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...
| Published in: | Leida xuebao |
|---|---|
| Main Authors: | , , , , |
| Format: | Article |
| Language: | English |
| Published: |
China Science Publishing & Media Ltd. (CSPM)
2017-06-01
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| Subjects: | |
| Online Access: | http://radars.ie.ac.cn/CN/html/20170311.htm |
| _version_ | 1851829842455035904 |
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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. |
| format | Article |
| id | doaj-art-e59fcdde8d5c469fb1491442f3061cf3 |
| institution | Directory of Open Access Journals |
| issn | 2095-283X 2095-283X |
| language | English |
| publishDate | 2017-06-01 |
| publisher | China Science Publishing & Media Ltd. (CSPM) |
| record_format | Article |
| 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 |
| work_keys_str_mv | AT liuxiangyang sparsethreedimensionalimagingbasedonhoughtransformforforwardlookingarraysarinlowsnr AT yangjungang sparsethreedimensionalimagingbasedonhoughtransformforforwardlookingarraysarinlowsnr AT mengjin sparsethreedimensionalimagingbasedonhoughtransformforforwardlookingarraysarinlowsnr AT zhangxiao sparsethreedimensionalimagingbasedonhoughtransformforforwardlookingarraysarinlowsnr AT niudezhi sparsethreedimensionalimagingbasedonhoughtransformforforwardlookingarraysarinlowsnr |
