RADAR SIGNAL INTRA-PULSE MODULATION RECOGNITION BASED ON CONTOUR EXTRACTION

被引:3
|
作者
Yu, Zhengyang [1 ]
Tang, Jianlong [1 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
关键词
Radar Infra-Pulse Modulation; Contour Extraction; CNN;
D O I
10.1109/IGARSS39084.2020.9324209
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recent evidence suggests that several methods are focused on changing the convolution neural network (CNN) structure to improve the recognition rate of radar signal infra-pulse modulation. As a result, the CNN structure is becoming significantly complex with poor interpretability. Aiming at this problem, we proposed a recognition method based on contour extraction. The signal binary map is replaced by the contour of signal sending to the CNN for recognition. Because the input is limited to the signal contour, CNN only considers the contour feature extraction, without complex structures. Simulations show that the method can effectively identify five kinds of radar signals when the SNR > 2dB. When the SNR > 4dB, the method has a recognition rate of 2.6% higher than the method without contour extraction.
引用
收藏
页码:2783 / 2786
页数:4
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