RADAR TRANSMITTER CLASSIEFICATION USING A NON-STATIONARY SIGNAL CLASSIFIER

被引:0
|
作者
Du Plessis, Marthinus C. [1 ]
Olivier, Jan C. [2 ]
机构
[1] Univ Pretoria, Dept Elect Elect & Comp Engn, ZA-0002 Pretoria, South Africa
[2] Univ Pretoria & Def Res, CSIR, ZA-0002 Pretoria, South Africa
关键词
Classification; radar transmitter; non-stationary classification; time-frequency representation;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a classification method which discriminates between two radar transmitters based on the received pulses. A simple radar transmitter model is presented to which a non-stationary signal classifier is applied. The classifier is a support vector machine which is applied to the radar pulse's time-frequency representation. The time-frequency representation is refined using particle swarm optimization to increase the classification accuracy. The classification accuracy is tested in an additive white Gaussian noise channel. An acceptable classification accuracy is reported for component tolerances as small as 2% on the transmitter's modulator.
引用
收藏
页码:482 / +
页数:2
相关论文
共 50 条
  • [1] Sparse Sampling of Non-stationary Signal for Radar Signal Processing
    Wu, Qiong
    Liang, Qilian
    2013 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (IEEE ICC), 2013, : 950 - 954
  • [2] Non-stationary signal analysis using temporal clustering
    Policker, S
    Geva, AB
    NEURAL NETWORKS FOR SIGNAL PROCESSING VIII, 1998, : 304 - 312
  • [3] Non-stationary signal analysis using TVAR model
    Ravi Shankar Reddy, G.
    Rao, Rameshwar
    International Journal of Signal Processing, Image Processing and Pattern Recognition, 2014, 7 (02) : 411 - 430
  • [4] The non-stationary signal prediction by using quantum NN
    Lee, CD
    Chen, YJ
    Huang, HC
    Hwang, RC
    Yu, GR
    2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 3291 - 3295
  • [5] Non-stationary Gaussian signal classification
    Roberts, G
    Zoubir, AM
    Boashash, B
    1996 IEEE TENCON - DIGITAL SIGNAL PROCESSING APPLICATIONS PROCEEDINGS, VOLS 1 AND 2, 1996, : 526 - 529
  • [6] DETECTION OF A NON-STATIONARY SIGNAL IN NOISE
    MCNEIL, DR
    AUSTRALIAN JOURNAL OF PHYSICS, 1967, 20 (03): : 325 - +
  • [7] Non-stationary signal classification using joint frequency analysis
    Sukittanon, S
    Atlas, LE
    Pitton, JW
    McLaughlin, J
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL VI, PROCEEDINGS: SIGNAL PROCESSING THEORY AND METHODS, 2003, : 453 - 456
  • [8] Non-Stationary Signal Analysis Using Time Frequency Transform
    Subrahmanyam, M. Kasi
    Biswal, Birendra
    COMPUTATIONAL INTELLIGENCE IN DATA MINING, VOL 3, 2015, 33
  • [9] Spectral Analysis of Atmospheric Radar Echoes Using a Non-Stationary Approach
    Abel, Jaba Deva Krupa
    Dhanalakshmi, Samiappan
    Kumar, R.
    WIRELESS PERSONAL COMMUNICATIONS, 2021, 121 (01) : 1011 - 1023
  • [10] Spectral Analysis of Atmospheric Radar Echoes Using a Non-Stationary Approach
    Jaba Deva Krupa Abel
    Samiappan Dhanalakshmi
    R Kumar
    Wireless Personal Communications, 2021, 121 : 1011 - 1023