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Changes in frost, snow and Baltic sea ice by the end of the twenty-first century based on climate model projections for Europe

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Abstract

Changes in indices related to frost and snow in Europe by the end of the twenty-first century were analyzed based on experiments performed with seven regional climate models (RCMs). All the RCMs regionalized information from the same general circulation model (GCM), applying the IPCC-SRES A2 radiative forcing scenario. In addition, some simulations used SRES B2 radiative forcing and/or boundary conditions provided by an alternative GCM. Ice cover over the Baltic Sea was examined using a statistical model that related the annual maximum extent of ice to wintertime coastal temperatures. Fewer days with frost and snow, shorter frost seasons, a smaller liquid water equivalent of snow, and milder sea ice conditions were produced by all model simulations, irrespective of the forcing scenario and the driving GCM. The projected changes have implications across a diverse range of human activities. Details of the projections were subject to differences in RCM design, deviations between the boundary conditions of the driving GCMs, uncertainties in future emissions and random effects due to internal climate variability. A larger number of GCMs as drivers of the RCMs would most likely have resulted in somewhat wider ranges in the frost, snow and sea ice estimates than those presented in this paper.

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References

  • Amato AD, Ruth M, Kirshen P, Horwitz J (2005) Regional energy demand responses to climate change: methodology and application to the Commonwealth of Massachusetts. Clim Change 71:175–201

    Article  Google Scholar 

  • Baskerville GL (1972) Use of logarithmic regression in the estimation of plant biomass. Can J Res 1:49–53

    Article  Google Scholar 

  • Bednorz E, Kossowski T (2004) Long-term changes in snow cover depth in eastern Europe. Clim Res 27:231–236

    Article  Google Scholar 

  • Beniston M, Keller F, Goyette S (2003a) Snow pack in the Swiss Alps under changing climatic conditions: an empirical approach for climate impacts studies. Theor Appl Climatol 74:19–31

    Article  Google Scholar 

  • Beniston M, Keller F, Koffi B, Goyette S (2003b) Estimates of snow accumulation and volume in the Swiss Alps under changing climatic conditions. Theor Appl Climatol 76:125–140

    Article  Google Scholar 

  • Buonomo E, Jones RG, Huntingford C, Hannaford J (2007) On the robustness of changes in extreme precipitation over Europe from two high resolution climate change simulations. Q J R Meteorol Soc 133:65–81

    Article  Google Scholar 

  • Carter TR, Kankaanpää S (2003) A preliminary examination of adaptation to climate change in Finland. The Finnish Environment 640. Finnish Environment Institute, Finland, p 66 (In Finnish and English)

  • 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(Supplement 1):7–30

    Article  Google Scholar 

  • Christensen JH, Carter TR, Rummukainen M, Amanatidis G (2007) Evaluating the performance and utility of regional climate models: the PRUDENCE project. Clim Change 81(Supplement 1):1–6

    Article  Google Scholar 

  • Dankers R, Christensen OB (2005) Climate change impact on snow coverage, evaporation and river discharge in the sub-Arctic Tana Basin, northern Fennoscandia. Clim Change 69:367–392

    Article  Google Scholar 

  • Déqué M, Rowell D, Lüthi D, Giorgi F, Christensen JH, Rockel B, Jacob D, Kjellström E, de Castro M, van den Hurk B (2007) An intercomparison of regional climate simulations for Europe: assessing uncertainties in model projections. Clim Change 81(Supplement 1):53–70

    Article  Google Scholar 

  • Diaz HF, Eischeid JK, Duncan C, Bradley RS (2003) Variability of freezing levels, melting season indicators, and snow cover for selected high-elevation and continental regions in the last 50 years. Clim Change 59:33–52

    Article  Google Scholar 

  • Döscher R, Willén U, Jones C, Rutgersson A, Meier HEM, Hansson U, Graham LP (2002) The development of the regional coupled ocean–atmosphere model RCAO. Boreal Environ Res 7:183–192

    Google Scholar 

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

    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 24:1713–1727

    Article  Google Scholar 

  • Frich P, Alexander LV, Della-Marta P, Gleason B, Haylock M, Klein Tank AMG, Peterson T (2002) Observed coherent changes in climatic extremes during the second half of the twentieth century. Clim Res 19:193–212

    Article  Google Scholar 

  • Fronzek S, Carter TR (2007) Assessing uncertainties in climate change impacts on resource potential for Europe based on projections from RCMs and GCMs. Clim Change 81(Supplement 1):357–371

    Article  Google Scholar 

  • Giannakopoulos C, Psiloglou BE (2006) Trends in energy load demand for Athens, Greece: weather and non-weather related factors. Clim Res 31:97–108

    Article  Google Scholar 

  • Gitay H, Brown S, Easterling W, Jallow B, Antle J, Apps M, Beamish R, Chapin T, Cramer W, Frangi J, Laine J, Lin Erda Magnuson J, Noble I, Price J, Prowse T, Root T, Schulze E, Sirotenko O, Sohngen B, Soussana J (2001) Ecosystems and their goods and services. In: McCarthy JJ, Canziani OF, Leary NA, Dokken DJ, White KS (eds) Climate change 2001: impacts, adaptation, and vulnerability. Contribution of Working Group II to the Third Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, pp 234–342

    Google Scholar 

  • Harrison J, Winterbottom S, Johnson R (2001)Climate change and changing patterns of snowfall in Scotland. Scottish Executive Central Research Unit, p 48.http://www.scotland.gov.uk/cru/kd01/lightgreen/ccsnow.pdf

  • Heino R, Kitaev L (2003) INTAS project (2002–2005): snow cover changes over Northern Eurasia during the last century: circulation consideration and hydrological consequences (SCCONE). BALTEX Newsletter 5:8–9

    Google Scholar 

  • Hyvärinen V (2003) Trends and characteristics of hydrological time series in Finland. Nordic Hydrology 34:71–90

    Google Scholar 

  • Jaagus J (2006) Trends in sea ice conditions in the Baltic Sea near the Estonian coast during the period 1949/1950–2003/2004 and their relationships to large-scale atmospheric circulation. Boreal Environ Res 11:169–183

    Google Scholar 

  • Jacob D, Bärring L, Christensen OB, Christensen JH, de Castro M, Déqué M, Giorgi F, Hagemann S, Hirschi M, Jones R, Kjellström E, Lenderink G, Rockel B, Sánchez E, Schär C, Seneviratne SI, Somot S, van Ulden A, van den Hurk B (2007) An inter-comparison of regional climate models for Europe: model performance in present-day climate. Clim Change 81(Supplement 1):31–52

    Article  Google Scholar 

  • Jasper K, Calanca P, Gyalistras D, Fuhrer J (2004) Differential impacts of climate change on the hydrology of two alpine river basins. Clim Res 26:113–129

    Article  Google Scholar 

  • Jevrejeva S, Drabkin VV, Kostjukov J, Lebedev AA, Leppäranta M, Mironov YU, Schmelzer N, Sztobryn M (2004) Baltic Sea ice seasons in the twentieth century. Clim Res 25:217–227

    Article  Google Scholar 

  • Jones PD, Briffa KR, Osborn TJ, Moberg A, Bergström H (2002) Relationships between circulation strength and the variability of growing-season and cold-season climate in northern and central Europe. Holocene 12:643–656

    Article  Google Scholar 

  • Järvenoja S (2005) Problems in predicted HIRLAM T2m in winter, spring and summer. In: Fourth SRNWP/HIRLAM Workshop on Surface Processes and Turbulence, SMHI, Norrköping, 15–17 September, 2004, 14–26

  • Jönsson AM, Linderson M-L, Stjernquist I, Schlyter P, Bärring L (2004) Climate change and the effect of temperature backlashes causing frost damage in Picea abies. Global and Planetary Change 44:195–207

    Article  Google Scholar 

  • Kiktev D, Sexton DMH, Alexander L, Folland CK (2003) Comparison of modeled and observed trends in indices of daily climate extremes. J Climate 16:3560–3571

    Article  Google Scholar 

  • Kjellström E, Ruosteenoja K (2007) Present-day and future precipitation in the Baltic Sea region as simulated in a suite of regional climate models. Clim Change 81(Supplement 1):281–291

    Article  Google Scholar 

  • Kjellström E, Bärring L, Jacob D, Jones R, Lenderink G, Schär C (2007) Modelling daily temperature extremes: recent climate and future changes over Europe. Clim Change 81(Supplement 1):249–265

    Article  Google Scholar 

  • Klein Tank AMG, Können GP (2003) Trends in indices of daily temperature and precipitation extremes in Europe, 1946–99. J Climate 16:3665–3680

    Article  Google Scholar 

  • Klein Tank AMG, Wijngaard JB, Können GP, Böhm R, Demarée G, Gocheva A, Mileta M, Pashiardis S, Hejkrlik L, Kern-Hansen C, Heino R, Bessemoulin P, Müller-Westermeier G, Tzanakou M, Szalai S, Pálsdóttir T, Fitzgerald D, Rubin S, Capaldo M, Maugeri M, Leitass A, Bukantis A, Aberfeld R, van Engelen AFV, Forland E, Mietus M, Coelho F, Mares C, Razuvaev V, Nieplova E, Cegnar T, Antonio López J, Dahlström B, Moberg A, Kirchhofer W, Ceylan A, Pachaliuk O, Alexander LV, Petrovic P (2002) Daily dataset of 20th-century surface air temperature and precipitation series for the European Climate Assessment. Int J Climatol 22:1441–1453

    Article  Google Scholar 

  • Kundzewicz ZW, Parry ML, Cramer W, Holten JI, Kaczmarek Z, Martens P, Nicholls RJ, Öquist M, Rounsevell MDA, Szolgay J (2001) Europe. In: McCarthy JJ, Canziani OF, Leary NA, Dokken DJ, White KS (eds) Climate change 2001: impacts, adaptation and vulnerability. Contribution of Working Group II to the Third Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, pp 641–697

    Google Scholar 

  • Kunkel KE, Easterling DR, Hubbard K, Redmond K (2004) Temporal variations in frost-free season in the United States: 1895–2000. Geophys Res Lett 31:L03201

    Article  Google Scholar 

  • Lehning M, Bartelt P, Brown B, Fierz C, Satyawali P (2002) A physical SNOWPACK model for the Swiss avalanche warning. Part II: snow microstructure. Cold Reg Sci Technol 35:147–167

    Article  Google Scholar 

  • Marttila V, Granholm H, Laanikari J, Yrjölä T, Aalto A, Heikinheimo P, Honkatuki J, Järvinen H, Liski J, Merivirta R, Paunio M (eds) (2005) Finland’s national strategy for adaptation to climate change. Ministry of Agriculture and Forestry, New Zealand, p 280, ISBN 952-453-231-X

  • Meier HEM, Döscher R, Halkka A (2004) Simulated distributions of Baltic Sea-ice in warming climate and consequences for the winter habitat of the Baltic ringed seal. Ambio 33:249–256

    Article  Google Scholar 

  • Moberg A, Jones PD (2004) Regional climate model simulations of daily maximum and minimum near-surface temperature across Europe compared with observed station data 1961–1990. Clim Dynam 23:695–715

    Article  Google Scholar 

  • Moberg A, Tuomenvirta H, Nordli Ø (2005) Recent climatic trends. In: Seppälä M (ed) The Oxford regional environment series, the physical geography of Fennoscandia. Oxford University Press, Oxford, pp 113–133

    Google Scholar 

  • Mote PW, Hamlet AF, Clark MP, Lettenmaier DP (2005) Declining mountain snowpack in western North America. Bull Amer Meteorol Soc 86:39–49

    Article  Google Scholar 

  • Nakićenović N, Alcamo J, Davis G, de Vries B, Fenhann J, Gaffin S, Gregory K, Grübler A, Jung TY, Kram T, La Rovere EL, Michaelis L, Mori S, Morita T, Pepper W, Pitcher H, Price L, Raihi K, Roehrl A, Rogner H-H, Sankovski A, Schlesinger M, Shukla P, Smith S, Swart R, van Rooijen S, Victor N, Dadi Z (2000) Emissions scenario, a special report on of Working Group III of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge, p 599

    Google Scholar 

  • New M, Lister D, Hulme M, Makin I (2002) A high-resolution data set of surface climate over global land areas. Clim Res 21:1–25

    Article  Google Scholar 

  • Omstedt A, Chen D (2001) Influence of atmospheric circulation on the maximum ice extent in the Baltic Sea. J Geophys Res 106C:4493–4500

    Article  Google Scholar 

  • Omstedt A, Pettersen C, Rodhe J, Winsor P (2004) Baltic Sea climate: 200 yr of data on air temperature, sea level variation, ice cover, and atmospheric circulation. Clim Res 25:205–216

    Article  Google Scholar 

  • O’Rourke M, Downey C (2001) Rain-on-snow surcharge for roof design. J Struct Eng 127:74–79

    Article  Google Scholar 

  • Parry ML (ed) (2000) Assessment of potential effects and adaptations for climate change in Europe: the Europe Acacia Project. Jackson Environment Institute, University of East Anglia, Norwich, UK, p 320

  • Putkonen J, Roe G (2003) Rain-on-snow events impact soil temperatures and affect ungulate survival. Geophys Res Lett 30:1188

    Article  Google Scholar 

  • Rasmus S, Räisänen J, Lehning M (2004) Estimating snow conditions in Finland in the late 21st century using the SNOWPACK model with regional climate scenario data as input. Annal Glaciol 38:238–244

    Article  Google Scholar 

  • Roeckner E, Bengtsson L, Feichter J, Lelieveld J, Rodhe H (1999) Transient climate change simulations with a coupled atmosphere–ocean GCM including the tropospheric sulfur cycle. J Climate 12:3004–3032

    Article  Google Scholar 

  • Rowell DP (2005) A scenario of European climate change for the late 21st century: seasonal means and interannual variability. Clim Dyn 25:837–849

    Article  Google Scholar 

  • Ruosteenoja K, Tuomenvirta H, Jylhä K (2007) GCM-based regional temperature and precipitation change estimates for Europe under four SRES scenarios applying a super-ensemble pattern-scaling method. Clim Change 81(Supplement 1):193–208

    Article  Google Scholar 

  • Räisänen J, Hansson U, Ullerstig A, Döscher R, Graham LP, Jones C, Meier M, Samuelsson P, Willén U (2003) GCM driven simulations of recent and future climate with the Rossby Centre coupled atmosphere – Baltic Sea regional climate model RCAO. SMHI Reports RMK, no. 101. Swedish Meteorological and Hydrological Institute, Norrköping, p 60

  • Räisänen J, Hansson U, Ullerstig A, Döscher R, Graham LP, Jones C, Meier HEM, Samuelsson P, Willén U (2004) European climate in the late twenty-first century: regional simulations with two driven global models and two forcing scenarios. Clim Dynam 22:13–31

    Article  Google Scholar 

  • Scheifinger H, Menzel A, Koch E, Peter Ch (2003) Trends of spring time frost events and phenological dates in Central Europe. Theor Appl Climatol 74:41–51

    Article  Google Scholar 

  • Scherrer SC, Appenzeller C, Laternser M (2004) Trends in Swiss Alpine snow days: the role of local- and large-scale climate variability. Geophys Res Lett 31:L13215

    Article  Google Scholar 

  • Seinä A, Palosuo E (1996) The classification of the maximum annual extent of ice cover in the Baltic Sea 1720–1995. MERI-Report Series of the Finnish Inst of Marine Res 27:79–91

    Google Scholar 

  • Seinä A, Grönvall H, Kalliosaari S, Vainio J (2001) Ice seasons 1996–2000 in Finnish sea areas. MERI-Report Series of the Finnish Inst of Marine Res 43:132

    Google Scholar 

  • Skaugen TE, Tveito OE (2004) Growing-season and degree-day scenario in Norway for 2021–2050. Clim Res 26:221–232

    Article  Google Scholar 

  • Solberg EJ, Jordhøy P, Strand O, Aanes R, Loision A, Saether B-E, Linnell JDC (2001) Effects of density-dependence and climate on the dynamics of a Svalbard reindeer population. Ecography 24:441–451

    Article  Google Scholar 

  • Stewart IT, Cayan DR, Dettinger MD (2004) Changes in snowmelt runoff timing in western North America under a ‘business as usual’ climate change scenario. Clim Change 62:217–232

    Article  Google Scholar 

  • Tinz B (1996) On the relation between annual maximum extent of ice cover in the Baltic Sea and sea level pressure as well as air temperature field. Geophysica 32:319–341

    Google Scholar 

  • Vajda A, Venäläinen A, Tuomenvirta H, Jylhä K (2004) An estimate about the influence of climate change on heating energy demand in Hungary, Romania and Finland. Idöjárás 108:123–140

    Google Scholar 

  • Venäläinen A (2001) Estimation of road salt use based on winter air temperature. Meteorol Appl 8:333–338

    Article  Google Scholar 

  • Venäläinen A, Kangas M (2003) Estimation of winter road maintenance costs using climate data. Meteorol Appl 10:69–73

    Article  Google Scholar 

  • Venäläinen A, Tuomenvirta H, Heikinheimo M, Kellomäki S, Peltola H, Strandman H, Väisänen H (2001a) Impact of climate change on soil frost under snow cover in a forested landscape. Clim Res 17:63–72

    Article  Google Scholar 

  • Venäläinen A, Tuomenvirta H, Lahtinen R, Heikinheimo M (2001b) The influence of climate warming on soil frost on snow-free surfaces in Finland. Clim Change 50:111–128

    Article  Google Scholar 

  • Walsh JE, Anisimov O, Hagen JOM, Jakobsson T, Oerlemans J, Prowse TD, Romanovsky V, Savelieva N, Serreze M, Shiklomanov A, Shiklomanov I, Solomon S (2005) Cryosphere and hydrology. In: Symon C, Arris L, Heal B (eds) Arctic climate Impact assessment. Cambridge University Press, Cambridge, pp 183–242

    Google Scholar 

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

    Article  Google Scholar 

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Authors and Affiliations

  1. Finnish Meteorological Institute, P.O. Box 503, 00101, Helsinki, Finland

    Kirsti Jylhä, Heikki Tuomenvirta & Kimmo Ruosteenoja

  2. Finnish Environment Institute, P.O. Box 140, 00251, Helsinki, Finland

    Stefan Fronzek & Timothy R. Carter

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  1. Kirsti Jylhä
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  2. Stefan Fronzek
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  3. Heikki Tuomenvirta
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Correspondence to Kirsti Jylhä.

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Jylhä, K., Fronzek, S., Tuomenvirta, H. et al. Changes in frost, snow and Baltic sea ice by the end of the twenty-first century based on climate model projections for Europe. Climatic Change 86, 441–462 (2008). https://doi.org/10.1007/s10584-007-9310-z

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