A methodological approach of climatological modelling of air temperature and precipitation through GIS techniques

This study proposes an empirical methodology for modelling and mapping the air temperature (mean maximum, mean and mean minimum) and total precipitation, all of which are monthly and annual, using geographical information systems (GIS) techniques. The method can be seen as an alternative to classical interpolation techniques when spatial information is available. The geographical area used to develop and apply this model is Catalonia (32000 km 2 , northeast Spain). We have developed a multiple regression analysis between these meteorological variables as the dependent ones, and some geographical variables (altitude (ALT), latitude (LAT), continentality (CON), solar radiation (RAD) and a cloudiness factor (CLO)) as the independent ones. Data for the dependent variables were obtained from meteorological stations, and data for the independent variables were elaborated from a 180 m resolution digital elevation model (DEM). Multiple regression coefficients (bn) were used to build final maps, using digital layers for each independent variable, and applying basic GIS techniques. The results are very satisfactory in the case of mean air temperature and mean minimum air temperature, with coefficients of determination (R 2 ) between 0.79 and 0.97, depending on the month; in the case of mean maximum air temperature, R 2 ranges between 0.70 and 0.89, while in the case of precipitation, it ranges between 0.60 and 0.91. Copyright © 2000 Royal Meteorological Society.

[1]  Sunil Narumalani,et al.  Aquatic macrophyte modeling using GIS and logistic multiple regression , 1997 .

[2]  Josep Piñol,et al.  Hydrological balance of two Mediterranean forested catchments (Prades, northeast Spain) , 1991 .

[3]  J. Hamilton,et al.  Objective analysis of monthly climatological fields of temperature, sunshine, rainfall percentage and rainfall amount , 1988 .

[4]  Objective analysis of daily extreme temperatures of Sardinia (Italy) using distance from the sea as independent variable , 1997 .

[5]  Emilio Chuvieco,et al.  Mapping the Spatial Distribution of Forest Fire Danger Using GIS , 1996, Int. J. Geogr. Inf. Sci..

[6]  Jürgen Vogt,et al.  Mapping regional air temperature fields using satellite‐derived surface skin temperatures , 1997 .

[7]  P. Burrough,et al.  Principles of geographical information systems , 1998 .

[8]  John R. Lanzante,et al.  Resistant, Robust and Non-Parametric Techniques for the Analysis of Climate Data: Theory and Examples, Including Applications to Historical Radiosonde Station Data , 1996 .

[9]  M. F. Hutchinson,et al.  Interpolating Mean Rainfall Using Thin Plate Smoothing Splines , 1995, Int. J. Geogr. Inf. Sci..

[10]  R. Benzi,et al.  CHARACTERIZATION OF TEMPERATURE AND PRECIPITATION FIELDS OVER SARDINIA WITH PRINCIPAL COMPONENT ANALYSIS AND SINGULAR SPECTRUM ANALYSIS , 1997 .

[11]  J. Régnière,et al.  Measured and predicted air temperatures at basin to regional scales in the southern Appalachian mountains , 1998 .

[12]  Kenneth G. Hubbard,et al.  Spatial variability of daily weather variables in the high plains of the USA , 1994 .

[13]  Kristina Blennow,et al.  Modelling minimum air temperature in partially and clear felled forests , 1998 .

[14]  J. Dozier Spectral Signature of Alpine Snow Cover from the Landsat Thematic Mapper , 1989 .

[15]  Ronny Berndtsson,et al.  Topographical and coastal influence on spatial precipitation patterns in Tunisia , 1989 .

[16]  D. Marks,et al.  A comparison of geostatistical procedures for spatial analysis of precipitation in mountainous terrain , 1992 .

[17]  J. M. Fong,et al.  Continentality: A basic climatic parameter re‐examined , 1992 .

[18]  Gunter Menz,et al.  Regionalization of precipitation models in EastAfrica using meteosat data , 1997 .

[19]  Peter Persson,et al.  Modelling local-scale frost variations using mobile temperature measurements with a GIS , 1998 .

[20]  Jim C. Loftis,et al.  Application of geostatistics to evaluate partial weather station networks , 1997 .

[21]  Vince Hargy Objectively mapping accumulated temperature for Ireland , 1997 .

[22]  Paul E. Gessler,et al.  Soil-Landscape Modelling and Spatial Prediction of Soil Attributes , 1995, Int. J. Geogr. Inf. Sci..