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Titel |
An efficient algorithm for the large-scale smoothing of scattered data retrieved from remote sounding experiments |
VerfasserIn |
D. Fussen |
Medientyp |
Artikel
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Sprache |
Englisch
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ISSN |
0992-7689
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Digitales Dokument |
URL |
Erschienen |
In: Annales Geophysicae ; 21, no. 7 ; Nr. 21, no. 7, S.1645-1652 |
Datensatznummer |
250014668
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Publikation (Nr.) |
copernicus.org/angeo-21-1645-2003.pdf |
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Zusammenfassung |
We present a new
algorithm for smoothing/interpolation of two-dimensional fields applicable to
noisy data observed at scattered sites. The technique is based on a special
statistics allowing one to simultaneously minimize the fit residual and the
correlation between residuals of adjacent points. The principle of the method
is first explained in the 1-D case and then extended to the 2-D case by
adjunction of a regularization operator. The method is compared with different
algorithms (Loess-Renka, Biharmonic Spline and kriging) in three test cases
related to remote sounding of the Earth’s atmosphere by space-borne
experiments.
Key words. Atmospheric composition
and structure (evolution of the atmosphere; instruments and techniques; general
or miscellaneous) |
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