Radar emitter identification based on EPSD-DFN

被引:0
|
作者
Jin, Qiu [1 ]
Wang, Hongyan [1 ]
Yang, Kaizhi [1 ]
机构
[1] Space Engn Univ, Beijing 101416, Peoples R China
关键词
radar emitter identification; estimation parameter s ample diagram (EPSD); Deep Feedforward Network (DFN); nume rical sequence;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aimed at the problem that the radar emitter characteristic parameters are not fully used in the identification process and the stability of the radar parameter of sample map is not stable enough, the estimation parameter sample diagram (EPSD) is used to describe the characteristic parameter description model of the radar radiant source. A radar emitter identification method combining EPSD with Deep Feedforward Network (DFN) is proposed. By calculating the statistic corresponding to the numerical sequence in the radar emitter parameter of sample map, the numerical sequence is replaced by the obtained statistic in the parameter sample diagram, thus the parameter sample map mixed with the numerical and numerical sequence is simplified as the estimation parameter sample diagram. DFN is used to train the training samples of EPSD, and network precision adjustment is achieved through test results. Simulation results verify the effectiveness and stability of the PESM-DFN method.
引用
收藏
页码:360 / 363
页数:4
相关论文
共 50 条
  • [31] Radar specific emitter identification based on open-selective kernel residual network
    Han, Xiao
    Chen, Shiwen
    Chen, Meng
    Yang, Jincheng
    DIGITAL SIGNAL PROCESSING, 2023, 134
  • [33] Radar Emitter Type Identification Effect Based On Different Structural Deep Feedforward Networks
    Wang Hongyan
    Jin Qiu
    Pu Juan
    2020 13TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2020), 2020, : 473 - 478
  • [34] Radar emitter identification with bispectrum and hierarchical extreme learning machine
    Ru Cao
    Jiuwen Cao
    Jian-ping Mei
    Chun Yin
    Xuegang Huang
    Multimedia Tools and Applications, 2019, 78 : 28953 - 28970
  • [35] Radar Specific Emitter Identification Method Under Multipath Conditions
    Liu, Zhao
    Ma, Shuang
    Zhang, Meng-Jie
    Liu, Zheng
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2023, 51 (06): : 1654 - 1665
  • [36] Specific radar emitter identification in multiple kernel fusion framework
    Shi, Ya
    Ji, Hong-Bing
    Zhu, Ming-Zhe
    Wang, Lei
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2014, 36 (10): : 2484 - 2490
  • [37] Radar emitter signal recognition based on WRFCCF
    Yu Z.
    Jin W.
    Chen C.
    Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2010, 45 (02): : 290 - 295
  • [38] Specific Emitter Identification: Analysis on Real Radar Signal Data
    D'Agostino, Stefano
    Foglia, Goffredo
    Pistoia, Daniela
    2009 EUROPEAN RADAR CONFERENCE (EURAD 2009), 2009, : 242 - +
  • [39] Kernel canonical correlation analysis for specific radar emitter identification
    Shi, Ya
    Ji, Hongbing
    ELECTRONICS LETTERS, 2014, 50 (18) : 1318 - 1319
  • [40] Radar Emitter Identification under Transfer Learning and Online Learning
    Feng, Yuntian
    Cheng, Yanjie
    Wang, Guoliang
    Xu, Xiong
    Han, Hui
    Wu, Ruowu
    INFORMATION, 2020, 11 (01)