Sparse signal representation ISAR imaging method based on sparse bayesian learning

被引：0

作者：

Cheng, Ping ^{[1
]}

Si, Xi-Cai ^{[1
]}

Jiang, Yi-Cheng ^{[2
]}

Xu, Rong-Qing ^{[2
]}

机构：

[1] College of Information and Communication Engineering, Harbin Engineering University, Harbin 150001, China

[2] Research Institute of Electronic Engineering Technology, Harbin Institute of Technology, Harbin 150001, China

来源：

Tien Tzu Hsueh Pao/Acta Electronica Sinica | 2008年 / 36卷 / 03期

关键词：

Algorithms - Radar imaging;

D O I：

暂无

中图分类号：

学科分类号：

摘要：

As a new sparse signal representation algorithm, SBL (sparse Bayesian learning) method has no structural error as BP and has much fewer local minima than FOCUSS. ISAR imaging problem can be transformed into a sparse signal representation problem, therefore in the paper SBL is first applied in ISAR imaging. Imaging results of real data show SBL is a more effective ISAR imaging algorithm than BP and FOCUSS.

引用

页码：547 / 550

共 50 条

[1] A Block Sparse Bayesian Learning based ISAR imaging method
Zou, Yongqiang
Gao, Xunzhang
Li, Xiang
[J]. International Geoscience and Remote Sensing Symposium (IGARSS), 2016, 2016-November : 1011 - 1014
[2] A BLOCK SPARSE BAYESIAN LEARNING BASED ISAR IMAGING METHOD
Zou Yongqiang
Gao Xunzhang
Li Xiang
[J]. 2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, : 1011 - 1014
[3] Superresolution ISAR Imaging Based on Sparse Bayesian Learning
Liu, Hongchao
Jiu, Bo
Liu, Hongwei
Bao, Zheng
[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (08): : 5005 - 5013
[4] Sparse Bayesian learning in ISAR tomography imaging
Wu-ge Su
Hong-qiang Wang
Bin Deng
Rui-jun Wang
Yu-liang Qin
[J]. Journal of Central South University, 2015, 22 : 1790 - 1800
[5] Sparse Bayesian learning in ISAR tomography imaging
Su Wu-ge
Wang Hong-qiang
Deng Bin
Wang Rui-jun
Qin Yu-liang
[J]. JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2015, 22 (05) : 1790 - 1800
[6] Sparse Bayesian learning in ISAR tomography imaging
苏伍各
王宏强
邓彬
王瑞君
秦玉亮
[J]. Journal of Central South University, 2015, 22 (05) : 1790 - 1800
[7] ISAR imaging based on sparse signal representation with Multiple Measurement Vectors
Cheng, Ping
Jiang, Yicheng
Xu, Rongqing
[J]. PROCEEDINGS OF 2006 CIE INTERNATIONAL CONFERENCE ON RADAR, VOLS 1 AND 2, 2006, : 1008 - +
[8] Structured Sparse Representation based ISAR Imaging
Wang, Lu
Zhao, Lifan
Bi, Guoan
[J]. 2014 15TH INTERNATIONAL RADAR SYMPOSIUM (IRS), 2014,
[9] ISAR Imaging and Motion Compensation with Sparse Bayesian Learning
Xu, Gang
Yang, Lei
Zhou, Song
Bi, Guoan
[J]. 2016 IEEE RADAR METHODS AND SYSTEMS WORKSHOP (RMSW), 2016, : 27 - 31
[10] Fast Sparse Aperture ISAR Autofocusing and Imaging via ADMM Based Sparse Bayesian Learning
Zhang, Shuanghui
Liu, Yongxiang
Li, Xiang
[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 29 : 3213 - 3226

← 1 2 3 4 5 →