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Spatial and temporal patterns of the mean annual precipitation at decadal time scale in southern Italy (Calabria region)

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Abstract

Mean annual precipitation variability at decadal time scale over a southern Italy area (Calabria) was investigated to quantify the spatial and temporal patterns. A multivariate approach has been applied to analyse spatial–temporal (1921–2000) data of annual precipitation. A nested isotropic linear model of coregionalization was fitted to the experimental variograms including three basic structures: a nugget effect, an exponential model and a spherical model. The correlation structure between the decades was analysed by applying principal component analysis at each spatial scale, and specific factors at each characteristic scale were cokriged and mapped. Two components were identified: the first is mainly linked to local factors, which could be identified by the orographic characteristics of the region, while the long range component could be related to large-scale factors, like for example the processes of the global atmospheric circulation. In addition, in order to obtain a better insight into the pattern of relatively dry or wet zones, a standardized relative difference was calculated. The results showed that the annual precipitation decreased during the period 1921–2000 and the spatial distribution changed with an increase of dry areas.

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References

  • Aguilar E, Auer I, Brunet M, Peterson TC, Wieringa J (2003) Guidlines on Climate Metadata and Homogenization. World Climate Programme Data and Monitoring WCDMP-No.53. WMO-TD No. 1186. WMO. Geneva.

  • Amanatidis GT, Paliatsos AG, Repapis CC, Barttzis JG (1993) Decreasing precipitation trend in the Marathon area, Greece. Int J Climatol 13:191–201. doi:10.1002/joc.3370130205

    Article  Google Scholar 

  • Armstrong M, Chetboun G, Hubert P (1992) Kriging the rainfall in Lesotho. In: Soares A (ed) Geostatistics Troia 1992, vol 2. Kluwer Academic Publishers, Dordrecht, pp 661–672

    Google Scholar 

  • Bradley RS, Diaz HF, Eischeid JK, Jones PD, Kelly PM, Goodess CM (1987) Precipitation fluctuations over Northern Hemisphere land areas since the mid-19th century. Science 237:171–175. doi:10.1126/science.237.4811.171

    Article  ADS  PubMed  CAS  Google Scholar 

  • Brunetti M, Buffoni L, Maugeri M, Nanni T (2000) Precipitation intensity trends in northern Italy. Int J Climatol 20:1017–1031. doi:10.1002/1097-0088(200007)20:9<1017::AID-JOC515>3.0.CO;2-S

    Article  Google Scholar 

  • Brunetti M, Maugeri M, Nanni T (2002) Atmospheric circulation and precipitation in Italy for the last 50 years. Int J Climatol 22:1455–1471

    Article  Google Scholar 

  • Brunetti M, Caloiero T, Coscarelli R, Gullà G, Nanni T, Simolo C (2010) Precipitation variability and change in the Calabria region (Italy) from a high resolution daily dataset. Int J Climatol, doi: 10.1002/joc.2233

  • Buttafuoco G, Castrignanò A, Busoni E, Dimase AC (2005) Studying the spatial structure evolution of soil water content using multivariate geostatistics. J Hydrol 311:202–218. doi:10.1016/j.jhydrol.2005.01.018

    Article  Google Scholar 

  • Caloiero D, Niccoli R, Reali C (1990) Le precipitazioni in Calabria (1921–1980). CNR-IRPI Cosenza, Italy, Geodata, 36

    Google Scholar 

  • Caloiero T, Coscarelli R, Ferrari E, Mancini M (2010) Seasonal rainfall trends and teleconnections in Calabria. In: Proceedings International Workshop Analyses and images of hydrological extremes in Mediterranean environments, Bios, Cosenza, pp 43–54

  • Caloiero T, Coscarelli R, Ferrari E, Mancini M (2011) Trend detection of annual and seasonal rainfall in Calabria (southern Italy). Int J Climatol 31:44–56. doi:10.1002/joc.2055

    Google Scholar 

  • Castrignanò A, Giugliarini L, Risaliti R, Martinelli N (2000) Study of spatial relationships among some soil physico-chemical properties of a field in central Italy using multivariate geostatistics. Geoderma 97:39–60

    Article  Google Scholar 

  • Castrignanò A, Maiorana M, Fornaro F, Lopez N (2002) 3D Spatial variability of soil strength and its change over time in a durum wheat field in Southern-Italy. Soil Till Res 65:95–108. doi:10.1016/S0167-1987(01)00288-4

    Article  Google Scholar 

  • Chatfield C (1984) The analysis of time series, 3rd ed. Chapman and Hall, London, UK

    Google Scholar 

  • Chilès JP, Delfiner P (1999) Geostatistics: modelling spatial uncertainty. Wiley, New York, USA

    Google Scholar 

  • Colacino M, Conte M, Piervitali E (1997) Elementi di climatologia della Calabria. IFA-CNR, Roma

    Google Scholar 

  • Coscarelli R, Gaudio R, Caloiero T (2004) Climatic trends: an investigation for a Calabrian basin (Southern Italy). In: Proceedings of the International Symposium The basis of civilization. Water science? Rome, Italy, IAHS Publications no. 286, pp. 255–266

  • Cotecchia V, Casarano D, Polemio M (2004) Characterization of rainfall trend and drought periods in Southern Italy from 1821 to 2001. In: Proceedings of 1st Italian–Russian Workshop New Trends in Hydrology, Rende (Cs), Italy, CNR Publications 2823, pp. 139–150

  • Craddock JM (1979) Methods of comparing annual rainfall records for climatic purposes. Weather 34:332–346

    Google Scholar 

  • De Iaco S, Myers DE, Posa D (2003) The linear coregionalization model and the product–sum space–time variogram. Math Geol 35:25–38

    Article  MathSciNet  Google Scholar 

  • De Cesare L, Myers DE, Posa D (1997) Spatio-temporal modeling of SO2 in Milan district. In: Baafi EY, Schofield NA (eds) Geostatistics Wollongong 1996, vol 2. Kluwer Academic Publishers, Dordrecht, pp 1031–1042

    Chapter  Google Scholar 

  • De Michele C, Montanari A, Rosso R (1998) The effect of non-stationarity on the evaluation of critical design storms. Water Sci Technol 37:187–193. doi:10.1016/s0273-1223(98)00332-1

    Google Scholar 

  • Diaz HF, Bradley RS, Eischeid JK (1989) Precipitation fluctuation over global land areas since the late 1800s. J Geophys Res 94:1195–1210. doi:10.1029/JD094iD01p01195

    Article  ADS  Google Scholar 

  • Famiglietti JS, Rudnicki JW, Rodell M (1998) Variability in surface moisture content along a hillslope transect: Rattlesnake hill, Texas. J Hydrol 210:259–281. doi:10.1016/S0022-1694(98)00187-5

    Article  Google Scholar 

  • Federico S, Dalu GA, Bellecci C, Colacino M (2000) Meso-scale energetics and flows induced by the sea–land and mountain–valley contrast. Ann Geophys 18:235–246

    Article  ADS  Google Scholar 

  • Federico S, Bellecci C, Colacino M (2003a) Quantitative precipitation of the Soverato flood: the role of orography and surface fluxes. Nuovo Cimento 26 C:7–22

    ADS  Google Scholar 

  • Federico S, Bellecci C, Colacino M (2003b) Numerical simulation of Crotone flood: storm evolution. Nuovo Cimento 26:357–371

    Google Scholar 

  • Federico S, Avolio E, Bellecci C, Lavagnini A, Walko RL (2007) Predictability of intense rain storms in the Central Mediterranean basin: sensitivity to upper-level forcing. Advances in Geosciences 12:5–18

    Article  ADS  Google Scholar 

  • Federico S, Avolio E, Pasqualoni L, De Leo L, Sempreviva AM, Bellecci C (2009) Preliminary results of a 30-year daily rainfall data base in southern Italy. Atmos Res 94(4):641–651. doi:10.1016/j.atmosres.2009.03.008

    Article  Google Scholar 

  • Feidas H, Noulopoulou Ch, Makrogiannis T, Bora-Senta E (2007) Trend analysis of precipitation time series in Greece and their relationship with circulation using surface and satellite data: 1955–2001. Theor Appl Climatol 87:155–177. doi:10.1007/s00704-006-0200-5

    Article  ADS  Google Scholar 

  • Fernandez J, Sàenz J, Zorita E (2003) Analysis of wintertime atmospheric moisture transport and its variability over southern Europe in the NCEP-Reanalyses. Clim Res 23:195–215, Print ISSN: 0936-577X

    Article  Google Scholar 

  • Ferrari E, Terranova O (2004) Non-parametric detection of trends and change point years in monthly and annual rainfalls. In: Proceedings of 1st Italian–Russian Workshop New Trends in Hydrology, Rende (Cs), Italy, CNR Publications 2823, pp. 177–188

  • Geovariances (2010) ISATIS: Software Manual Release 9.0.4. Geovariances & Ecole des Mines de Paris, Paris, France.

  • Goovaerts P (1992) Factorial kriging analysis: A useful tool for exploring the structure of multivariate spatial soil information. J Soil Sci 43:597–619

    Article  Google Scholar 

  • Goovaerts P (1994) Study of spatial relationships between two sets of variables using multivariate geostatistics. Geoderma 62:93–107. doi:10.1016/0016-7061(94)90030-2

    Article  CAS  Google Scholar 

  • Goovaerts P, Webster R (1994) Scale-dependent correlation between topsoil copper and cobalt concentrations in Scotland. Eur J Soil Sci 45:79–95

    Article  CAS  Google Scholar 

  • Goovaerts P (1997) Geostatistics for natural resources evaluation. Oxford University Press, New York, USA

    Google Scholar 

  • Goovaerts P, Sonnet P (1993) Study of spatial and temporal variations of hydrogeochemical variables using factorial kriging analysis. In: Soares A (ed) Geostatistics Troia 1992, vol 2. Kluwer Academic Publishers, Dordrecht, pp 745–756

    Google Scholar 

  • Heuvelink GB, Musters P, Pebesma EJ (1997) Spatio-temporal kriging of soil water content. In: Baafi EY, Schofield NA (eds) Geostatistics Wollongong 1996, vol 2. Kluwer Academic Publishers, Dordrecht, pp 1020–1030

    Chapter  Google Scholar 

  • Hohn ME, Liebhold AM, Gribko LS (1993) Geostatistical model for forecasting spatial dynamics of defoliation caused by the gypsy moth (Lepidoptera: Lymantriidae). Environ Entomol 22:1066–1075

    Google Scholar 

  • Hulme M, Conway D, Jones PD, Jiang T, Barrow EM, Turney C (1995) Construction of a 1961–1990 European climatology for climate change modelling and impact applications. Int J Climatol 15:1333–1363. doi:10.1002/joc.3370151204

    Article  Google Scholar 

  • Hulme M, Conway D, Joyce A, Mulenga H (1996) A 1961–90 climatology for Africa south of the equator and a comparison of potential evapotranspiration estimates. South S Afr J Sci 92:334–343

    Google Scholar 

  • Hulme M, Osborn TJ, Johns TC (1998) Precipitation sensitivity to global warming: comparison of observations with HadCM2 simulations. Geophys Res Lett 25:3379–3382. doi:10.1029/98GL02562

    Article  ADS  Google Scholar 

  • Journel AG, Huijbregts CJ (1978) Mining geostatistics. Academic Press, New York

    Google Scholar 

  • Kyriakidis C, Journel A (1999) Geostatistical space–time models: a review. Math Geol 31:651–684. doi:10.1023/A:1007528426688

    Article  MathSciNet  MATH  Google Scholar 

  • Lana X, Burgueño A (2000) Statistical distribution and spectral analysis of rainfall anomalies for Barcelona (NE Spain). Theor Appl Climatol 66:211–227. doi:10.1007/s007040070026

    Article  ADS  Google Scholar 

  • Lionello P, Malanotte-Rizzoli P, Boscolo R (2006) Mediterranean climate variability. Elsevier, Amsterdam, Netherlands

    Google Scholar 

  • López-Moreno JI, Vicente-Serrano SM, Angulo-Martínez M, Beguería S, Kenawy A (2009) Trends in daily precipitation on the northeastern Iberian Peninsula, 1955–2006. Int J Climatol, Published online. doi: 10.1002/joc.1945

  • Maheras P (1988) Changes in precipitation conditions in the Western Mediterranean over the last century. Int J Climatol 8:179–189. doi:10.1002/joc.3370080205

    Article  Google Scholar 

  • Matari A, Kerrouche M, Bousid H, Douguédroit A (1999) Sécheresse dans l’ouest algérien. Publications de l'Association Internationale de Climatologie 12:98–106

    Google Scholar 

  • Matheron G (1971) The Theory of Regionalised variables and its Applications. Les Cahiers du Centre de Morphologie Mathématique de Fontainebleau n.5, Paris, France.

  • Matheron G (1982) Pour une analyse krigeante des données régionalisées, Centre de Géostatistiques, École des Mines de Paris: Fontainebleau, Rapport n.732.

  • Montanari A, Rosso R, Taqqu MS (1996) Some long-run properties of rainfall records in Italy. J of Geophys Res 101(D23):431–438

    Google Scholar 

  • Ninyerola M, Pons X, Roure JM (2000) A methodological approach of climatological modelling of air temperature and precipitation through GIS techniques. International Int J Climatol 20:1823–1841. doi:10.1002/1097-0088(20001130)20:14<1823::AID-JOC566>3.0.CO;2-B

    Article  ADS  Google Scholar 

  • Norrant C, Douguedroit A (2006) Monthly and daily precipitation trends in the Mediterranean (1950–2000). Theor Appl Climatol 83:89–106. doi:10.1007/s00704-005-0163-y

    Article  ADS  Google Scholar 

  • Palutikof JP (1996) Scenarios of future rainfall over the Mediterranean: is the region drying? Book of Abstracts. International Conference on Mediterranean Desertification: Crete, Hellas, October 29–November 1, vol. 1, pp. 33–39

  • Peterson TC, Easterling DR, Karl TR, Groisman P, Nicholls N, Plummer N, Torok S, Auer I, Boehm R, Gullett D, Vincent L, Heino R, Toemenvirta H, Mestre O, Szentimrey T, Salinger J, Førland E, Hanssen-Bauer I, Alexandersson H, Jones P, Parker D (1998) Homogeneity adjustments of in situ atmospheric climate data: a review. Int J Climatol 18:1493–1517. doi:10.1002/(SICI)1097-0088(19981115)18:13<1493::AID-JOC329>3.0.CO;2-T

    Article  Google Scholar 

  • Rodriguez-Iturbe I, Mejia JM (1974) The design of rainfall networks in time and space. Water Resour Res 10:713–728. doi:10.1029/WR010i004p00713

    Article  ADS  Google Scholar 

  • Rouhani S, Wackernagel H (1990) Multivariate geostatistical approach to space-time data analysis. Water Resour Res 26:585–591. doi:10.1029/WR026i004p00585

    Article  ADS  Google Scholar 

  • Smith RB (1979) The influence of mountains on the atmosphere. Adv Geophys 21:87–230

    Article  ADS  Google Scholar 

  • Smith RB (1989) Hydrostatic airflow over mountains. Adv Geophys 31:1–41

    Article  Google Scholar 

  • Snepvangers JJJC, Heuvelink GBM, Huisman JA (2003) Soil water content interpolation using spatio-temporal kriging with external drift. Geoderma 112:253–271. doi:10.1016/S0016-7061(02)00310-5

    Article  Google Scholar 

  • Sneyers R (1990) On the statistical analysis of series of observation. WMO, Technical Note N. 143, Geneve.

  • Tukey JW (1977) Exploratory data analysis. Addison-Wesley, Reading, MA

    MATH  Google Scholar 

  • Vachaud G, Passerat de Silans A, Balabanis P, Vauclin M (1985) Temporal stability of spatially measured soil water probability density function. Soil Sci Soc Am J 49:822–828

    Article  Google Scholar 

  • Ventrella D, Castrignanò A, Maiorana M, Lo Savio N, Monella A, Fornaio F (2002) Irrigation with brackish water: effects on soil strength of a fine textured soil. Adv Geoecol 35:279–290

    Google Scholar 

  • Vicente-Serrano SM, Saz MA, Cuadrat JM (2003) Comparative analysis of interpolation methods in the middle Ebro valley (Spain): application to annual precipitation and temperature. Climate Res 24:161–180. doi:10.3354/cr024161

    Article  Google Scholar 

  • Wackernagel H (2003) Multivariate geostatistics: an introduction with applications. Springer-Verlag, Berlin

    MATH  Google Scholar 

  • Webster R, Oliver MA (2007) Geostatistics for environmental scientists. Wiley, Chichester, UK

    Book  MATH  Google Scholar 

  • Willmott CJ, Robeson SM (1995) Climatologically aided interpolation (CAI) of terrestrial air temperature. Int J Climatol 15:221–229. doi:10.1002/joc.3370150207

    Article  Google Scholar 

  • Yu B, Neil DT (1993) Long-term variations in regional rainfall in the south-west of Western Australia and the difference between average and high intensity rainfalls. Int J Climatol 13:77–88. doi:10.1002/joc.3370130106

    Article  Google Scholar 

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Acknowledgements

The authors thank the reviewers of this paper for providing constructive comments which have contributed to the improvement of the published version.

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  1. Institute for Agricultural and Forest Systems in the Mediterranean (ISAFOM), CNR, 87036, Rende (CS), Italy

    Gabriele Buttafuoco

  2. Research Institute for Geo-Hydrological Protection (IRPI), CNR, 87036, Rende (CS), Italy

    Tommaso Caloiero & Roberto Coscarelli

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  1. Gabriele Buttafuoco
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Correspondence to Gabriele Buttafuoco.

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Buttafuoco, G., Caloiero, T. & Coscarelli, R. Spatial and temporal patterns of the mean annual precipitation at decadal time scale in southern Italy (Calabria region). Theor Appl Climatol 105, 431–444 (2011). https://doi.org/10.1007/s00704-011-0398-8

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