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Spatio-temporal variability and seasonal dynamics of snow cover regime in Estonia

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Abstract

Climate warming influences highly on snow cover regime in the midlatitudes. Snow cover conditions, in turn, affect human activity very much. The aim of this study was (a) to analyse spatial and temporal variability of snow cover duration, (b) to analyse spatial and temporal variability of the start and end dates of the period with the permanent snow cover, (c) to describe spatial, temporal and seasonal variability of median and maximum snow depth in Estonia and (d) to determine the presence of long-term changes and trends in these parameters during the period 1950/51–2015/16. Time series of daily snow depth at 22 stations for that period were processed in order to obtain reliable estimates of changes in the snow regime. Snow cover data are non-normally distributed, therefore, median and quartile range were used to describe the mean state and variability of snow cover. Only these dates were included into the analysis when snow cover was observed at least on 50% of days in the time series. Trend analysis was made using the Mann-Kendall test and trend values were found using the Theil-Sen’s method. A large spatio-temporal variability of snow cover duration was found. The median number of days with snow cover at the 22 stations was 112, varying between 61 and 130 days. In the coastal regions of Estonia and especially on the western coast of Saaremaa Island snow cover duration has been much lower than in the continental part. The longest snow cover period is observed on uplands in south-eastern and north-eastern Estonia. It was found that, in the average, the period with the permanent snow cover in the continental Estonia begins on 19 December and ends on 18 March. There was a negative trend in snow cover duration due to the earlier snow melting in spring at the majority of stations. The end date of the permanent snow cover has shifted earlier by 10–30 days in 66 years and its duration has decreased accordingly. The maximum snow depth has been recorded on uplands of south-eastern Estonia with the median value 38 cm. There was a decreasing multiannual trend in snow depth from January to the end of March. Changes in snow depth were largest in the end of February and in March when the trend was statistically significant. In the average, snow depth has decreased by 0.5–1.5 cm per decade, i.e. by 2–9 cm throughout the whole study period.

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References

  • Bednorz E (2004) Snow cover in eastern Europe in relation to temperature, precipitation and circulation. Int J Climatol 24(5):591–601

    Article  Google Scholar 

  • Bednorz E (2007) Zmiany występowania pokrywy śnieżnej w północnych Niemczech w latach 1950/51–1999/00. W: Wahania klimatu w różnych skalach przestrzennych i czasowych. Pr. Zbior., Red. K. Piotrowicz i R. Twardosz, Inst. Geogr. i Gosp. Prze. UJ w Krakowie, 215: p 223. (in Polish)

  • Brown RD, Robinson DA (2011) Northern Hemisphere spring snow cover variability and change over 1922–2010 including an assessment of uncertainty. Cryosphere 5(1):219–229

    Article  Google Scholar 

  • Choi G, Robinson DA, Kang S (2010) Changing Northern Hemisphere snow seasons. J Clim 23(19):5305–5310

    Article  Google Scholar 

  • Draveniece A, Briede A, Rodinovs V, Klavinš M (2007) Long-term changes of snow cover in Latvia as indicator of climate variability. Proceedings of the Latvian Academy of Sciences. Section B60:85–91

    Google Scholar 

  • Dyer JL, Mote TL (2006) Spatial variability and trends in observed snow depth over North America. Geophys Res Lett 33(16)

  • Dyrrdal AV (2009) Trend analysis of number of snow days per winter season in Norway. Met. no report 7.

  • Dyrrdal AV, Vikhamar-Schuler D (2009) Analysis of long-term snow series at selected stations in Norway. Norwegian Meteorological Institute Report 05/2009 Climate.

  • Dyrrdal AV, Saloranta T, Skaugen T, Stranden HB (2013) Changes in snow depth in Norway during the period 1961–2010. Hydrol Res 44(1):169–179

    Article  Google Scholar 

  • Elsasser H, Bürki R (2002) Climate change as a threat to tourism in the Alps. Clim Res 20(3):253–257

    Article  Google Scholar 

  • Estilow TW, Young AH, Robinson DA (2015) A long-term Northern Hemisphere snow cover extent data record for climate studies and monitoring. Earth System Science Data 7(1):137–142

    Article  Google Scholar 

  • Falarz M (2004) Variability and trends in the duration and depth of snow cover in Poland in the 20th century. Int J Climatol 24(13):1713–1727

    Article  Google Scholar 

  • Grenfell TC (2011) Albedo. In: Singh VP, Singh P, Haritashya UK (eds) Encyclopedia of snow, ice and glaciers. Encyclopedia of Earth Sciences Series. Springer, Dordrecht

    Google Scholar 

  • IPCC (2013) Climate Change 2013: The physical science basis. Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change [Stocker, T.F., D. Qin, G.-K. Plattner, M. Tignor, S.K. Allen, J. Boschung, A. Nauels, Y. Xia, V. Bex and P.M. Midgley ed]. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, 1535 pp, doi:https://doi.org/10.1017/CBO9781107415324.

    Google Scholar 

  • Jaagus J (1997) The impact of climate change on the snow cover pattern in Estonia. Clim Chang 36(1–2):65–77

    Article  Google Scholar 

  • Jaagus J (1999) Interactions between snow cover duration, extent of sea ice and winter mean air temperature in Estonia. In Publications of second workshop on the Baltic Sea Ice Climate.

  • Jaagus J (2001) Kliimakalender. Climate calendar. Publ Inst Geograp Univ Tartuensis 90:9–25 (in Estonian)

    Google Scholar 

  • Jaagus J (2006) Climatic changes in Estonia during the second half of the 20th century in relationship with changes in large-scale atmospheric circulation. Theor Appl Climatol 83(1–4):77–88

    Article  Google Scholar 

  • Jaagus J, Sepp M, Tamm T, Järvet A, Mõisja K (2017) Trends and regime shifts in climatic conditions and river runoff in Estonia during 1951–2015. Earth Syst Dynam 8:963–976

    Article  Google Scholar 

  • Keevallik S (2003) Changes in spring weather conditions and atmospheric circulation in estonia (1955–95). Int J Climatol 23(3):263–270

    Article  Google Scholar 

  • Kellomäki S, Maajärvi M, Strandman H, Kilpeläinen A, Peltola H (2010) Model computations on the climate change effects on snow cover, soil moisture and soil frost in the boreal conditions over Finland. Silva Fennica 44(2):213–233

    Article  Google Scholar 

  • Kirde K (1939) Andmeid Eesti kliimast. Data on Estonian climate. Tartu Ülikooli Meteoroloogia Observatooriumi teaduslikud väljaanded 3:153. (in Estonian)

  • Letzmann J (1921) Die Höhe der Schneedecke im Ost-Baltischen Gebiet. Acta et Commentationes Universitates Dorpatensis, 65 S. (in German)

  • Pederson GT, Betancourt JL, Gregory JM (2013) Regional patterns and proximal causes of the recent snowpack decline in the Rocky Mountains. U S Geophysical Research Letters 40(9):1811–1816

    Article  Google Scholar 

  • Peng S, Piao S, Ciais P, Friedlingstein P, Zhou L, Wang T (2013) Change in snow cover phenology and its potential feedback to temperature in the Northern Hemisphere over the last three decades. Environ Res Lett 8(1):014008

    Article  Google Scholar 

  • Rimkus E, Kažys J, Butkutė S, Gečaitė I (2014) Snow cover variability in Lithuania over the last 50 years and its relationship with large-scale atmospheric circulation. Boreal Environ Res 19:337–351

    Google Scholar 

  • Rimkus E, Briede A, Jaagus J, Stonevicius E, Kilpys J, Viru B (2018) Snow-cover regime in Lithuania, Latvia and Estonia and its relationship to climatic and geographical factors in 1961–2015. Boreal Environ Res 23:193–208

    Google Scholar 

  • Robinson DA, Dewey KF (1990) Recent secular variations in the extent of Northern Hemisphere snow cover. Geophys Res Lett 17(10):1557–1560

    Article  Google Scholar 

  • Salmi, T., Määttä, A., Anttila, P., Ruoho-Airola, T., & Amnell, T. (2002). Detecting trends of annual values of atmospheric pollutants by the Mann-Kendall test and Sen´s slope estimates-the Excel template application MAKESENS. Publications on air quality.

  • Schaefli B, Hingray B, Musy A (2007) Climate change and hydropower production in the Swiss Alps: quantification of potential impacts and related modelling uncertainties. Hydrol Earth Syst Sci Discuss 11(3):1191–1205

    Article  Google Scholar 

  • Spencer M, Essery R (2015) Scottish snow cover dependence on the North Atlantic Oscillation index. Hydrol Res. https://doi.org/10.2166/nh.2016.085

    Article  Google Scholar 

  • Takala M, Pulliainen J, Metsämäki SJ, Koskinen JT (2009) Detection of snowmelt using spaceborne microwave radiometer data in Eurasia from 1979–2007. IEEE Trans Geosci Remote Sens 47(9):2996–3007

    Article  Google Scholar 

  • The BACC II Author Team (2015) Second assessment of climate change for the Baltic Sea Basin. Springer.

  • Tomingas O (2003) Atmosfääri tsirkulatsiooni indeksid Eesti jaoks ja nende seos ilmastiku kõikumistega. Atmospheric circulation indices for Estonia and their correlation with climatic fluctuations. Publicationes Instituti Geographici Unversitas Tartuensis (93):80–101. (in Estonian)

  • Tooming H, Kadaja J (1999) Lumikate ja aluspinna albeedo Eestis. Snow cover and surface albedo in Estonia. Publicationes Instituti Geographici Universitatis Tartuensis (85):61–72. (in Estonian)

  • Tooming H, Kadaja J (2006) Eesti lumikatte teatmik = Handbook of Estonian snow cover. (Kallis A ed) Tallinn-Saku: Eesti Meteoroloogia ja Hüdroloogia Instituut, Eesti Maaviljeluse Instituut. (in Estonian)

  • Valt M, Paola C (2013) Climate change in Italian Alps: analysis of snow precipitation, snow durations and avalanche activity. International Snow Science Workshop, pp 1247–1250.

  • Ye H, Ellison M (2003) Changes in transitional snowfall length in northern Eurasia. Geophys Res Lett 30(5):1252

    Article  Google Scholar 

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Correspondence to Birgit Viru.

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Viru, B., Jaagus, J. Spatio-temporal variability and seasonal dynamics of snow cover regime in Estonia. Theor Appl Climatol 139, 759–771 (2020). https://doi.org/10.1007/s00704-019-03013-5

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