Sparse Three-dimensional Imaging Based on Hough Transform for Forward-looking Array SAR in Low SNR

The performance of sparse reconstruction algorithm of compressive sensing in low Signal-to-Noise Ratio (SNR) is lower, and the quality of sparse three-dimensional imaging for forward-looking array synthetic aperture radar in low SNR is reduced greatly. To solve this problem, a validate method of rec...

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Published in:Leida xuebao
Main Authors: Liu Xiangyang, Yang Jungang, Meng Jin, Zhang Xiao, Niu Dezhi
Format: Article
Language:English
Published: China Science Publishing & Media Ltd. (CSPM) 2017-06-01
Subjects:
Online Access:http://radars.ie.ac.cn/CN/html/20170311.htm
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author Liu Xiangyang
Yang Jungang
Meng Jin
Zhang Xiao
Niu Dezhi
author_facet Liu Xiangyang
Yang Jungang
Meng Jin
Zhang Xiao
Niu Dezhi
author_sort Liu Xiangyang
collection DOAJ
container_title Leida xuebao
description The performance of sparse reconstruction algorithm of compressive sensing in low Signal-to-Noise Ratio (SNR) is lower, and the quality of sparse three-dimensional imaging for forward-looking array synthetic aperture radar in low SNR is reduced greatly. To solve this problem, a validate method of reconstruction algorithm of compressive sensing based on Hough transform is proposed, in which the continuity of the scattering coefficient vector in the two-dimensional space of range direction and slant range direction and the straight line detection method of Hough transform is used, and thus the reconstruction quality of compressive sensing is increased effectively. Also, the simulation experiments indicate that this method can improve the sparse three-dimensional imaging for forward-looking array SAR in low SNR effectively.
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publisher China Science Publishing & Media Ltd. (CSPM)
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spelling doaj-art-e59fcdde8d5c469fb1491442f3061cf32025-08-19T22:32:28ZengChina Science Publishing & Media Ltd. (CSPM)Leida xuebao2095-283X2095-283X2017-06-016331632310.12000/JR17011Sparse Three-dimensional Imaging Based on Hough Transform for Forward-looking Array SAR in Low SNRLiu Xiangyang0Yang Jungang1Meng Jin2Zhang Xiao3Niu Dezhi4(Xi’an Communications Institute, Xi’an710106, China)(Xi’an Communications Institute, Xi’an710106, China)(Xi’an Communications Institute, Xi’an710106, China)(Xi’an Communications Institute, Xi’an710106, China)(Xi’an Communications Institute, Xi’an710106, China)The performance of sparse reconstruction algorithm of compressive sensing in low Signal-to-Noise Ratio (SNR) is lower, and the quality of sparse three-dimensional imaging for forward-looking array synthetic aperture radar in low SNR is reduced greatly. To solve this problem, a validate method of reconstruction algorithm of compressive sensing based on Hough transform is proposed, in which the continuity of the scattering coefficient vector in the two-dimensional space of range direction and slant range direction and the straight line detection method of Hough transform is used, and thus the reconstruction quality of compressive sensing is increased effectively. Also, the simulation experiments indicate that this method can improve the sparse three-dimensional imaging for forward-looking array SAR in low SNR effectively.http://radars.ie.ac.cn/CN/html/20170311.htmForward-looking array Synthetic Aperture Radar (SAR)Three-dimensional imagingCompressive sensingSparse imagingHough transform
spellingShingle Liu Xiangyang
Yang Jungang
Meng Jin
Zhang Xiao
Niu Dezhi
Sparse Three-dimensional Imaging Based on Hough Transform for Forward-looking Array SAR in Low SNR
Forward-looking array Synthetic Aperture Radar (SAR)
Three-dimensional imaging
Compressive sensing
Sparse imaging
Hough transform
title Sparse Three-dimensional Imaging Based on Hough Transform for Forward-looking Array SAR in Low SNR
title_full Sparse Three-dimensional Imaging Based on Hough Transform for Forward-looking Array SAR in Low SNR
title_fullStr Sparse Three-dimensional Imaging Based on Hough Transform for Forward-looking Array SAR in Low SNR
title_full_unstemmed Sparse Three-dimensional Imaging Based on Hough Transform for Forward-looking Array SAR in Low SNR
title_short Sparse Three-dimensional Imaging Based on Hough Transform for Forward-looking Array SAR in Low SNR
title_sort sparse three dimensional imaging based on hough transform for forward looking array sar in low snr
topic Forward-looking array Synthetic Aperture Radar (SAR)
Three-dimensional imaging
Compressive sensing
Sparse imaging
Hough transform
url http://radars.ie.ac.cn/CN/html/20170311.htm
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AT mengjin sparsethreedimensionalimagingbasedonhoughtransformforforwardlookingarraysarinlowsnr
AT zhangxiao sparsethreedimensionalimagingbasedonhoughtransformforforwardlookingarraysarinlowsnr
AT niudezhi sparsethreedimensionalimagingbasedonhoughtransformforforwardlookingarraysarinlowsnr