Produzione di mappe climatiche e bioclimatiche mediante Universal Kriging con deriva esterna: teoria ed esempi per l'Italia
Academic Article
Publication Date:
2008
abstract:
Production of climatic and bioclimatic maps by Universal Kriging with external drift: theory and examples
for Italy. In this paper GIS-based maps of climatic and bioclimatic data for Italy have been obtained by inter
polating values observed at measurement stations. Long-term (1961-1990) average monthly data were obtai
ned from weather stations measuring precipitation (1102 sites) and temperature (321 sites). We analysed
twelve climatic variables (temperature and precipitation) and nine bioclimatic indexes. Terrain variables and
geographical location have been used as predictors of climate variables: longitude, latitude, elevation, aspect,
slope, continentality and estimated solar radiation. Universal kriging (i.e., simple kriging with trend function
defined on the basis of a set of covariates), which is optimal (i.e., BLUP, best linear unbiased predictor) if spa
tial association is present, has been used as spatial interpolator. Based on the root mean square errors from
cross-validation tests, we ranked the best search radius for each variable data set. A 15 km search radius has
been demonstrated to be the best one to model precipitation variables and precipitation-based bioclimatic in
dexes, while temperature variables were modelled using a 30 km radius.
Iris type:
01.01 Articolo in rivista
Keywords:
Bioclimatic indexes; GIS; Italy; Spatial interpolation; Universal kriging
List of contributors:
Collalti, Alessio
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