Assimilating FY-4B AGRI Three Water Vapor Channels in Operational Shanghai Typhoon Model (SHTM) Using GSI-Based 3-DVar Approach

被引:0
|
作者
Niu, Zeyi [1 ,2 ,3 ]
Zhang, Lei [1 ]
Yang, Yuhua [1 ]
Han, Yang [4 ]
Li, Hong [1 ]
Wang, Dongliang [1 ]
Huang, Wei [1 ]
Weng, Fuzhong [4 ]
机构
[1] China Meteorol Adm, Shanghai Typhoon Inst, Key Lab Numer Modeling Trop Cyclone, Shanghai 200030, Peoples R China
[2] Fudan Univ, Dept Atmospher & Ocean Sci, Shanghai 200438, Peoples R China
[3] Fudan Univ, Inst Atmospher Sci, Shanghai 200438, Peoples R China
[4] CMA Earth Syst Modeling & Predict Ctr, Beijing 100081, Peoples R China
关键词
Tropical cyclones; Satellites; Clouds; Weather forecasting; Data models; Atmospheric modeling; Predictive models; Data assimilation; Instruments; Forecasting; Fengyun-4B (FY-4B) Advanced Geostationary Radiation Imager (AGRI); Typhoon forecasts; water-vapor (WV); RADIATIVE-TRANSFER; RADIANCE ASSIMILATION; WEATHER PREDICTION; SKY;
D O I
10.1109/JSTARS.2024.3522056
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This study conducts a one-month parallel experiment to compare the results of the operational Shanghai Typhoon Model with (WV123) and without (CTL) the assimilation of clear-sky brightness temperature from three Fengyun-4B (FY-4B) Advanced Geostationary Radiation Imager (AGRI) water-vapor (WV) channels. The results demonstrate a notable improvement (similar to 3%) in the moisture fields by the WV123 experiment at all atmospheric levels in the forecasts of 24-120 h when compared to those of the CTL experiment. Besides, results show an improvement in the correlation coefficient of the 500-hPa temperature field from WV123 experiment than CTL experiment after 24 h. For Typhoon Doksuri (2023), the WV123 experiment shows a reduction of 19.4% in the mean track errors after 24-h and an improvement of approximately 10% in the forecasted intensities with five different initial forecasting times. In the cases of Typhoons Mawar, Khanun, and Kaihui in 2023, track errors also exhibit some degree of amelioration in forecast experiments at different initial forecasting times. Moreover, the WV123 experiment can improve the forecast accuracy for precipitation exceeding 250 mm in terms of both spatial distribution and intensity. A statistical study over one-month period indicates that the WV123 experiment shows a relatively neutral impact on the precipitation forecasts of 0-48 h. However, for the forecast lead time of 48-120 h, there is a considerable improvement in terms of the threat scores of predicting the precipitation exceeding 50 mm, suggesting the positive effects of assimilating clear-sky and future all-sky FY-4B AGRI WV radiances.
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页码:3599 / 3610
页数:12
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