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作 者:Boheng DUAN Weimin ZHANG Xiaofeng YANG Mengbin ZHU
机构地区:[1]College of Meteorology and Oceanology,National University of Defense Technology,Changsha 410073 [2]Laboratory of Software Engineering for Complex Systems,Changsha 410073 [3]State Key Laboratory of Remote Sensing Science,Chinese Academy of Sciences,Beijing 100101 [4]Hainan Key Laboratory of Earth Observation,Sanya 572029 [5]Beijing Institute of Applied Meteorology,Beijing 100029
出 处:《Journal of Meteorological Research》2021年第3期478-489,共12页气象学报(英文版)
基 金:Supported by the National Natural Science Foundation of China(41675097 and 41375113);Key Research and Development Program of Hainan Province(ZDYF2017167)。
摘 要:Data assimilation systems usually assume that the observation errors of wind components, i.e., u(the longitudinal component) and v(the latitudinal component), are uncorrelated. However, since wind components are derived from observations in the form of wind speed and direction(spd and dir), the observation errors of u and v are correlated. In this paper, an explicit expression of the observation errors and correlation for each pair of wind components are derived based on the law of error propagation. The new data assimilation scheme considering the correlated error of wind components is implemented in the Weather Research and Forecasting Data Assimilation(WRFDA) system. Besides, adaptive quality control(QC) is introduced to retain the information of high wind-speed observations. Results from real data experiments assimilating the Advanced Scatterometer(ASCAT) sea surface winds suggest that analyses from the new data assimilation scheme are more reasonable compared to those from the conventional one, and could improve the forecasting of Typhoon Noru.
关 键 词:data assimilation Advanced Scatterometer(ASCAT) wind components correlated observation error
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