Efficient 3D Image Reconstruction of Airborne TomoSAR Based on Back Projection and Improved Adaptive ISTA

被引:19
|
作者
Han, Dong [1 ,2 ,3 ]
Zhou, Liangjiang [1 ,2 ,3 ,4 ]
Jiao, Zekun [1 ,2 ]
Wang, Bingnan [1 ,2 ,3 ]
Wang, Yachao [1 ,2 ]
Wu, Yirong [1 ,2 ,3 ]
机构
[1] Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100190, Peoples R China
[2] Natl Key Lab Microwave Imaging Technol, Beijing 100190, Peoples R China
[3] Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 100049, Peoples R China
[4] Aerosp Informat Res Inst, Qilu Res Inst, Jinan 250101, Peoples R China
基金
中国国家自然科学基金;
关键词
Three-dimensional displays; Image reconstruction; Imaging; Two dimensional displays; Tomography; Trajectory; Radar imaging; Airborne SAR tomography (TomoSAR); 3D image reconstruction; compressed sensing (CS); iterative shrinkage-thresholding algorithm (ISTA); back projection (BP) algorithm; SAR TOMOGRAPHY; REGULARIZATION; ALGORITHM; ERRORS;
D O I
10.1109/ACCESS.2021.3066984
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Airborne SAR tomography (TomoSAR) 3D image reconstruction can be realized with combination of 2D imaging algorithms and compressed sensing (CS) algorithms. However, most typical CS algorithms cannot achieve a balance between algorithm efficiency and 3D reconstruction accuracy. Due to difficulties in flight path control of airborne SAR, it is hard to realize registration of SAR images with frequency-domain imaging algorithms because of time-varying baseline. To address these problems, an efficient 3D image reconstruction method for airborne TomoSAR based on back projection (BP) algorithm and improved adaptive iterative shrinkage-thresholding algorithm (IA-ISTA) is proposed. First, 2D images are achieved with BP algorithm on the ground plane. After registration of SAR images, 3D image reconstruction results in the elevation direction are realized with IA-ISTA. Selection criterion of IA-ISTA parameters are given in this paper. At last, final 3D image reconstruction results are achieved after geometrical transformation based on geometric relationship. Both simulated data and measured data of a P-band airborne TomoSAR system are used. 3D image reconstruction results show that the proposed method outperforms traditional methods regarding efficiency and accuracy, which proves the validity and practicality of the proposed method.
引用
收藏
页码:47399 / 47410
页数:12
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