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Channel Error Estimation Methods Comparison under Different Conditions for Multichannel HRWS SAR Systems 被引量:1
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作者 Tingting Jin Xiaolan Qiu +1 位作者 Donghui Hu chibiao ding 《Journal of Computer and Communications》 2016年第3期88-94,共7页
Multichannel synthetic aperture radar (SAR) in azimuth can resolve the contradiction between high resolution and wide swath faced with traditional SAR imaging. However, channel errors will degrade the performance of i... Multichannel synthetic aperture radar (SAR) in azimuth can resolve the contradiction between high resolution and wide swath faced with traditional SAR imaging. However, channel errors will degrade the performance of imaging. This paper compares the performances of four channel error estimation algorithms under different clutter distributions and SNR conditions. Further, explanations are given for performance differences of the four algorithms, which provide evidence for method selection in engineering applications. 展开更多
关键词 Synthetic Aperture Radar (SAR) High Resolution and Wide Swath (HRWS) Multi-Channel in Azimuth Channel Error Estimation
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Advances and prospects in SAR microwave vision three-dimensional imaging 被引量:1
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作者 Xiaolan Qiu Zekun Jiao +2 位作者 Zhe Zhang Qiancheng Yan chibiao ding 《National Science Open》 2024年第5期53-83,共31页
Synthetic Aperture Radar three-dimensional(3D)imaging enables the acquisition of more comprehensive information,making it a recent hotspot in radar imaging.Traditional 3D imaging methods have evolved from 2D and inter... Synthetic Aperture Radar three-dimensional(3D)imaging enables the acquisition of more comprehensive information,making it a recent hotspot in radar imaging.Traditional 3D imaging methods have evolved from 2D and interferometric imaging,combining elevation aperture extension with signal processing techniques.Limitations such as long acquisition or complex system from its imaging mechanism restrict its application.In recent years,rapid development of artificial intelligence has led to a swift advancement in radar,injecting new vitality into SAR 3D imaging.SAR microwave vision 3D imaging theory,which is built upon advanced technologies,has emerged as a new interdisciplinary field for radar imaging.This paper reviews SAR 3D imaging’s history and present situation,and introduces SAR microwave vision.We establish a theoretical framework covering representation models,computational models,processing paradigms and evaluation systems.Additionally,our research progress in this area is discussed,along with future prospects for SAR microwave vision 3D imaging. 展开更多
关键词 SAR microwave vision 3D imaging visual semantics scattering mechanism
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一种基于组稀疏的阵列干涉SAR三维重建方法 被引量:7
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作者 李杭 梁兴东 +2 位作者 张福博 丁赤飙 吴一戎 《中国科学:信息科学》 CSCD 北大核心 2018年第8期1051-1064,共14页
作为一项先进的技术手段,合成孔径雷达层析技术(Tomo SAR)为解决SAR传感器固有的侧视模式引发的叠掩问题提供了可行性.但是,传统的非参数谱估计方法,比如截断奇异值分解法(TSVD),受限于较低的高程向分辨率,并不能满足实际应用的需要.如... 作为一项先进的技术手段,合成孔径雷达层析技术(Tomo SAR)为解决SAR传感器固有的侧视模式引发的叠掩问题提供了可行性.但是,传统的非参数谱估计方法,比如截断奇异值分解法(TSVD),受限于较低的高程向分辨率,并不能满足实际应用的需要.如今,基于压缩感知的SAR三维成像方法成为了主流,但经典的压缩感知算法比如BP和OMP依然存在着运行效率低、超分辨能力不强、抗干扰能力低下等问题.因此,对于鲁棒性高超分辨能力强的解叠掩算法的需求非常的迫切.本文提出了一种基于组稀疏的阵列干涉SAR三维重建算法,在现有的压缩感知算法的基础上进行了改进,实现了更强的超分辨能力和鲁棒性.针对仿真数据和国内首次机载阵列干涉SAR三维成像实验的数据,本文验证了算法的超分辨性能,并获得了实际的建筑物三维成像结果. 展开更多
关键词 基追踪算法 压缩感知 组稀疏 合成孔径雷达三维成像 阵列干涉SAR
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基于深度神经网络的SAR建筑目标三维重建方法 被引量:8
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作者 陈健堃 彭凌霄 +2 位作者 仇晓兰 丁赤飚 吴一戎 《中国科学:信息科学》 CSCD 北大核心 2019年第12期1606-1625,共20页
建筑物三维重建在城市规划、灾害监测、智慧城市等领域有重要应用,是计算机视觉、摄影测量、遥感等领域研究的重要课题.由于SAR成像机理的特殊性和复杂性,基于SAR图像的建筑物三维重建难度很大,现有方法的适用性和自动化程度都亟待提升... 建筑物三维重建在城市规划、灾害监测、智慧城市等领域有重要应用,是计算机视觉、摄影测量、遥感等领域研究的重要课题.由于SAR成像机理的特殊性和复杂性,基于SAR图像的建筑物三维重建难度很大,现有方法的适用性和自动化程度都亟待提升.本文构建了基于深度学习与雷达成像机理结合的SAR图像建筑物检测及三维重建整体框架,并提出了基于耦合等效复数卷积神经网络的SAR图像建筑侧立面检测方法,基于RaySAR的建模仿真及点云生成方法,以及基于3D生成网络的SAR建筑物三维重建方法,利用TerraSAR-X与GF-3高分辨率SAR图像进行实验,得到了较好的三维重建结果.本文方法为SAR图像目标三维重建提供了新的技术途径,是SAR目标三维重建的有益尝试. 展开更多
关键词 SAR 深度学习 语义分割 点云生成 建筑物检测 三维重建
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