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Application of a recursive filter to a three-dimensional variational ocean data assimilation system
Liu Ye1,2; Yan Changxiang1
刊名Advances in atmospheric sciences
2010-03-01
卷号27期号:2页码:293-302
关键词Recursive filter Background error covariance The ocean variational assimilation system (ovals)
ISSN号0256-1530
DOI10.1007/s00376-009-8112-9
通讯作者Liu ye(liuye@mail.iap.ac.cn)
英文摘要In order to improve the efficiency of the ocean variational assimilation system (ovals), which has been widely used in various applications, an improved ovals (ovals2) is developed based on the recursive filter (rf) algorithm. the first advantage of ovals2 is that memory storage can be substantially reduced in practice because it implicitly computes the background error covariance matrix; the second advantage is that there is no inversion of the background error covariance by preconditioning the control variable. for comparing the effectiveness between ovals2 and ovals, a set of experiments was implemented by assimilating expendable bathythermograph (xbt) and argo data into the tropical pacific circulation model. the results show that the efficiency of ovals2 is much higher than that of ovals. the computational time and the computer storage in the assimilation process were reduced by 83% and 77%, respectively. additionally, the corresponding results produced by the rf are almost as good as those obtained by ovals. these results prove that ovals2 is suitable for operational numerical oceanic forecasting.
WOS关键词TROPICAL PACIFIC-OCEAN ; GENERAL-CIRCULATION MODEL ; WATER-VAPOR OBSERVATIONS ; STATISTICAL-ANALYSIS ; OBJECTIVE ANALYSIS ; NUMERICAL ASPECTS ; BACKGROUND ERROR ; SEA ; COVARIANCES ; SCHEME
WOS研究方向Meteorology & Atmospheric Sciences
WOS类目Meteorology & Atmospheric Sciences
语种英语
出版者SCIENCE PRESS
WOS记录号WOS:000274542800009
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2415325
专题中国科学院大学
通讯作者Liu Ye
作者单位1.Chinese Acad Sci, Int Ctr Climate & Environm Sci, Inst Atmospher Phys, Beijing 100029, Peoples R China
2.Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China
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Liu Ye,Yan Changxiang. Application of a recursive filter to a three-dimensional variational ocean data assimilation system[J]. Advances in atmospheric sciences,2010,27(2):293-302.
APA Liu Ye,&Yan Changxiang.(2010).Application of a recursive filter to a three-dimensional variational ocean data assimilation system.Advances in atmospheric sciences,27(2),293-302.
MLA Liu Ye,et al."Application of a recursive filter to a three-dimensional variational ocean data assimilation system".Advances in atmospheric sciences 27.2(2010):293-302.
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