An Interference Mitigation Method for FMCW Radar Based on Time-Frequency Distribution and Dual-Domain Fusion Filtering

被引:1
|
作者
Zhou, Yu [1 ,2 ]
Cao, Ronggang [1 ,2 ,3 ]
Zhang, Anqi [1 ,2 ]
Li, Ping [1 ,2 ]
机构
[1] Beijing Inst Technol, Sch Elect & Mech, Beijing 100081, Peoples R China
[2] Beijing Inst Technol, Sci & Technol Electromech Dynam Control Lab, Beijing 100081, Peoples R China
[3] Beijing Inst Technol, Tangshan Res Inst, Tangshan 063611, Peoples R China
关键词
interference mitigation; time-frequency transform; synchrosqueezed transform; dual-tree complex wavelet transform; convolutional neural network;
D O I
10.3390/s24113288
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Radio frequency interference (RFI) significantly hampers the target detection performance of frequency-modulated continuous-wave radar. To address the problem and maintain the target echo signal, this paper proposes a priori assumption on the interference component nature in the radar received signal, as well as a method for interference estimation and mitigation via time-frequency analysis. The solution employs Fourier synchrosqueezed transform to implement the radar's beat signal transformation from time domain to time-frequency domain, thus converting the interference mitigation to the task of time-frequency distribution image restoration. The solution proposes the use of image processing based on the dual-tree complex wavelet transform and combines it with the spatial domain-based approach, thereby establishing a dual-domain fusion interference filter for time-frequency distribution images. This paper also presents a convolutional neural network model of structurally improved UNet++, which serves as the interference estimator. The proposed solution demonstrated its capability against various forms of RFI through the simulation experiment and showed a superior interference mitigation performance over other CNN model-based approaches.
引用
收藏
页数:36
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