Publication Date:
2023-09-12
Description:
GRACE time-variable gravity fields need proper filtering to depress the North-South Stripes (NSS) noise before correctly inferring geophysical signals. The NSS noise is spatially correlated with the satellites’ ground track, manifesting as being larger with the latitude reduced because of the polar inclined orbit design for GRACE. Such a behavior has been utilized by some previous work to design GRACE filters in spectral domain, however, it is still challenging to design one that can fully coincide with the NSS noise because of the limits in spectrum. In this work, we start with spherical 2D convolution and design the filter in spatial domain, so that the NSS’s spatial behavior can be easily taken into account. In this way, we develop a Variable-scale non-isotropic Gaussian-variant Convolution filter (abbreviated as VGC), which has been verified through a number of simulation and GRACE real data tests by comparing to the most popular filters, that is, Gaussian filter, Non-isotropic Gaussian filter and DDK filter. The real data test results show a good agreement between DDK filter and VGC, and both outperform the others in space and spectrum. In particular, the simulation results after VGC obtains the best correlation (0.85 overall) with the ground-truth. In addition, theoretical error analysis (relative error 〈3%) and efficiency tests (〈4s) are made to prove the feasibility of VGC in practice. We think, VGC can be an alternative to the state-of-the-art GRACE filters, and even probably a candidate for the future gravity mission for its mathematical flexibility and simplicity.
Language:
English
Type:
info:eu-repo/semantics/conferenceObject
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