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
来源
PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION | 2009年
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
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