Micro-Doppler Separation Based on U-Net and Plot-Curve Association for Ballistic Target

多普勒效应 曲线拟合 稳健性(进化) 噪音(视频) 算法 计算机科学 数学 人工智能 物理 统计 天文 生物化学 基因 图像(数学) 化学
作者
Degui Yang,Xing Wang,Zhenghong Peng,Liang Hu,Jin Li
出处
期刊:IEEE Transactions on Aerospace and Electronic Systems [Institute of Electrical and Electronics Engineers]
卷期号:: 1-11 被引量:1
标识
DOI:10.1109/taes.2022.3192221
摘要

The high-precision separation of micro-Doppler curves is the key to micro-motion feature extraction and parameter estimation for ballistic target in midcourse. The micro-Doppler curves of each scatter overlap seriously in the time-frequency domain and are also affected by nonideal scattering phenomena such as strong noise and occlusion effects, which poses a significant challenge to the traditional curve separation methods. Aiming at this problem, a micro-Doppler curve separation algorithm under nonideal scattering conditions is proposed in this paper. First, the micro-Doppler curve and noise are separated through the U-Net model in the time-frequency domain. Then on the basis of eliminating the effect of redundant and pseudo plots by plot condensation and plot processing, the micro-Doppler plots are associated and regrouped based on interpolation and curve smoothness function. Finally, the effectiveness and robustness of the proposed algorithm have been illustrated by extensive simulation experiments.
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