时间序列SAR干涉中相位展开误差的三维自动检测与校正

IF 10.6 1区 地球科学 Q1 GEOGRAPHY, PHYSICAL
Ying Liu, Hong’an Wu, Yonghong Zhang, Zhong Lu, Yonghui Kang, Jujie Wei
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引用次数: 0

摘要

相位展开(PhU)是合成孔径雷达干涉测量(InSAR)技术的关键步骤之一。然而,目前的相位展开方法并不能完全避免PhU误差,特别是在低相干性的复杂环境中。在这里,我们证明了时间序列干涉图可以很好地纠正PhU误差。为了提高干涉图的质量,特别是对不同干涉图中具有相同误差且相位封闭相互抵消的区域,提出了一种基于相位封闭的时间序列InSAR PhU误差三维自动检测与校正(3D-ADAC)方法。利用中国天津地区的26幅Sentinel-1 SAR图像和72个相位闭合环对3D-ADAC算法进行了评估,并与流行的MintPy和CorPhU方法进行了比较。结果表明,该方法获得的模型相干系数大于0.7的新弧数是MintPy方法的2.36倍,是CorPhU方法的3.07倍。修正和改进后的干涉图将有助于InSAR技术精确测绘地面变形或地球地形。代码和数据可在https://github.com/Lylionaurora/code3d-ADCD上获得。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
3D automatic detection and correction for phase unwrapping errors in time series SAR interferometry
Phase unwrapping (PhU) is one of the most critical steps in synthetic aperture radar interferometry (InSAR) technology. However, the current phase unwrapping methods cannot completely avoid the PhU errors, particularly in complex environments with low coherence. Here, we show that the PhU errors can be corrected well with the time series interferograms. We propose a three-dimensional automatic detection and correction (3D-ADAC) method based on phase closure for time-series InSAR PhU errors to improve the quality of the interferograms, especially for the regions with the same errors in different interferograms which cancel each other out in phase closure. The 3D-ADAC algorithm was evaluated with 26 Sentinel-1 SAR images and 72 phase closure loops over the Tianjin region, China, and compared with the popular MintPy and CorPhU methods. Our results demonstrate that the number of new arcs with model coherence coefficient greater than 0.7 achieved by the proposed method is 2.36 times that by the method used in the MintPy software and 3.07 times that by the CorPhU method. The corrected and improved interferograms will be helpful for accurately mapping the ground deformations or Earth topographies via InSAR technology. Codes and data are available at https://github.com/Lylionaurora/code3d-ADCD.
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来源期刊
ISPRS Journal of Photogrammetry and Remote Sensing
ISPRS Journal of Photogrammetry and Remote Sensing 工程技术-成像科学与照相技术
CiteScore
21.00
自引率
6.30%
发文量
273
审稿时长
40 days
期刊介绍: The ISPRS Journal of Photogrammetry and Remote Sensing (P&RS) serves as the official journal of the International Society for Photogrammetry and Remote Sensing (ISPRS). It acts as a platform for scientists and professionals worldwide who are involved in various disciplines that utilize photogrammetry, remote sensing, spatial information systems, computer vision, and related fields. The journal aims to facilitate communication and dissemination of advancements in these disciplines, while also acting as a comprehensive source of reference and archive. P&RS endeavors to publish high-quality, peer-reviewed research papers that are preferably original and have not been published before. These papers can cover scientific/research, technological development, or application/practical aspects. Additionally, the journal welcomes papers that are based on presentations from ISPRS meetings, as long as they are considered significant contributions to the aforementioned fields. In particular, P&RS encourages the submission of papers that are of broad scientific interest, showcase innovative applications (especially in emerging fields), have an interdisciplinary focus, discuss topics that have received limited attention in P&RS or related journals, or explore new directions in scientific or professional realms. It is preferred that theoretical papers include practical applications, while papers focusing on systems and applications should include a theoretical background.
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