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Effects of sample density on the assimilation performance of an explicit four-dimensional variational data assimilation method 被引量:2

Effects of sample density on the assimilation performance of an explicit four-dimensional variational data assimilation method
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摘要 The concepts of sample sphere radius and sample density are proposed in this paper to help illustrate that different vector transformations result in diverse sample density with the same sample ensemble, which finally affects their assimilation performance. Several numerical experiments using a onedimensional (1-D) soil water equation and synthetic observations are conducted to evaluate this new theory in land data assimilation. The concepts of sample sphere radius and sample density are proposed in this paper to help illustrate that different vector transformations result in diverse sample density with the same sample ensemble, which finally affects their assimilation performance. Several numerical experiments using a onedimensional (1-D) soil water equation and synthetic observations are conducted to evaluate this new theory in land data assimilation.
机构地区 ICCES/LASE
出处 《Science China Earth Sciences》 SCIE EI CAS 2009年第11期1849-1856,共8页 中国科学(地球科学英文版)
基金 Supported by National Natural Science Foundation of China (Grant No. 40705035) National High Technology Research and Development Program of China (Grant Nos. 2007AA12Z144 and 2009AA12Z129) Chinese COPES Project (Grant No. GYHY200706005) the National Basic Research Program (Grant Nos. 2009CB421407 and 2005CB321703)
关键词 POD/SVD-E4DVAR data ASSIMILATION SAMPLE density POD/SVD-E4DVAR data assimilation sample density
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