Classification of LPI radar signals using spectral correlation and support vector machines

被引:50
作者
Vanhoy, Garrett [1 ]
Schucker, Thomas [1 ]
Bose, Tamal [1 ]
机构
[1] Univ Arizona, Dept Elect & Comp Engn, Tucson, AZ 85721 USA
基金
美国国家科学基金会;
关键词
Low probability of intercept; Support vector machines; Spectral correlation; Radar signal processing;
D O I
10.1007/s10470-017-0944-0
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
080201 [机械制造及其自动化];
摘要
In modern radar systems, low probability of intercept (LPI) waveforms are used to make detection by a potential adversary difficult. This is accomplished using wideband waveforms, frequency hopping, and continuous waveforms (FMCW) to reduce the signal profile. The low signal profile of the LPI signal enables the radar to perform detection and or target tracking while the target remains unaware. Several modulation techniques such as polytime codes, polyphase codes, FSK, and FMCW are used to produce LPI signals for transmission. This paper looks at the ability of spectral correlation along with a support vector machine in order to automatically classify the different LPI signal types in a non-cooperative environment.
引用
收藏
页码:305 / 313
页数:9
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