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High spatial resolution interpolation of monthly temperatures of Sardinia

Boi, Paolo and Fiori, Michele and Canu, Simona (2011) High spatial resolution interpolation of monthly temperatures of Sardinia. Meteorological Applications, Vol. 18 (4), p. 475-482. eISSN 1469-8080. Article.

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DOI: 10.1002/met.243


Interpolation of monthly averages of maximum and minimum temperatures for 1 year data on a 250 m grid by multilinear regression his presented here. The principal aim is to find a suitable parameter for interpolation of minimum temperatures in cases of nocturnal inversion. For this purpose a geostatistical parameter has been calculated and tested. It is related to the height relative to the nearest valley. The second aim is to find how the regression equation depends on the sea distance, if in a linear or non linear form and, if nonlinear, what is the best exponent. The procedure has been tested on a 1 year data set from 60 meteorological stations on Sardinia Island. The selection of parameters has been made by the forward selection method. The interpolation errors (RMSE) on independent stations (i.e. not used to calculate the regression coefficient) have been calculated by the cross-validation method using a developmental data set of size n − 1. The parameter that contains most of the variance is the height: the second one, for minimum temperatures, is the relative height. For maximum temperatures the second parameter is the sea distance, but only in summer months. The RMSE on the independent data ranges from 1.0 to 1.5 °C for minimum temperatures and from 0.5 °C (winter months) to 1.4 °C (summer months) for maximum temperatures. The effect of relative elevation in the regression is a 15% increase of the coefficient of determination. At the same time it lowers the RMSE significantly.

Item Type:Article
ID Code:6992
Uncontrolled Keywords:Multilinear regression, forward selection, cross-validation, coefficient of determination, rmse
Subjects:Area 04 - Scienze della terra > GEO/12 Oceanografia e fisica dell'atmosfera
Divisions:002 Altri enti e centri di ricerca del Nord Sardegna > Arpas-Agenzia regionale per la protezione dell'ambiente della Sardegna, Dipartimento di Sassari
Publisher:Blackwell / Wiley
Copyright Holders:© 2011 Royal Meteorological Society
Deposited On:20 Jan 2012 08:55

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