Direct assimilation of Chinese FY-3C Microwave Temperature Sounder-2 radiances in the global GRAPES system

被引:41
作者
Li, Juan [1 ,2 ]
Liu, Guiqing [1 ,2 ]
机构
[1] China Meteorol Adm, Natl Meteorol Ctr, Beijing 100081, Peoples R China
[2] China Meteorol Adm, Numer Weather Predict Ctr, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
VARIATIONAL DATA ASSIMILATION; QUALITY-CONTROL PROCEDURE; CLOUD-CLEARED RADIANCES; SSI ANALYSIS SYSTEM; OBSERVATION IMPACT; ADJOINT SENSITIVITY; SCIENTIFIC DESIGN; MWTS MEASUREMENTS; SOUNDING UNIT; LIQUID WATER;
D O I
10.5194/amt-9-3095-2016
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
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.
引用
收藏
页码:3095 / 3113
页数:19
相关论文
共 46 条
[1]   USE OF CLOUD-CLEARED RADIANCES IN 3-DIMENSIONAL 4-DIMENSIONAL VARIATIONAL DATA ASSIMILATION [J].
ANDERSSON, E ;
PAILLEUX, J ;
THEPAUT, JN ;
EYRE, JR ;
MCNALLY, AP ;
KELLY, GA ;
COURTIER, P .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 1994, 120 (517) :627-653
[2]   Observation and background adjoint sensitivity in the adaptive observation-targeting problem [J].
Baker, NL ;
Daley, R .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2000, 126 (565) :1431-1454
[3]   Monitoring the observation impact on the short-range forecast [J].
Cardinali, Carla .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2009, 135 (638) :239-250
[4]   New generation of multi-scale NWP system (GRAPES): general scientific design [J].
Chen DeHui ;
Xue JiShan ;
Yang XueSheng ;
Zhang HongLiang ;
Shen XueShun ;
Hu JiangLin ;
Wang Yu ;
Ji LiRen ;
Chen JiaBin .
CHINESE SCIENCE BULLETIN, 2008, 53 (22) :3433-3445
[5]  
Community Radiative Transfer Model (CRTM), 2015, CRTM IS V2 2 3
[6]   The ECMWF implementation of three-dimensional variational assimilation (3D-Var). I: Formulation [J].
Courtier, P ;
Andersson, E ;
Heckley, W ;
Pailleux, J ;
Vasiljevic, D ;
Hamrud, M ;
Hollingsworth, A ;
Rabier, E ;
Fisher, M .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 1998, 124 (550) :1783-1807
[7]  
Derber JC, 1998, MON WEATHER REV, V126, P2287, DOI 10.1175/1520-0493(1998)126<2287:TUOTCC>2.0.CO
[8]  
2
[9]   AN OVERVIEW OF A NEW CHINESE WEATHER SATELLITE FY-3A [J].
Dong, Chaohua ;
Yang, Jun ;
Zhang, Wenjian ;
Yang, Zhongdong ;
Lu, Naimeng ;
Shi, Jinming ;
Zhang, Peng ;
Liu, Yujie ;
Cai, Bin .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2009, 90 (10) :1531-+
[10]   NOAA operational hydrological products derived from the advanced microwave sounding unit [J].
Ferraro, RR ;
Weng, FZ ;
Grody, NC ;
Zhao, LM ;
Meng, H ;
Kongoli, C ;
Pellegrino, P ;
Qiu, S ;
Dean, C .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2005, 43 (05) :1036-1049