Unwrap Intractable C-Band Coseismic Interferograms: An Improved SNAPHU Method With Range Offset Gradients as Prior Information

IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Journal of Geophysical Research: Solid Earth Pub Date : 2024-10-02 DOI:10.1029/2024JB028826
Kun Jiang, Wenbin Xu, Lei Xie
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Abstract

C-band Interferometric Synthetic Aperture Radar (InSAR) data are widely used to map coseismic deformation. However, phase unwrapping errors are commonly distributed near faults owing to decorrelation and steep phase gradients from short radar wavelengths. Here, we propose an improved SNAPHU phase-unwrapping algorithm that considers the prior information of the range offset gradients (P-SNAPHU) to overcome the constraints imposed by the phase continuity assumption. P-SNAPHU exploits median filtering of homogeneous pixels for initial denoising of range offset and then refines range offset gradients divisionally through saliency extraction. The derived gradients are used to estimate the expected values of the cost functions for the low-coherence fringes. The synthetic experiments show significant improvements in the phase-unwrapping accuracy of the P-SNAPHU method compared with classical unwrapping methods. We apply the P-SNAPHU method to unwrap Sentinel-1 coseismic interferograms of three large (Mw > 6.5) strike-slip earthquake events that the existing classical methods could not successfully unwrap. In the comparison of the unwrapped interferograms with the external global navigation satellite system (GNSS) displacements and those from the classical methods, we find that P-SNAPHU significantly reduces the phase unwrapping errors with the mean absolute error of 7.2, 2.3, and 1.8 cm for the 2023 Kahramanmaraş earthquake doublet, the 2016 Kumamoto earthquake, and the 2019 Ridgecrest earthquakes, respectively. Based on the unwrapped results derived from P-SNAPHU, an estimate is made regarding the shallow slip deficit of the 2023 Kahramanmaraş earthquake doublet, which is approximately 7%. Therefore, P-SNAPHU is useful for developing and applying C-band InSAR data for large earthquakes and volcanic activity.

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解开难以理解的 C 波段地震干涉图:将范围偏移梯度作为先验信息的改进 SNAPHU 方法
C 波段干涉合成孔径雷达(InSAR)数据被广泛用于绘制共震形变图。然而,由于短雷达波长的去相关性和陡峭的相位梯度,相位解缠误差通常分布在断层附近。在此,我们提出了一种改进的 SNAPHU 相位解缠算法(P-SNAPHU),该算法考虑了范围偏移梯度的先验信息,以克服相位连续性假设带来的限制。P-SNAPHU 利用同质像素的中值滤波对范围偏移进行初始去噪,然后通过显著性提取对范围偏移梯度进行分割细化。得出的梯度用于估算低相干条纹的成本函数预期值。合成实验表明,与传统的解包方法相比,P-SNAPHU 方法的相位解包精度有了显著提高。我们应用 P-SNAPHU 方法解包了 Sentinel-1 共震干涉图中的三个大型(Mw > 6.5)击滑地震事件,现有的经典方法无法成功解包。在将解包后的干涉图与外部全球导航卫星系统(GNSS)位移以及经典方法的位移进行比较时,我们发现 P-SNAPHU 能显著降低相位解包误差,对于 2023 年 Kahramanmaraş 双重地震、2016 年熊本地震和 2019 年 Ridgecrest 地震的平均绝对误差分别为 7.2、2.3 和 1.8 厘米。根据 P-SNAPHU 得出的解包裹结果,估算出 2023 年卡赫拉曼马拉什双重地震的浅层滑动缺失率约为 7%。因此,P-SNAPHU 可用于开发和应用 C 波段 InSAR 数据来研究大地震和火山活动。
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来源期刊
Journal of Geophysical Research: Solid Earth
Journal of Geophysical Research: Solid Earth Earth and Planetary Sciences-Geophysics
CiteScore
7.50
自引率
15.40%
发文量
559
期刊介绍: The Journal of Geophysical Research: Solid Earth serves as the premier publication for the breadth of solid Earth geophysics including (in alphabetical order): electromagnetic methods; exploration geophysics; geodesy and gravity; geodynamics, rheology, and plate kinematics; geomagnetism and paleomagnetism; hydrogeophysics; Instruments, techniques, and models; solid Earth interactions with the cryosphere, atmosphere, oceans, and climate; marine geology and geophysics; natural and anthropogenic hazards; near surface geophysics; petrology, geochemistry, and mineralogy; planet Earth physics and chemistry; rock mechanics and deformation; seismology; tectonophysics; and volcanology. JGR: Solid Earth has long distinguished itself as the venue for publication of Research Articles backed solidly by data and as well as presenting theoretical and numerical developments with broad applications. Research Articles published in JGR: Solid Earth have had long-term impacts in their fields. JGR: Solid Earth provides a venue for special issues and special themes based on conferences, workshops, and community initiatives. JGR: Solid Earth also publishes Commentaries on research and emerging trends in the field; these are commissioned by the editors, and suggestion are welcome.
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