Radar target classification using multiple perspectives

被引:43
|
作者
Vespe, M. [1 ]
Baker, C. J. [1 ]
Griffiths, H. D. [1 ]
机构
[1] UCL, Dept Elect & Elect Engn, London WC1E 7JE, England
来源
IET RADAR SONAR AND NAVIGATION | 2007年 / 1卷 / 04期
关键词
D O I
10.1049/iet-rsn:20060049
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
The problem of radar target classification is examined for the case when more than one perspective or viewing angle of the target is available to the sensor. Using full-scale target signature measurements as the source data, it is shown how, for the first time, multiple perspectives enhance the classification performance. Indeed this is the case even if only one additional perspective is available for exploitation. Further, we explore the classification performance both as a function of the number of perspectives and of the signal to noise ratio. Three approaches to high range resolution profile multi-perspective classification have been implemented. This removes any possible bias that could be introduced by a single individual classifier. The results show, for all three, a consistent improvement in the classification performance, as the number of perspectives is increased. The techniques employed also provide considerable insight into the classification process highlighting the degree of complexity of this extremely challenging problem.
引用
收藏
页码:300 / 307
页数:8
相关论文
共 50 条
  • [21] Polarimetric radar target classification using support vector machines
    Sadjadi, Firooz A.
    OPTICAL ENGINEERING, 2008, 47 (04)
  • [22] Automatic ground target classification using forward scattering radar
    Cherniakov, M.
    Abdullah, R. S. A. R.
    Jancovic, P.
    Salous, M.
    Chapursky, V.
    IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 2006, 153 (05) : 427 - 437
  • [23] Radar-Based Multiple Target Classification in Complex Environments Using 1D-CNN Models
    Yanik, Muhammet Emin
    Rao, Sandeep
    2023 IEEE RADAR CONFERENCE, RADARCONF23, 2023,
  • [24] Radar Target Classification Receiver Using Sparse Regression and Target Tailored Matched Filters
    Pici, Caden J. J.
    Kompella, Sastry
    Narayanan, Ram M. M.
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2023, 59 (01) : 184 - 195
  • [25] Multiple Target Tracking Using Thermal Imaging and Radar Sensors
    Kyriakides, Ioaaais
    2016 4TH INTERNATIONAL WORKSHOP ON COMPRESSED SENSING THEORY AND ITS APPLICATIONS TO RADAR, SONAR AND REMOTE SENSING (COSERA), 2016, : 158 - 162
  • [26] Bispectrum based radar target classification
    Hongbing, Ji
    Jie, Li
    Weixin, Xie
    Wei, He
    International Conference on Signal Processing Proceedings, ICSP, 1998, 1 : 419 - 422
  • [27] Bispectrum based radar target classification
    Ji, HB
    Li, J
    Xie, WX
    He, W
    ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1998, : 419 - 422
  • [28] RADAR TARGET TYPE CLASSIFICATION AND VALIDATION
    Dheenathayalan, Prabu
    Hanssen, Ramon
    2013 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2013, : 923 - 926
  • [29] Waveform selection in radar target classification
    Sowelam, SM
    Tewfik, AH
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2000, 46 (03) : 1014 - 1029
  • [30] Polarimetric laser radar target classification
    Chun, CSL
    Sadjadi, FA
    OPTICS LETTERS, 2005, 30 (14) : 1806 - 1808