Abstract
The present study examines the variability of the precipitation regime across the Ionian Islands complex, Greece (Central Mediterranean), for a period spanning more than one century. Significant negative long-term linear trends in the annual precipitation totals are observed, more pronounced in the southern parts of the studied area, while a climatic discontinuity possibly occurred during the 1970s, manifested first in the southern Ionian. Statistically significant nonlinear trends and subdecadal intermittent oscillations were detected using Monte Carlo singular spectral analysis. The correlation of the winter precipitation variability at Ionian complex with the North Atlantic Oscillation anomalies was also investigated and extended in the frequency domain. Finally, future projections were performed using an ensemble of Regional Climatic Models. Model simulations suggested a decrease of the order of ∼20% or more in the mean annual precipitation of the area by the end of the century.
Similar content being viewed by others
References
Alexandersson H (1986) A homogeneity test applied to precipitation data. J Clim 6:661–675
Allen MR, Smith LA (1996) Monte Carlo SSA: detecting irregular oscillations in the presence of coloured noise. J Clim 9:3373–3404
Alpert P, Neeman BU, Shay-El Y (1990) Climatological analysis of Mediterranean cyclones using ECMWF data. Tellus Ser A: Dyn Meteorol Oceanogr 42:65–77
Antunes S, Pires O, Rocha A (2006) Detecting spatio-temporal precipitation variability in Portugal using multichannel singular spectral analysis. Int J Climatol 26:2199–2212
Bartholy J, Pongrácz R, Pattantyús-Ábrahám M (2009) Analyzing the genesis, intensity, and tracks of western Mediterranean cyclones. Theor Appl Climatol 96:133–144
Blackman RB, Tukey JW (1958) The measurement of power spectra from the point of view of communication engineering. Dover, Mineola, NY
Bohm U, Kucken M, Ahrens W, Block A, Hauffe D, Keuler K, Rockel B, Will A (2006) CLM—the climate version of LM: Brief description and long-term applications. COSMO Newsletter, 6
Brázdil R, Zolotokrylin AN (1995) The QBO signal in monthly precipitation fields over Europe. Theor Appl Climatol 51:3–12
Broomhead DS, King GP (1986) Extracting qualitative dynamics from experimental data. Phys D 20:217–236
Brunetti M, Caloiero T, Coscarelli R, Gullà G, Nanni T, Simolo C (2011) Precipitation variability and change in the Calabria region (Italy) from a high resolution daily dataset. Int J Climatol. doi:10.1002/joc.2233
Buishand TA (1982) Some methods for testing the homogeneity of rainfall records. J Hydr 58:11–27
Burg JP (1967) Maximum entropy spectral analysis. 37th Annual International Meeting of the Society of Exploration Geophysicists, Oklahoma City, OK. Childers DG (ed) Modern Spectrum Analysis, IEEE Press, Piscataway, N.J., 1978, pp 42–48
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
Chatfield C (1984) The analysis of time series: an introduction, 3rd ed. Chapman and Hall, NY. pp. 286
Childers DG (1978) Modern spectrum analysis. IEEE Press, Piscataway, NJ
Christensen JH, Christensen OB (2007) A summary of the PRUDENCE model projections of changes in European climate by the end of this century. Clim Change 81:7–30
Collins M, Booth BBB, Harris GR, Murphy JM, Sexton DMH, Webb MJ (2006) Towards quantifying uncertainty in transient climate change. Clim Dyn 27:127–147
Cook ER, D’Arrigo RD, Briffa KR (1998) A reconstruction of the North Atlantic Oscillation using tree-ring chronologies from North America and Europe. Holocene 8:9–17
Corte-Real J, Qian B, Xu H (1998) Regional climate change in Portugal: precipitation variability associated with large scale atmospheric circulation. Int J Climatol 18:619–635
Da Costa ED, Colin De Verdiere A (2002) The 7.7-year North Atlantic Oscillation. Q J R Meteorol Soc 128:797–817
Delitalia AMS, Cesari D, Chessa PA, Ward MN (2000) Precipitation over Sardinia (Italy) during the 1946–1993 rainy seasons and associated large-scale climate variations. Int J Climatol 20:519–541
Diamantopoulou P, Voudouris K (2008) Optimization of water resources management using SWOT analysis: the case of Zakynthos Island, Ionian Sea, Greece. Env Geol 54:197–211
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
Feliks Y, Ghil M, Robertson A (2010) Oscillatory climate modes in the Eastern Mediterranean and their synchronization with the North Atlantic Oscillation. J Clim 23:4060–4079
Flocas AA, Giles BD (1991) Distribution and intensity of frontal rainfall over Greece. Int J Climatol 11:429–442
Flocas HA, Simmonds I, Kouroutzoglou J, Keay K, Hatzaki M, Bricolas V, Asimakopoulos D (2010) On cyclonic tracks over the Eastern Mediterranean. J Clim 23:5243–5257
Gámiz-Fortis SR, Sutton RT (2007) Quasi-periodic fluctuations in the Greenland–Iceland–Norwegian Seas region in a coupled climate model. Ocean Dyn 57(6):541–557
Gámiz-Fortis SR, Pozo-Vázques D, Esteban-Parra MJ, Castro-Díez Y (2002) Spectral characteristics and predictability of the NAO assessed through singular spectral analysis. J Geophys Res 107(D23):4685–4700
Ghil M, Vautard R (1991) Interdecadal oscillations and the warming trend in global temperature time series. Nature 350:324–327
Ghil M, Yiou P (1996) Spectral methods: what they can and cannot do for climatic time series. In: Anderson D, Willebrand J (eds) Decadal climate variability: dynamics and predictability. Springer, New York, pp 445–481
Ghil M, Allen MR, Dettinger MD, Ide K, Kondrashov D, Mann ME, Robertson AW, Saunders A, Tian Y, Varadi F, Yiou P (2002) Advanced spectral methods for climatic time series. Rev Geophys 40(1):1–41
Giorgi F (2002) Variability and trends of sub-continental scale surface climate in the twentieth century. Part I: observations. Clim Dyn 18:675–691
Haugen JE, Haakenstad H (2006) Validation of HIRHAM version 2 with 50 km and 25 km resolution. RegClim General Technical Report No 9:159–173
Higuchi K, Huang J, Shabbar A (1999) A wavelet characterization of the North Atlantic Oscillation variation and its relationship to the North Atlantic sea surface temperature. Int J Climatol 19:1119–1129
Hurrell JW (1995) Decadal trends in the North Atlantic Oscillation regional temperatures and precipitation. Science 269:676–679
Hurrell JW, van Loon H (1997) Decadal variations in climate associated with the North Atlantic Oscillation. Clim Change 36:301–326
Hurrell JW, Kushnir Y, Visbeck M (2001) The North Atlantic Oscillation. Science 291:603–605
IPCC (2007) Technical summary. In: Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt KB, Tignor M, Miller HL (eds) Climate Change: 2007, the physical science basis. Contribution of Working Group I to the 4th Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge. pp 91
Jacob D (2001) A note to the simulation of the annual and inter-annual variability of the water budget over the Baltic Sea drainage basin. Met Atmos Phys 77:61–73
Jevrejeva S, Grinsted A, Moore JC, Holgate S (2006) Nonlinear trends and multiyear cycles in sea level records. J Geophys Res 111:C09012. doi:10.1029/2005JC003229
Jones PD, Jonsson T, Wheeler D (1997) Extension to the North Atlantic Oscillation using early instrumental pressure observations from Gibraltar and South-West Iceland. Int J Climatol 17:1433–1450
Karagiannidis AF, Bloutsos AA, Maheras P, Sachsamanoglou Ch (2008) Some statistical characteristics of precipitation in Europe. Theor Appl Climatol 91:193–204
Kendall MG (1975) Rank correlation methods. Griffin, London
Krichak SO, Alpert P (2005) Decadal trends in the east Atlantic–west Russia pattern and Mediterranean precipitation. Int J Climatol 72:209–220
Krichak SO, Kishcha P, Alpert P (2002) Decadal trends of main Eurasian oscillations and the Eastern Mediterranean precipitation. Theor Appl Climatol 72:209–220
Li J, Wang J (2003) A new North Atlantic Oscillation index and its variability. Adv Atmos Sci 20(5):661–676
Lionello P, Bhend J, Buzzi A, Della-Marta PM, Krichak S, Jansá A, Maheras P, Sanna A, Trigo IF, Trigo R (2006) Cyclones in the Mediterranean region: climatology and effects on the environment. In: Lionello P, Malanotte-Rizzoli P, Boscolo R (eds) Mediterranean Climate Variability, Developments in Earth and Environmental Sciences 4. Elsevier: New York. pp. 324–372
Lopez-Bustins J-A, Esteban P, Labitzke K, Langematz U (2007) The role of the stratosphere in Iberian Peninsula rainfall: a preliminary approach in February. J Atmos Sol Terr Phys 69:1471–1484
Maheras P, Balafoutis Ch, Vafiadis M (1992) Precipitation in the central Mediterranean during the last century. Theor Appl Climatol 45:209–216
Maheras P, Flocas H, Patrikas I, Anagnostopoulou C (2001) A 40 year objective climatology of surface cyclones in the Mediterranean region: spatial and temporal distribution. Int J Climatol 21:109–130
Mann HB (1945) Non-parametric tests against trend. Econometrica 13:245–259
Mann ME, Lees JM (1996) Robust estimation of background noise and signal detection in climatic time series. Clim Change 33:409–445
Mann ME, Park J (1993) Spatial correlations of interdecadal variation in global surface temperatures. Geophys Res Lett 20:1055–1058
Moron V, Vautard R, Ghil M (1998) Trends, interdecadal and interannual oscillations in global sea-surface temperatures. Clim Dyn 14:545–569
Nastos PT, Zerefos CS (2008) Decadal changes in extreme daily precipitation in Greece. Adv Geosci 16:55–62
Nastos PT, Zerefos CS (2009) Spatial and temporal variability of consecutive dry and wet days in Greece. Atmos Res 94:616–628
Nastos PT, Zerefos CS (2010) Cyclic modes of the intra-annual variability of precipitation in Greece. Adv Geosci 25:45–50
Norrant C, Douguédroit A (2005) Monthly and daily precipitation trends in the Mediterranean (1950–2000). Theor Appl Climatol 83:89–106
Paluš M, Novotná D (2004) Enhanced Monte Carlo singular system analysis and detection of period 7.8 years oscillatory modes in the monthly NAO index and temperature records. Nonlin Proc Geophys 11:721–729
Paluš M, Novotná D (2006) Quasi-biennial oscillations extracted from the monthly NAO index and temperature records are phase synchronized. Nonlin Proc Geophys 13:287–296
Paluš M, Novotná D (2007) Common oscillatory modes in geomagnetic activity, NAO index and surface air temperature records. J Atmos Sol Terr Phys 69:2405–2415
Paluš M, Novotná D (2009) Phase-coherent oscillatory modes in solar and geomagnetic activity and climate variability. J Atmos Sol Terr Phys 71:923–930
Percival DB, Walden AT (1993) Spectral analysis for physical applications—Multitaper and conventional univariate techniques. Cambridge University, pp 580
Pettitt AN (1979) A non-parametric approach to the change-point detection. Applied Stat 28:126–135
Prezerakos NG (1985) The northwest African depressions affecting the south Balkans. J Climatol 5:643–654
Qian B, Xu H, Corte-Real J (2000) Spatial-temporal structures of quasi-periodic oscillations in precipitation over Europe. Int J Climatol 20:1583–1598
Radu R, Déqué M, Somot S (2008) Spectral nudging in a spectral regional climate model. Tellus 60A(5):885–897
Reiser H, Kutiel H (2008) Rainfall uncertainty in the Mediterranean: definition of the rainy season—a methodological approach. Theor Appl Climatol 94:35–49
Rodo X, Baert E, Comin FA (1997) Variations in seasonal rainfall in southern Europe during the present century: relationships with the North Atlantic Oscillation and the El-Niňo–Southern Oscillation. Clim Dyn 13:275–284
Rogers JC (1984) The association between the North Atlantic Oscillation and the Southern Oscillation in the Northern Hemisphere. Mon Wea Rev 112:1999–2015
Schneider U, Schonwiese C-D (1989) Some statistical characteristics of the El Nino/Southern Oscillation and North Atlantic Oscillation indices. Atmosfera 2:167–180
Sneyers R (1990) On the statistical analysis of series of observations. Tech Note 143, WMO No. 415, Geneva, p 192
Sushama L, Ghil M, Ide K (2007) Spatio-temporal variability in a mid-latitude ocean basin subject to periodic wind forcing. Atmos Ocean 45:227–250
Thomson DJ (1982) Spectrum estimation and harmonic analysis. Proc IEEE 70:1055–1096
Trigo IF (2006) Climatology and interannual variability of stormtracks in the Euro-Atlantic sector: a comparison between ERA-40 and NCEPINCAR reanalysis. Clim Dyn 26:127–143
Trigo IF, Davies TD, Bigg GR (1999) Objective climatology of cyclones in the Mediterranean region. J Clim 2:1685–1696
Trigo RM, Davies TD, Bigg GR (2000) Decline in Mediterranean rainfall caused by weakening of Mediterranean cyclones. Geophs Res Lett 27:2913–2916
Türkeş M, Erlat E (2005) Climatological responses of winter precipitation in Turkey to variability of the North Atlantic Oscillation during the period 1930–2001. Theor Appl Climatol 81:45–69
Unal YS, Ghil M (1995) Interannual and interdecadal oscillation patterns in sea level. Clim Dyn 11:255–278
van den Boss A (1971) Alternative interpretation of maximum entropy spectral analysis. IEEE Trans Inf Theory 17:493–494
van den Hurk BJJM et al (2006) KNMI Climate Change Scenarios 2006 for the Netherlands. KNMI: Netherlands. p 82
Vautard R, Yiou P, Ghil M (1992) Singular spectrum analysis: a toolkit for short noisy chaotic signals. Phys D 58:95–126
Villazón FM, Willems P (2010) Filling gaps and daily disaccumulation of precipitation data for rainfall–runoff model. BALWOIS 2010-Ohrid, FYROM 25–29 May 2010
Walker G (1931) On periodicity in series of related terms. Proc R Soc London, Ser A 131:518–532
Wang B, Wang Y (1996) Temporal structure of the Southern Oscillation as revealed by waveform and wavelet analysis. J Clim 9:1586–1598
Wanner H, Brönnimann S, Casty C, Gyalistras D, Luterbacher J, Schmutz C, Stephenson DB, Xoplaki E (2001) North Atlantic Oscillation—concepts and studies. Surv Geophys 22:321–382
Xoplaki E (2002) Climate variability over the Mediterranean, Ph.D. Thesis, University of Bern
Xoplaki E, Gonzalez-Rouco JF, Luterbacher J, Wanner H (2004) Wet season Mediterranean precipitation variability: influence of large-scale dynamics and trends. Clim Dyn 23:63–78
Yiou P, Ghil M, Jouzel J, Paillard D, Vautard R (1994) Nonlinear variability of the climatic system, from singular and power spectra of late quaternary records. Clim Dyn 9:371–389
Yiou P, Loutre MF, Baert E (1996) Spectral analysis of climate data. Surv Geophys 17:619–663
Yiou P, Sornette D, Ghil M (2000) Data-adaptive wavelets and multi-scale SSA. Phys D 142:254–290
Zanchettin D, Franks SW, Traverso P, Tomasino M (2008) On ENSO impacts on European wintertime rainfalls and their modulation by the NAO and the Pacific multi-decadal variability described through the PDO index. Int J Climatol 28:995–1006
Acknowledgments
The authors are grateful to the Hellenic National Meteorological Service and to the Ufficio Idrografico e Mareografico, Settore Protezione Civile for providing precipitation data for the Ionian region (Greece) and for the Puglia region (Italia). We also acknowledge the contribution of the unknown reviewers for helpful suggestions and recommendations in the manuscript.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kalimeris, A., Founda, D., Giannakopoulos, C. et al. Long-term precipitation variability in the Ionian Islands, Greece (Central Mediterranean): climatic signal analysis and future projections. Theor Appl Climatol 109, 51–72 (2012). https://doi.org/10.1007/s00704-011-0550-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00704-011-0550-5