
D O I
10.12000/JR19012
中图分类号
学科分类号
摘要
According to the different concentration levels of Doppler spectrum between sea clutter and target, small target in sea clutter background can be detected using Shannon entropy. However, Shannon entropy is merely a special case of Tsallis entropy and cannot reflect the multifractality of sea clutter. In this paper, the relation between Tsallis entropy and the generalized fractal dimension is first presented, and then the Doppler spectrum’s concentrative level and multifractality of sea clutter are combined; finally an algorithm for detecting small target in sea clutter background based on Tsallis entropy of Doppler spectrum rather than of Shannon entropy is proposed. By comparison via IPIX dataset, the detection’s performance of Tsallis entropy is better than that of Shannon entropy and Hurst exponent as per short observations. © 2019 Institute of Electronics Chinese Academy of Sciences. All rights reserved.
引用
收藏
页码:344 / 354
页数:10
相关论文
共 25 条
  • [1] Farina A., Studer F.A., A review of CFAR detection techniques in radar systems[J], Microware Journal, 29, 5, (1986)
  • [2] Ding H., Dong Y., Ningbo L.I.U., Et al., Overview and prospects of research on sea clutter property cognition[J], Journal of Radars, 5, 5, pp. 499-516, (2016)
  • [3] Haykin S., Currie B.W., Kesler S.B., Maximum-entropy spectral analysis of radar clutter[J], Proceedings of the IEEE, 70, 9, pp. 953-962, (1982)
  • [4] Jin L.I.U., Wang X., Hongwei L.I.U., Small target detection in sea clutter background based on Doppler spectrum characteristics[J], Modern Radar, 30, 11, pp. 63-66, (2008)
  • [5] Shui P., Dongchen L.I., Shuwen X.U., Tri-featurebased detection of floating small targets in sea clutter[J], IEEE Transactions on Aerospace and Electronic Systems, 50, 2, pp. 1416-1430, (2014)
  • [6] Duk V., Rosenberg L., Ng B.W.H., Target detection in sea-clutter using stationary wavelet transforms[J], IEEE Transactions on Aerospace and Electronic Systems, 53, 3, pp. 1136-1146, (2017)
  • [7] Haykin S., Bakker R., Currie B.W., Uncovering nonlinear dynamics-the case study of sea clutter[J], Proceedings of the IEEE, 90, 5, pp. 860-881, (2002)
  • [8] Lo T., Leung H., Litva J., Et al., Fractal characterisation of sea-scattered signals and detection of sea-surface targets[J], IEE Proceedings F - Radar and Signal Processing, 140, 4, pp. 243-250, (1993)
  • [9] Kang S.U.N., Gang J.I.N., Xiaohua Z.H.U., Small target detection within sea clutter based on the fluctuation analysis[J], Journal of Electronics & Information Technology, 35, 4, pp. 882-887, (2013)
  • [10] Gan D., Shouhong Z., Detection of sea-surface radar targets based on multifractal analysis[J], Electronics Letters, 36, 13, pp. 1144-1145, (2000)