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基于ADMM的SAR多运动目标成像方法

穆慧琳 王泽武 丁畅 王甲富 孙杉 易统 李耀敏

空军工程大学学报2024,Vol.25Issue(4):41-48,78,9.
空军工程大学学报2024,Vol.25Issue(4):41-48,78,9.DOI:10.3969/j.issn.2097-1915.2024.04.007

基于ADMM的SAR多运动目标成像方法

ASAR Multiple Moving Targets Imaging Based on ADMM

穆慧琳 1王泽武 1丁畅 2王甲富 2孙杉 3易统 4李耀敏4

作者信息

  • 1. 空军工程大学防空反导学院,西安,710051
  • 2. 空军工程大学基础部,西安,710051
  • 3. 93160部队,北京,100166
  • 4. 武汉船舶通信研究所,武汉,430200
  • 折叠

摘要

Abstract

In order to achieve simultaneously excellent multiple moving target imaging quality and imaging efficiency,a SAR multiple moving target imaging method based on alternating direction method of multi-pliers(ADMM)is proposed by utilizing the multi-component linear frequency modulation signal form and sparse prior knowledge of synthetic aperture radar(SAR)multiple moving target signals,First,a sparse observation model of SAR multiple moving targets is established to formulate the multiple moving target imaging task into an inverse problem with the sparse feature constraint.Then the adaptive Chirplet decom-position method is applied to realize the estimation of target Doppler modulation frequencies for the obser-vation matrix construction.The well-focused SAR image of multiple moving targets can be sparsely recon-structed based on ADMM decomposing the complex convex optimization problem into several simple sub-problems which can be alternately solved.Finally,the simulations and the experiments on airborne SAR data show that the proposed method is superior to the existing moving target imaging methods in terms of imaging quality and imaging efficiency.

关键词

合成孔径雷达/多运动目标成像/交替方向乘子法/稀疏重构

Key words

synthetic aperture radar/multiple moving target imaging/alternating direction method of mul-tipliers/sparse reconstruction

分类

信息技术与安全科学

引用本文复制引用

穆慧琳,王泽武,丁畅,王甲富,孙杉,易统,李耀敏..基于ADMM的SAR多运动目标成像方法[J].空军工程大学学报,2024,25(4):41-48,78,9.

基金项目

国家自然科学基金(62201612) (62201612)

中国博士后科学基金(2023M734272) (2023M734272)

空军工程大学学报

OA北大核心CSTPCD

2097-1915

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