Abstract
Rainfall over Turkey portrays highly variable character both spatially and temporally. The aim of this study is to redefine main rainfall clusters of Turkey by using k-means methodology and investigate spatial shifts in the redefined rainfall clusters in subsequent periods with respect to North Atlantic Oscillation (NAO) patterns. Initially, monthly rainfall totals are subjected to k-means clustering by taking into consideration 148 stations covering the 1977–2006 period. Considering the maximum silhouette value and lowest negative silhouette number, six rainfall clusters are determined as optimum classifications for this climate period. The results indicate that Aegean–Marmara and Eastern Anatolia–Central Anatolia geographic regions are characterized as single rainfall cluster contrary to the conventional geographical regions. The Mediterranean region is characterized with two separate sub-regions indicating highly variable rainfall distribution characters over the region. The study further adapts a similar classification for 10-year sub-periods to determine spatial shifts of the redefined rainfall clusters for the last 30 years. From one decade to another, temporally drier and wetter clusters are observed with underlying shifting causes in relation to NAO patterns. Parallel to other studies in the literature, NAO is found to be partially useful in explaining the temporally dry trends while less useful in justifying wet periods. On the other hand, coefficient of variation (COV) is introduced in order to explain the temporal shifts in the clusters. Strong relations are obtained between the regions with the higher COV numbers and highest cluster shifts, while smaller COV numbers are associated with the most stable clusters.







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References
Chagnon SA, Kunkel KE (2006) Changes in instruments and sites affecting historical weather records: a case study. J Atmos Ocean Tech 23:825–828
Christy JR, Norris W, Redmond K, Gallo K (2006) Methodology and results of calculating Central California surface temperature trends: evidence of a human induced climate change. J Clim 19:548–563
Cullen HM, deMonecal P (2000) North Atlantic influence on Tigris–Euphrates streamflow. Int J Climatol 20:853–863
Deser C, Blackmon ML (1993) Surface climate variations over the North Atlantic Ocean during winter: 1900–89. J Clim 6:1743–1753
Duman TY, Çan T, Emre Ö, Keçer M, Doğan A, Ateş Ş, Durmaz S (2005) Landslide inventory of northwestern Anatolia, Turkey. Eng Geol 77:99–114
Erinç S (1984) Climatology and its methods, 3rd edn. Gür-ay Pres Inc, Istanbul
Eshel G, Farrell BF (2000) Mechanisms of Eastern Mediterranean rainfall variability. J Atmow Sci 57:3219–3232
Eshel G, Farrell BF (2001) Thermodynamics of Eastern Mediterranean rainfall variability. J Atmos Sci 58:87–92
Fovell B, Fovell M (1993) Climate zones of the conterminous United States defined using cluster analysis. J Clim 6:2103–2135
Göktürk OM, Bozkurt D, Sen OL, Karaca M (2007) Quality control and homogeneity of Turkish precipitation data. Hydrol Process 22:3210–3218
Gong X, Richman MB (1995) On the application of cluster analysis to growing season precipitation data in North America East of the Rockies. J Clim 8:897–931
Hollander M, Wolfe DA (1999) Non-parametric statistical methods. Wiley, USA
Hurrell JW (1995) Decadal trends in the North Atlantic Oscillation and relationships to regional temperatures and precipitation. Science 269:676–679
Hurrell JW, Deser C (2009) North Atlantic climate variability: the role of the North Atlantic Oscillation. J Mar Syst 78:28–41
Hurrell JW, Kushnir Y, Ottersen G, Visbeck, M (2003) The North Atlantic Oscillation: Climate Significance and Environmental Impact, Geophysical Monograph Series, 134, 279 pp.
Kageyama M, D’Andrea F, Ramstein G, Valdes PJ (1999) Weather regimes in past climate atmospheric general circulation model simulations. Clim Dynam 15:773–793
Kalkstein LS, Tan GR, Skindlov JA (1987) An evaluation of 3 clustering procedures for use in synoptic climatological classification. J Clim Appl Meteorol 26:717–730
Karabörk MÇ, Kahya E, Kömüşçü AU (2007) Analysis of Turkish precipitation data: homogeneity and the Southern Oscillation forcing on frequency distributions. Hydrol Process 21:3203–3210
Kaufman L, Rousseeuw PJ (1990) Finding Groups in Data: An Introduction to Cluster Analysis. Wiley, New York, NY, USA
Kömüşcü AÜ (2010) Homogeneity analysis of long-term monthly precipitation data of Turkey. Fresenius Environ Bull 19:1220–1230
Kömüşçü AU (2002) An analysis of recent drought conditions in Turkey in relation to circulation patterns. Drought Network News 13:5–6
Lakshmanan V, Rabin R, DeBrunner V (2003) Multiscale storm identification and forecast. J Atmos Res 67:367–380
MacQueen JB (1967) Some methods for classification and analysis of multivariate observations. Proc 5th Berkeley Symposium on Mathematical Statistics and Probability. Berkeley, University of California Press 1:281–297
Michelangeli PA, Vautard R, Legras B (1995) Weather regimes: Recurrence and quasi stationarity. J Atmos Sci 52:1237–1256
Milligan GW (1980) An examination of the effect of six types of error perturbation on fifteen clustering algorithm. Psychometrika 45:325–342
Moron V, Robertson AW, Ward MN, Ndiaye O (2008) Weather types and rainfall over Senegal. Part I: observational analysis. J Clim 21(2):266–287
Plaut G, Simonnet E (2001) Large-scale circulation classification, weather regimes, and local climate over France, the Alps and Western Europe. Clim Res 17:303–324
Ramos MC (2001) Divisive and hierarchical clustering techniques to analyse variability of rainfall distribution patterns in a Mediterranean region. Atmos Res 57(2):123–138
Robertson A, Ghil M (1999) Large-scale weather regimes and local climate over western United States. J Clim 12:1796–1813
Robertson AW, Mechoso CR (2003) Circulation regimes and low frequency oscillations in the South Pacific sector. Mon Weather Rev 131:1566–1576
Santos JA, Corte-Real J, Leite SM (2005) Weather regimes and their connection to the winter rainfall in Portugal. Int J Climatol 25:33–50
Şensoy S, Demircan M, Ulupınar Y, Balta İ (2010) Climate of Turkey. Turkish State Meteorological Service Publications, Ankara, p 17
Solman SA, Menéndez CG (2003) Weather regimes in the South American sector and neighbouring oceans during winter. Clim Dynam 21:91–104
Sönmez İ (2009) Determination of the proper site spacing density: correlation, power spectrum, and true field error variance approaches, VDM Verlag Dr. Müller Aktiengesellschaft & Co. KG Publishing, Saarbrücken, Germany, p126
Sönmez FK, Kömüşcü AÜ, Erkan A, Turgu E (2005) An analysis of spatial and temporal dimension of drought vulnerability in Turkey using the standardized precipitation index. Nat Hazards 35:243–264
Trigo IF, Davies TD, Bigg GR (1999) Objective climatology of cyclones in the Mediterranean region. J Clim 12:1685–1696
Türkeş M (1996) Spatial and temporal analysis of annual rainfall variations in Turkey. Int J Climatol 16:1057–1076
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
Türkeş M, Sümer UM, Kılıç G (2002) Persistence and periodicity in the precipitation series of Turkey and associations with 500 hPa geopotential heights. Clim Res 21:59–81
Ünal Y, Karaca M (2003) Redefining climate regions of Turkey using the cluster analysis. Kuaterner Workshop IV, İstanbul
Ünal Y, Kindap T, Karaca M (2003) Redefining the climate zones of Turkey using cluster analysis. Int J Climatol 23:1045–1055
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Sönmez, İ., Kömüşcü, A.Ü. Reclassification of rainfall regions of Turkey by K-means methodology and their temporal variability in relation to North Atlantic Oscillation (NAO). Theor Appl Climatol 106, 499–510 (2011). https://doi.org/10.1007/s00704-011-0449-1
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DOI: https://doi.org/10.1007/s00704-011-0449-1

