A Study on Radar Target Detection Based on Deep Neural Networks

被引：11

作者：

Wang, Li ^{[1
]}

Tang, Jun ^{[1
]}

Liao, Qingmin ^{[1
]}

机构：

[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China

来源：

IEEE SENSORS LETTERS | 2019年 / 3卷 / 03期

关键词：

Sensor signals processing; convolutional neural network (CNN); deep learning; radar processing; target detector; CLASSIFICATION;

D O I：

10.1109/LSENS.2019.2896072

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Target detection is one of the most important radar applications widely used in practice. Target detection can be regarded as a kind of classification, which distinguishes whether the signal undertested consists of an echo from a target (target present) or just corresponds to the noise (target absent). The deep neural network (DNN) is a popular topic for classification and has successfully been applied in different fields of science. Recently, many researchers have proposed DNNs for radar applications. In this article, we analyze a possible application of DNN- for target detection in radar, DNN-based detectors are designed, and the performance of the detector is demonstrated by comparison with traditional target detectors.

引用

页数：4

共 18 条

[11] Radar high-resolution range profiles target recognition based on stable dictionary learning
Liu, Hong-wei
Feng, Bo
Chen, Bo
Du, Lan
[J]. IET RADAR SONAR AND NAVIGATION, 2016, 10 (02) : 228 - 237
[12] Mason E, 2017, IEEE RAD CONF, P1703, DOI 10.1109/RADAR.2017.7944481
[13] Mendis G. J., 2017, 2017 COGNITIVE COMMU
[14] Richards MA, 2005, FUNDAMENTALS RADAR S
[15] Deep Neural Network Initialization Methods for Micro-Doppler Classification With Low Training Sample Support
Seyfioglu, Mehmet Saygin
Gurbuz, Sevgi Zubeyde
[J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2017, 14 (12) : 2462 - 2466
[16] Simonyan K, 2015, Arxiv, DOI arXiv:1409.1556
[17] Szegedy C, 2015, PROC CVPR IEEE, P1, DOI 10.1109/CVPR.2015.7298594
[18] Wang C, 2017, INT CONF ACOUST SPEE, P2437, DOI 10.1109/ICASSP.2017.7952594

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