Combination of GRACE monthly gravity field solutions from different processing strategies

被引:1
作者
Yoomin Jean
Ulrich Meyer
Adrian Jäggi
机构
[1] University of Bern,Astronomical Institute
来源
Journal of Geodesy | 2018年 / 92卷
关键词
GRACE; Gravity field combination; Noise assessment; Weighting schemes; Variance component estimation; Gravity field validation; EGSIEM;
D O I
暂无
中图分类号
学科分类号
摘要
We combine the publicly available GRACE monthly gravity field time series to produce gravity fields with reduced systematic errors. We first compare the monthly gravity fields in the spatial domain in terms of signal and noise. Then, we combine the individual gravity fields with comparable signal content, but diverse noise characteristics. We test five different weighting schemes: equal weights, non-iterative coefficient-wise, order-wise, or field-wise weights, and iterative field-wise weights applying variance component estimation (VCE). The combined solutions are evaluated in terms of signal and noise in the spectral and spatial domains. Compared to the individual contributions, they in general show lower noise. In case the noise characteristics of the individual solutions differ significantly, the weighted means are less noisy, compared to the arithmetic mean: The non-seasonal variability over the oceans is reduced by up to 7.7% and the root mean square (RMS) of the residuals of mass change estimates within Antarctic drainage basins is reduced by 18.1% on average. The field-wise weighting schemes in general show better performance, compared to the order- or coefficient-wise weighting schemes. The combination of the full set of considered time series results in lower noise levels, compared to the combination of a subset consisting of the official GRACE Science Data System gravity fields only: The RMS of coefficient-wise anomalies is smaller by up to 22.4% and the non-seasonal variability over the oceans by 25.4%. This study was performed in the frame of the European Gravity Service for Improved Emergency Management (EGSIEM; http://www.egsiem.eu) project. The gravity fields provided by the EGSIEM scientific combination service (ftp://ftp.aiub.unibe.ch/EGSIEM/) are combined, based on the weights derived by VCE as described in this article.
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页码:1313 / 1328
页数:15
相关论文
共 160 条
[1]  
Beutler G(2010)The celestial mechanics approach: theoretical foundations J Geod 84 605-624
[2]  
Jäggi A(2010)The celestial mechanics approach: application to data of the GRACE mission J Geod 84 661-681
[3]  
Mervart L(2012)Evaluation of release-05 GRACE time-variable gravity coefficients over the ocean Ocean Sci 8 859-868
[4]  
Meyer U(2005)Low degree spherical harmonic influences on gravity recovery and climate experiment (GRACE) water storage estimates Geophys Res Lett 32 L14405-1819
[5]  
Beutler G(2006)Antarctic mass rates from GRACE Geophys Res Lett 33 L11502-198
[6]  
Jäggi A(2015)Monthly gravity field models derived from GRACE Level 1B data using a modified short-arc approach J Geophys Res Solid Earth 120 1804-28
[7]  
Mervart L(2008)A statistical filtering approach for gravity recovery and climate experiment (GRACE) gravity data J Geophys Res 113 B04410-397
[8]  
Meyer U(2009)The International GNSS Service in a changing landscape of Global Navigation Satellite Systems J Geod 83 191-4240
[9]  
Chambers DP(2003)Instrument of GRACE: GPS augments gravity measurements GPS World 14 16-589
[10]  
Bonin JA(2008)Improvement of global hydrological models using GRACE data Surv Geophys 29 375-1609