Combination of GRACE monthly gravity field solutions from different processing strategies

被引:30
|
作者
Jean, Yoomin [1 ]
Meyer, Ulrich [1 ]
Jaggi, Adrian [1 ]
机构
[1] Univ Bern, Astron Inst, Sidlerstr 5, CH-3012 Bern, Switzerland
基金
欧盟地平线“2020”;
关键词
GRACE; Gravity field combination; Noise assessment; Weighting schemes; Variance component estimation; Gravity field validation; EGSIEM; MASS-BALANCE; RECOVERY; VARIABILITY; ANTARCTICA; SERVICE;
D O I
10.1007/s00190-018-1123-5
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
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.
引用
收藏
页码:1313 / 1328
页数:16
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