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A Multiple linear regression GIS module using spatial variables to model orographic rainfall

Tsanis Giannis, S. Naoum

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URIhttp://purl.tuc.gr/dl/dias/19272AEE-A0D7-460D-A48F-773A7F8E3D8F-
Γλώσσαen-
Μέγεθος15 pagesen
ΤίτλοςA Multiple linear regression GIS module using spatial variables to model orographic rainfallen
ΔημιουργόςTsanis Giannisen
ΔημιουργόςΤσανης Γιαννηςel
ΔημιουργόςS. Naoumen
ΠερίληψηThis paper aims to document the development of a new GIS-based spatial interpolation module that adopts a multiple linear regression technique. The functionality of the GIS module is illustrated through a test case represented by the island of Crete, Greece, where the models generated were applied to locations where estimates of annual precipitation were required. The response variable is ‘precipitation’ and the predictor variables are ‘elevation’, ‘longitude’ and ‘latitude’, or any combination of these. The module is capable of performing a sequence of tasks which will eventually lead to an estimation of mean areal precipitation and the total volume of precipitation. In addition, it can generate up to nine predictor variables and their parameters, and can estimate areal rainfall for a user-specified three-dimensional extent. The developed module performed satisfactorily. Precipitation estimates at ungauged locations were obtained using the multiple linear regression method in addition to some conventional spatial interpolation techniques (i.e. IDW, Spline, Kriging, etc.). The multiple linear regression models provided better estimates than the other spatial interpolation techniques. en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-10-09-
Ημερομηνία Δημοσίευσης2004-
Θεματική Κατηγορία--Cases, clinical reports, statisticsen
Θεματική Κατηγορία--Statistical dataen
Θεματική Κατηγορίαstatisticsen
Θεματική Κατηγορίαcases clinical reports statisticsen
Θεματική Κατηγορίαstatistical dataen
Βιβλιογραφική ΑναφοράS. Naoum, I.K Tsanis, “A Multiple linear regression GIS module using spatial variables to model orographic rainfall”, J. of Hydroinf., vol. 6, pp. 39-54, 2004.en

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