TY - GEN
T1 - Automatic Radar Antenna Scan Type Recognition Based on the Residual Network
AU - Gong, Yanyun
AU - Qubi, Danzi
AU - Fan, Yifei
AU - Tang, Shuting
AU - Guo, Zixun
AU - Liu, Xiangyang
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - In the radar electronic reconnaissance field, radar antenna scanning type recognition helps infer the function, working mode, and scanning pattern of the emitters, which is important for radar radiation source identification and threat level assessment. The recognition rate of the traditional machine learning and radial basis function based methods decreases in complex electromagnetic environments. In order to improve the recognition accuracy and reduce manual intervention, this paper proposes a radar antenna scanning recognition method based on the Residual Network, which enhances the recognition accuracy and efficiency. The simulated results of 7 different scanning modes show that the recognition accuracy can reach about 98.7%.
AB - In the radar electronic reconnaissance field, radar antenna scanning type recognition helps infer the function, working mode, and scanning pattern of the emitters, which is important for radar radiation source identification and threat level assessment. The recognition rate of the traditional machine learning and radial basis function based methods decreases in complex electromagnetic environments. In order to improve the recognition accuracy and reduce manual intervention, this paper proposes a radar antenna scanning recognition method based on the Residual Network, which enhances the recognition accuracy and efficiency. The simulated results of 7 different scanning modes show that the recognition accuracy can reach about 98.7%.
KW - convolutional neural network
KW - Electronic warfare
KW - Radar antenna scanning recognition
UR - http://www.scopus.com/inward/record.url?scp=85205729349&partnerID=8YFLogxK
U2 - 10.1109/ICEICT61637.2024.10670801
DO - 10.1109/ICEICT61637.2024.10670801
M3 - 会议稿件
AN - SCOPUS:85205729349
T3 - 2024 IEEE 7th International Conference on Electronic Information and Communication Technology, ICEICT 2024
SP - 677
EP - 680
BT - 2024 IEEE 7th International Conference on Electronic Information and Communication Technology, ICEICT 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 7th IEEE International Conference on Electronic Information and Communication Technology, ICEICT 2024
Y2 - 31 July 2024 through 2 August 2024
ER -