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Titel Electron radiation belt data assimilation with an ensemble Kalman filter relying on the Salammbô code
VerfasserIn S. A. Bourdarie, V. F. Maget
Medientyp Artikel
Sprache Englisch
ISSN 0992-7689
Digitales Dokument URL
Erschienen In: Annales Geophysicae ; 30, no. 6 ; Nr. 30, no. 6 (2012-06-08), S.929-943
Datensatznummer 250017233
Publikation (Nr.) Volltext-Dokument vorhandencopernicus.org/angeo-30-929-2012.pdf
 
Zusammenfassung
In this study we implement a data assimilation tool using a 3-D radiation belt model and an ensemble Kalman filter approach. High time and space reanalysis of the electron radiation belt fluxes is obtained over the time period 5 October to 25 October 1990 by combining sparse observations with the Salammbô 3-D model in an optimal way. The convergence of the ensemble Kalman filter is analyzed carefully. The risk of using a biased physical model is discussed and relative consequences are highlighted. Finally, a validation against CRRES data and major improvements compared to pure physics based model are presented.
 
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