Added Value of Assimilating Himawari-8 AHI Water Vapor Radiances on Analyses and Forecasts for "7.19" Severe Storm Over North China

被引:56
作者
Wang, Yuanbing [1 ]
Liu, Zhiquan [2 ]
Yang, Sen [3 ]
Min, Jinzhong [1 ]
Chen, Liqiang [3 ]
Chen, Yaodeng [1 ]
Zhang, Tao [4 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Collaborat Innovat Ctr Forecast & Evaluat Meteoro, Joint Int Res Lab Climate & Environm Change ILCEC, Key Lab Meteorol Disaster,Minist Educ KLME, Nanjing, Jiangsu, Peoples R China
[2] Natl Ctr Atmospher Res, POB 3000, Boulder, CO 80307 USA
[3] Inst Atmospher Environm, Shenyang, Liaoning, Peoples R China
[4] Natl Meteorol Informat Ctr, Beijing, Peoples R China
基金
美国国家科学基金会; 中国国家自然科学基金;
关键词
AHI radiances; data assimilation; convection-permitting; WRFDA; NUMERICAL WEATHER PREDICTION; CLOUD MASK ALGORITHM; BASE-LINE IMAGER; BIAS CORRECTION; GOES-R; SATELLITE RADIANCES; RADIATIVE-TRANSFER; 2-SEASON IMPACT; PART I; MODEL;
D O I
10.1002/2017JD027697
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Himawari-8 is the first launched and operational new-generation geostationary meteorological satellite. The Advanced Himawari Imager (AHI) on board Himawari-8 provides continuous high-resolution observations of severe weather phenomena in space and time. In this study, the capability to assimilate AHI radiances has been developed within the Weather Research and Forecasting (WRF) model's data assimilation system. As the first attempt to assimilate AHI using WRF data assimilation at convective scales, the added value of hourly AHI clear-sky radiances from three water vapor channels on convection-permitting (3km) analyses and forecasts of the 7.19 severe rainstorm that occurred over north China during 18-21 July 2016 was investigated. Analyses were produced hourly, and 24h forecasts were produced every 6h. The results showed that improved wind and humidity fields were obtained in analyses and forecasts verified against conventional observations after assimilating AHI water vapor radiances when compared to the control experiment which assimilated only conventional observations. It was also found that the assimilation of AHI water vapor radiances had a clearly positive impact on the rainfall forecast for the first 6h lead time, especially for heavy rainfall exceeding 100mm when verified against the observed rainfall. Furthermore, the horizontal and vertical distribution of features in the moisture fields were improved after assimilating AHI water vapor radiances, eventually contributing to a better forecast of the severe rainstorm.
引用
收藏
页码:3374 / 3394
页数:21
相关论文
共 66 条
[1]  
[Anonymous], 2004, P 20 C WEATH AN FOR
[2]   Adaptive bias correction for satellite data in a numerical weather prediction system [J].
Auligne, T. ;
McNally, A. P. ;
Dee, D. P. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2007, 133 (624) :631-642
[3]   THE WEATHER RESEARCH AND FORECASTING MODEL'S COMMUNITY VARIATIONAL/ENSEMBLE DATA ASSIMILATION SYSTEM WRFDA [J].
Barker, Dale ;
Huang, Xiang-Yu ;
Liu, Zhiquan ;
Auligne, Tom ;
Zhang, Xin ;
Rugg, Steven ;
Ajjaji, Raji ;
Bourgeois, Al ;
Bray, John ;
Chen, Yongsheng ;
Demirtas, Meral ;
Guo, Yong-Run ;
Henderson, Tom ;
Huang, Wei ;
Lin, Hui-Chuan ;
Michalakes, John ;
Rizvi, Syed ;
Zhang, Xiaoyan .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2012, 93 (06) :831-843
[4]   Satellite cloud and precipitation assimilation at operational NWP centres [J].
Bauer, Peter ;
Auligne, Thomas ;
Bell, William ;
Geer, Alan ;
Guidard, Vincent ;
Heilliette, Sylvain ;
Kazumori, Masahiro ;
Kim, Min-Jeong ;
Liu, Emily H. -C. ;
McNally, Anthony P. ;
Macpherson, Bruce ;
Okamoto, Kozo ;
Renshaw, Richard ;
Riishojgaard, Lars-Peter .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2011, 137 (661) :1934-1951
[5]   Direct 4D-Var assimilation of all-sky radiances. Part I: Implementation [J].
Bauer, Peter ;
Geer, Alan J. ;
Lopez, Philippe ;
Salmond, Deborah .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2010, 136 (652) :1868-1885
[6]   An Introduction to Himawari-8/9-Japan's New-Generation Geostationary Meteorological Satellites [J].
Bessho, Kotaro ;
Date, Kenji ;
Hayashi, Masahiro ;
Ikeda, Akio ;
Imai, Takahito ;
Inoue, Hidekazu ;
Kumagai, Yukihiro ;
Miyakawa, Takuya ;
Murata, Hidehiko ;
Ohno, Tomoo ;
Okuyama, Arata ;
Oyama, Ryo ;
Sasaki, Yukio ;
Shimazu, Yoshio ;
Shimoji, Kazuki ;
Sumida, Yasuhiko ;
Suzuki, Masuo ;
Taniguchi, Hidetaka ;
Tsuchiyama, Hiroaki ;
Uesawa, Daisaku ;
Yokota, Hironobu ;
Yoshida, Ryo .
JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN, 2016, 94 (02) :151-183
[7]   Potential Gaps in the Satellite Observing System Coverage: Assessment of Impact on NOAA's Numerical Weather Prediction Overall Skills [J].
Boukabara, Sid-Ahmed ;
Garrett, Kevin ;
Kumar, V. Krishna .
MONTHLY WEATHER REVIEW, 2016, 144 (07) :2547-2563
[8]   Assimilation of SSMIS and ASCAT data and the replacement of highly uncertain estimates in the Environment Canada Regional Ice Prediction System [J].
Buehner, M. ;
Caya, A. ;
Carrieres, T. ;
Pogson, L. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2016, 142 (695) :562-573
[9]   Preliminary assessment of the Advanced Himawari Imager (AHI) measurement onboard Himawari-8 geostationary satellite [J].
Da, Cheng .
REMOTE SENSING LETTERS, 2015, 6 (08) :637-646
[10]   Variational bias correction of satellite radiance data in the ERA-Interim reanalysis [J].
Dee, D. P. ;
Uppala, S. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2009, 135 (644) :1830-1841