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利用带有压缩感知的无限小偶极子建模从有限场数据中进行精确宽带雷达散射截面估计

Accurate Wideband RCS Estimation from Limited Field Data Using Infinitesimal Dipole Modeling with Compressive Sensing.

作者信息

Lee Jeong-Wan, Jung Ye Chan, Yang Sung-Jun

机构信息

Department of Electronic Engineering, Seoul National University of Science and Technology (Seoultech), Seoul 01811, Republic of Korea.

出版信息

Sensors (Basel). 2025 Aug 2;25(15):4771. doi: 10.3390/s25154771.

DOI:10.3390/s25154771
PMID:40807936
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12349232/
Abstract

This communication presents an accurate and computationally efficient approach for wideband radar cross-section (RCS) estimation and scattering point reconstruction using infinitesimal dipole modeling (IDM) with compressive sensing. The proposed method eliminates the need for field sampling at numerous frequency points across the wideband range through Green's function adjustment. Additionally, compressive sensing is employed for induced current calculation to reduce both frequency and angular sampling requirements. Numerical validation demonstrates that the method achieves a 50% reduction in field sample data and an 82.3% reduction in IDM processing time while maintaining comparable accuracy through Green's function adjustment. Furthermore, compared to approaches without compressive sensing, the method shows a 55.1% and a 75.5% reduction in error in averaged RCS for VV-pol and HH-pol, respectively. The proposed method facilitates efficient wideband RCS estimation of various targets while significantly reducing measurement complexity and computational cost.

摘要

本文介绍了一种精确且计算高效的方法,用于基于带有压缩感知的无限小偶极子建模(IDM)进行宽带雷达散射截面(RCS)估计和散射点重建。所提出的方法通过格林函数调整,无需在宽带范围内的众多频率点进行场采样。此外,采用压缩感知进行感应电流计算,以减少频率和角度采样需求。数值验证表明,该方法通过格林函数调整,在保持可比精度的同时,实现了场采样数据减少50%以及IDM处理时间减少82.3%。此外,与无压缩感知的方法相比,该方法在垂直极化(VV-pol)和水平极化(HH-pol)的平均RCS误差分别降低了55.1%和75.5%。所提出的方法有助于高效地对各种目标进行宽带RCS估计,同时显著降低测量复杂度和计算成本。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/9dd5771cdb05/sensors-25-04771-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/2b65653a3e02/sensors-25-04771-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/3e63064217e2/sensors-25-04771-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/d187739a24e0/sensors-25-04771-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/19bb2ac1d8c0/sensors-25-04771-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/4c28f972ac73/sensors-25-04771-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/3ecc8444dbaf/sensors-25-04771-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/ccf5aa8096e7/sensors-25-04771-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/3e2c59d3f4eb/sensors-25-04771-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/9dd5771cdb05/sensors-25-04771-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/2b65653a3e02/sensors-25-04771-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/3e63064217e2/sensors-25-04771-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/d187739a24e0/sensors-25-04771-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/19bb2ac1d8c0/sensors-25-04771-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/4c28f972ac73/sensors-25-04771-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/3ecc8444dbaf/sensors-25-04771-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/ccf5aa8096e7/sensors-25-04771-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/3e2c59d3f4eb/sensors-25-04771-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/463a/12349232/9dd5771cdb05/sensors-25-04771-g009.jpg

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本文引用的文献

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Near-Field to Far-Field RCS Prediction on Arbitrary Scanning Surfaces Based on Spherical Wave Expansion.基于球面波展开的任意扫描面上近场到远场雷达散射截面预测
Sensors (Basel). 2020 Dec 16;20(24):7199. doi: 10.3390/s20247199.
2
Radar Cross Section Near-Field to Far-Field Prediction for Isotropic-Point Scattering Target Based on Regression Estimation.基于回归估计的各向同性点散射目标雷达散射截面近场到远场预测
Sensors (Basel). 2020 Oct 23;20(21):6023. doi: 10.3390/s20216023.