Data assimilation;
Recursive Gaussian filter and numerical optimization;
VARIATIONAL ASSIMILATION;
BACKGROUND ERROR;
IMPACT;
OCEAN;
D O I:
10.1016/j.jcp.2015.01.003
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
We propose an improvement of an oceanographic three dimensional variational assimilation scheme (3D-VAR), named OceanVar, by introducing a recursive filter (RF) with the third order of accuracy (3rd-RF), instead of an RFwith first order of accuracy (1st-RF), to approximate horizontal Gaussian covariances. An advantage of the proposed scheme is that the CPU's time can be substantially reduced with benefits on the large scale applications. Experiments estimating the impact of 3rd-RF are performed by assimilating oceanographic data in two realistic oceanographic applications. The results evince benefits in terms of assimilation process computational time, accuracy of the Gaussian correlation modeling, and show that the 3rd-RF is a suitable tool for operational data assimilation. (C) 2015 Elsevier Inc. All rights reserved.
机构:
Univ Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana 1000, SloveniaUniv Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana 1000, Slovenia
Melinc, Bostjan
Zaplotnik, Ziga
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机构:
Univ Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana 1000, Slovenia
ECMWF, Res Dept, Earth Syst Assimilat Sect, Bonn, GermanyUniv Ljubljana, Fac Math & Phys, Jadranska 19, Ljubljana 1000, Slovenia
机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Courtier, P
Andersson, E
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机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Andersson, E
Heckley, W
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机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Heckley, W
Pailleux, J
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机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Pailleux, J
Vasiljevic, D
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European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Vasiljevic, D
Hamrud, M
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机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Hamrud, M
Hollingsworth, A
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机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Hollingsworth, A
Rabier, E
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机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Rabier, E
Fisher, M
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机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
机构:
Department of Atmospheric Sciences,School of Physics,Peking UniversityDepartment of Atmospheric Sciences,School of Physics,Peking University
刘开宇
申红喜
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机构:
Beijing Meteorological Center of CAAC
3. Guiyang Air Traffic Management Center of CAACDepartment of Atmospheric Sciences,School of Physics,Peking University
机构:
Indian Space Res Org, Ctr Space Applicat, Atmospher & Ocean Sci Grp, Div Atmospher Sci, Ahmadabad 380015, Gujarat, IndiaIndian Space Res Org, Ctr Space Applicat, Atmospher & Ocean Sci Grp, Div Atmospher Sci, Ahmadabad 380015, Gujarat, India
Singh, Randhir
Kishtawal, Chandra Mohan
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机构:
Indian Space Res Org, Ctr Space Applicat, Atmospher & Ocean Sci Grp, Div Atmospher Sci, Ahmadabad 380015, Gujarat, IndiaIndian Space Res Org, Ctr Space Applicat, Atmospher & Ocean Sci Grp, Div Atmospher Sci, Ahmadabad 380015, Gujarat, India
Kishtawal, Chandra Mohan
Pal, Pradip Kumar
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机构:
Indian Space Res Org, Ctr Space Applicat, Atmospher & Ocean Sci Grp, Div Atmospher Sci, Ahmadabad 380015, Gujarat, IndiaIndian Space Res Org, Ctr Space Applicat, Atmospher & Ocean Sci Grp, Div Atmospher Sci, Ahmadabad 380015, Gujarat, India