1. Unwrap Intractable C‐Band Coseismic Interferograms: An Improved SNAPHU Method With Range Offset Gradients as Prior Information.
- Author
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Jiang, Kun, Xu, Wenbin, and Xie, Lei
- Subjects
- *
GLOBAL Positioning System , *SYNTHETIC aperture radar , *EARTHQUAKES , *COST functions , *RADAR - 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. Plain Language Summary: Interferometric Synthetic Aperture Radar (InSAR) can obtain high‐precision, wide‐area ground deformation data and is essential for coseismic research of moderate to large earthquakes. However, phase unwrapping, a necessary step for InSAR to obtain accurate deformation, has historically posed a challenge for C‐band data because of large deformation gradients and decorrelation near fault ruptures. Traditional unwrapping methods typically assume that surface deformation is continuous and has small gradients that fail to unwrap intense deformation regions with substantial errors when the events are large. We propose an improved phase unwrapping method based on the SNAPHU method, which leverages prior gradients from range offsets to constrain the unwrapped gradients to be solved. This method involves two crucial steps before phase unwrapping in the workflow to reduce the negative effects of the range‐offset noise. We demonstrate this method using simulated data with different noise levels and real data from three large strike‐slip earthquake sequences. The GNSS data from the three real cases are in good agreement with our unwrapped results and prove that the proposed method can significantly increase the phase‐unwrapping accuracy near the fault rupture, which generates the largest coseismic deformation. This advancement is paramount for promoting seismic event studies using C‐band SAR data. Key Points: We present an improved SNAPHU phase unwrapping method for C‐band coseismic interferograms using range‐offset gradients as prior informationThe proposed method enables the effective unwrapping of low‐coherence regions near surface rupturesThe method significantly improves the phase‐unwrapping accuracy and aligns well with the global navigation satellite system data for three large earthquake events [ABSTRACT FROM AUTHOR]
- Published
- 2024
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