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Robert et al. 2006
Robert, C., Blayo, E. and Verron, J. (2006). Reduced-order 4D-Var: A preconditioner for the Incremental 4D-Var data assimilation method. Geophysical Research Letters 33: doi: 10.1029/2006GL026555. issn: 0094-8276.

This study demonstrates how the incremental 4D-Var data assimilation method can be applied efficiently preconditioned in an application to an oceanographic problem. The approach consists in performing a few iterations of the reduced-order 4D-Var prior to the incremental 4D-Var in the full space in order to achieve faster convergence. An application performed in the tropical Pacific Ocean, with assimilation of TAO temperature data, shows the method to be both feasible and efficient. It allows the global cost of the assimilation to be reduced by a factor of 2 without affecting the quality of the solution.

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Abstract

Keywords
Mathematical Geophysics, Numerical approximations and analysis, Oceanography, General, Equatorial oceanography, Oceanography, General, Ocean data assimilation and reanalysis, Oceanography, Physical, ENSO
Journal
Geophysical Research Letters
http://www.agu.org/journals/gl/
Publisher
American Geophysical Union
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