Direct assimilation of Chinese FY-3C Microwave Temperature Sounder-2 radiances in the global GRAPES system
FengYun-3C (FY-3C) is an operational polar-orbiting satellite carrying the new-generation microwave sounding instruments in China. This paper describes the assimilation of the FY-3C Microwave Temperature Sounder-2 (MWTS-2) radiances in the Global and Regional Assimilation and PrEdiction System (GRAP...
Main Authors: | , |
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Format: | Article |
Language: | English |
Published: |
Copernicus Publications
2016-07-01
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Series: | Atmospheric Measurement Techniques |
Online Access: | http://www.atmos-meas-tech.net/9/3095/2016/amt-9-3095-2016.pdf |
Summary: | FengYun-3C (FY-3C) is an operational polar-orbiting satellite
carrying the new-generation microwave sounding instruments in China. This
paper describes the assimilation of the FY-3C Microwave Temperature Sounder-2
(MWTS-2) radiances in the Global and Regional Assimilation and PrEdiction
System (GRAPES) of China Meteorological Administration. A quality control
(QC) procedure for the assimilation of MWTS-2 radiance is proposed. Extensive
monitoring before assimilation shows that MWTS-2 observations exhibit a clear
striping pattern. A technique combining principal component analysis (PCA)
and ensemble empirical mode decomposition (EEMD) is applied to the
observations to remove the striping noise. Cloudy field-of-views (FOVs) are
identified by applying the Visible and InfrarRed Radiometer (VIRR) cloud
fraction threshold of 76 %. Other QC steps are conducted in the follow
order: (i) coastal FOVs are removed, (ii) eight outmost FOVs are not used,
(iii) channel 5 data over sea ice and land are not used,
(iv) channel 6 observations are not used if the terrain altitudes are higher
than 500 m, and (v) outliers with large differences between observations and
model simulations are removed. Approximately 83, 75, 40, and 40 % of the
observations are removed by the proposed QC for channels 5–8, respectively.
After QC, the global biases and standard deviations are reduced
significantly. The assimilation of the MWTS-2 radiances shows a positive
impact when the control experiment assimilates only conventional
observations. The experiments also show that the analysis and forecast errors
are slightly reduced when the striping noise is removed from the
observations. The quality control scheme of extracting the striping noise may
contribute to the analysis and forecast accuracy. The impact of MWTS-2 is
neutral when the conventional data and other satellite data are all
assimilated. |
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ISSN: | 1867-1381 1867-8548 |