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DOI10.1109/TGRS.2021.3050087
A New Decorrelation Phase Covariance Model for Noise Reduction in Unwrapped Interferometric Phase Stacks
Zheng, Yujie; Zebker, Howard; Michaelides, Roger
通讯作者Zheng, YJ (corresponding author), Stanford Univ, Dept Geophys, Stanford, CA 94305 USA. ; Zheng, YJ (corresponding author), CALTECH, Pasadena, CA 91125 USA.
来源期刊IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
ISSN0196-2892
EISSN1558-0644
出版年2021
卷号59期号:12页码:10126-10135
英文摘要The accuracy of geophysical parameter estimation made with interferometric synthetic aperture radar (InSAR) time-series techniques can be improved with rapidly increasing available data volumes and with the development of noise covariance matrices applicable to joint analysis of networks of interferograms. In this article, we present a new decorrelation phase covariance model and discuss its role in noise reduction in unwrapped interferometric phase stacks. We demonstrate with an example in which we average unwrapped interferogram phase stacks that span over a transient event how a noise covariance model can aid in noise reduction. Our model suggests that, for rapidly decorrelating surfaces (i.e., surfaces with much shorter correlation time than SAR acquisition intervals), it is preferable to incorporate all available interferograms from long observation windows. For slowly decorrelating surfaces (i.e., surfaces with longer correlation time than SAR acquisition intervals), our model suggests that a small subset of interferometric pairs is sufficient. We validate our model and three existing models of decorrelation phase covariance matrices in both Cascadia, a region with heavy vegetation cover, and Death Valley, a desert region with C-band Sentinel-1 A observations. Our proposed model matches observations with the smallest average discrepancy between theory and observations.
英文关键词Decorrelation Atmospheric modeling Synthetic aperture radar Mathematical model Correlation Geophysical measurements Radar measurements Covariance matrix decorrelation noise interferometric synthetic aperture radar (InSAR) noise reduction
类型Article
语种英语
开放获取类型Green Accepted
收录类别SCI-E
WOS记录号WOS:000722170500028
WOS关键词APERTURE RADAR INTERFEROMETRY ; INTERSEISMIC STRAIN ; SURFACE DEFORMATION ; STATISTICS ; FAULT
WOS类目Geochemistry & Geophysics ; Engineering, Electrical & Electronic ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/374050
作者单位[Zheng, Yujie; Zebker, Howard; Michaelides, Roger] Stanford Univ, Dept Geophys, Stanford, CA 94305 USA; [Zheng, Yujie] CALTECH, Pasadena, CA 91125 USA; [Michaelides, Roger] Colorado Sch Mines, Golden, CO 80401 USA
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Zheng, Yujie,Zebker, Howard,Michaelides, Roger. A New Decorrelation Phase Covariance Model for Noise Reduction in Unwrapped Interferometric Phase Stacks[J],2021,59(12):10126-10135.
APA Zheng, Yujie,Zebker, Howard,&Michaelides, Roger.(2021).A New Decorrelation Phase Covariance Model for Noise Reduction in Unwrapped Interferometric Phase Stacks.IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,59(12),10126-10135.
MLA Zheng, Yujie,et al."A New Decorrelation Phase Covariance Model for Noise Reduction in Unwrapped Interferometric Phase Stacks".IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 59.12(2021):10126-10135.
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