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Titel Data derived NARMAX Dst model
VerfasserIn R. J. Boynton, M. A. Balikhin, S. A. Billings, A. S. Sharma, O. A. Amariutei
Medientyp Artikel
Sprache Englisch
ISSN 0992-7689
Digitales Dokument URL
Erschienen In: Annales Geophysicae ; 29, no. 6 ; Nr. 29, no. 6 (2011-06-01), S.965-971
Datensatznummer 250017030
Publikation (Nr.) Volltext-Dokument vorhandencopernicus.org/angeo-29-965-2011.pdf
 
Zusammenfassung
The NARMAX OLS-ERR methodology is applied to identify a mathematical model for the dynamics of the Dst index. The NARMAX OLS-ERR algorithm, which is widely used in the field of system identification, is able to identify a mathematical model for a wide class of nonlinear systems using input and output data. Solar wind-magnetosphere coupling functions, derived from analytical or data based methods, are employed as the inputs to such models and the outputs are geomagnetic indices. The newly deduced coupling function, p1/2V4/3BTsin6(θ/2), has been implemented as an input to model the Dst dynamics. It was shown that the identified model has a very good forecasting ability, especially with the geomagnetic storms.
 
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