Abstract
Extreme temperatures are key drivers controlling both biotic and abiotic processes, and may be strongly modified by topography and land cover. We modelled mean and extreme temperatures in northern Fennoscandia by combining digital elevation and land cover data with climate observations from northern Finland, Norway and Sweden. Multivariate partitioning technique was utilized to investigate the relative importance of environmental variables for the variation of the three temperature parameters: mean annual absolute minima and maxima, and mean annual temperature. Generalized additive modeling showed good performance, explaining 84–95 % of the temperature variation. The inclusion of remotely sensed variables improved significantly the modelling of thermal extremes in this system. The water cover variables and topography were the most important drivers of minimum temperatures, whereas elevation was the most important factor controlling maximum temperatures. The spatial variability of mean temperatures was clearly driven by geographical location and the effects of topography. Partitioning technique gave novel insights into temperature-environment relationship at the meso-scale and thus proved to be useful tool for the study of the extreme temperatures in the high-latitude setting.
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References
Abisko Scientific Research Station (2012) http://www.polar.se/
ACIA (2005) Arctic climate impact assessment. Cambridge University Press, Cambridge, p 1040
Akaike H (1974) A new look at the statistical model identification. IEEE Trans Autom Control 19:716–723
Anderson M, Gribble N (1998) Partitioning the variation among spatial, temporal and environmental components in a multivariate data set. Aust J Ecol 23:158–167
Atkinson D, Gajewski K (2002) High-resolution estimation of summer surface air temperature in the canadian arctic archipelago. J Clim 15:3601–3614
Autio J, Heikkinen O (2002) The climate of northern Finland. Fennia 180(1–2):61–66
Betrie G, Mohamed Y, van Griensven A, Srinivasan R (2011) Sediment management modelling in the Blue Nile Basin using SWAT model. Hydrol Earth Syst Sci 15:807–818
Billings W, Bliss L (1959) An alpine snowbank environment and its effects on vegetation, plant deveploment, and productivity. Ecology 40(3):388–397
Billings W, Mooney H (1968) The ecology of arctic and alpine plants. Biol Rev 43:481–529
Bootsma A (1976) Estimating minimum temperature and climatological freeze risk in hilly terrain. Agric Meteorol 16(3):425–443
Borcard D, Legendre P, Drapeau P (1992) Partialling out the spatial component of ecological variation. Ecology 73(3):1045–1055
Bowman W, Seastedt T (2001) Structure and function of an alpine ecosystem. Oxford University Press, Oxford
Brom J, Pokorný J (2009) Temperature and humidity characteristics of two willow stands, a peaty meadow and a drained pasture and their impact on landscape functioning. Boreal Environ Res 14:389–403
Bruun H, Moen J, Virtanen R, Grytnes J, Oksanen L, Angerbjorn A (2006) Effects on altitude and topography on species richness of vascular plants, bryophytes and lichens in alpine communities. J Veg Sci 17:37–46
Chapin F (1983) Direct and indirect effects of temperature on arctic plants. Polar Biol 2:47–52
Chapin F, McGuire A, Randerson J, Pielke sr R, Baldocchi D, Hobbie S, Roule N, Eugster W, Kasischke E, Rastetter E, Zimov S, Running S (2000) Arctic and boreal ecosystems of western North America as components of the climate system. Global Change Biol 6:211–223
Chapin F, Sturm M, Serreze M, McFadden J, Key J, Lloyd A, McGuire A, Rupp T, Lynch A, Schimel J, Beringer J, Chapman W, Epstein H, Euskirchen E, Hinzman L, Jia G, Ping C, Tape K, Thompson C, Walker D, Welker J (2005) Role of the land-surface changes in arctic summer warming. Science 310:657–660
Christensen T, Johansson T, kerman H, Mastepanov N M Malmer, Friborg T, Crill P, Svensson B (2004) Thawing sub-arctic permafrost: effects on vegetation and methane emissions. Geophys Res Lett 31(L04501):680. doi:10.1029/2003GL018
Clements G, Whiteman C, Horel J (2003) Cold-air-pool structure and evolution in a mountain basin: Peter Sinks, Utah. J Appl Meteorol 42:752–768
Daly C (2006) Guidelines for assessing the suitability of spatial climate data sets. Int J Clim 26:707–721
Eggelsmann R, A H, Grosse-Brauckmann G, Küster E, Naucke W, Schuch M, Schweickle V (1993) Physical processes and properties of mires. In: Heathwaite A (ed) Mires: process, exploitation and conservation. Wiley, Chichester
Eugster W, Rouse W, Pielke sr R, McFadden J, Baldocchi D, Kittel T, Chapin III F, Liston G, Vidale P, Vaganov E, Chambers S (2000) Land-atmosphere energy exchange in arctic tundra and boreal forest: available data and feedbacks to climate. Global Change Biol 6:84–115
European Environment Agency (2012) Corine Land Cover 2006 raster data. http://www.eea.europa.eu/data-and-maps/data/corine-land-cover-2006-raster-1/
Foley J, Heil Costa M, Delire C, Ramankutty N, Snyder P (2003) Green surprise? How terrestrial ecosystems could affect earth’s climate. Front Ecol Environ 1:38–44
Fox J (1981) Intermediate levels of soil disturbance maximize alpine plant diversity. Nature 293:564–565
French H (2007) The periglacial environment. Wiley, Chich
Fronzek S, Luoto M, Carter T (2006) Potential effect of climate change on the distribution of palsa mires in subarctic Fennoscandia. Clim Res 32:1–12
Greenland D, Losleben M (2001) Climate. In: Bowman WD, Seastedt TR (eds) Structure and function of an alpine ecosystem. Oxford University Press, Oxford
Guisan A, Edwards T, Hastie T (2002) Generalized linear and generalized additive models in studies of species distributions: setting the scene. Ecol Model 157:89–100
Hastie T, Tibshirani R (1990) Generalized additive models, monographs on statistics and applied probability, vol 43. Chapman and Hall, New York
Haugen R, Brown J (1980) Coastal-inland distributions summer air temperature and precipitation in northern Alaska. Arct Alp Res 12(4):403–412
Heikkinen R, Luoto M, Virkkala R, Rainio K (2004) Effects of habitat cover, landscape structure and spatial variables on the abundance of birds in a agricultural-forest mosaic. J Appl Ecol 41:824–835
Heikkinen R, Luoto M, Kuussaari M, poyry J (2005) New insights into butterfly-environment relationship using partitioning methods. Proc R Soc 272:2203–2210
Hjort J, Luoto M (2010) Geodiversity of high-latitude landscapes in northern Finland. Geomorphology 115:109–116
Holdaway M (1996) Spatial modelling and interpolation of monthly temperature using kriging. Clim Res 6:215–225
Jarvis C, Stuart N (2001) A comparison among strategies for interpolating maximum and minimum daily air temperatures. Part 1: the selection of guiding topographic and land cover variales. J Appl Meteorol 40:1060–1074
Jonasson S, Lee J, Callaghan T, Havström M, Parsons A (1996) Direct and indirect effects of increasing temperatures on subarctic ecosystems. Ecol Bull 45:180–191
Körner C (1998) A re-assessment of high elevation treeline position and their explanation. Oecologia 115(4):445–459
Laaksonen K (1976) The dependence of mean air temperatures upon latitude and altitude in Fennoscandia (1921–1950). Ann Acad Sci Fennicae A III 119:19
Laaksonen K (1977) The influence of sea areas upon mean air temperatures in Fennoscandia (1921–1950). Fennia 151:57–128
Legendre P (1993) Spatial autocorrelation: trouble or new paradigm? Ecology 74:1659–1673
Legendre P (2008) Studying beta diversity: ecological variation partitioning by multiple regression and canonical analysis. Plant Ecol 1(1):3–8
Legendre P, Dale M, Fortin M, Gurevitch J, Hohn J, Myers D (2002) The consequences of spatial structure for the design and analysis of ecological field surveys. Ecography 25:601–615
Lindkvist L, Gustavsson T, Bogren J (2000) A frost assessment method for mountainous areas. Agric Meteorol 102:51–67
Livingstone D, Lotter A (1998) The relationship between air temperature and water temperatures in lakes of the Swiss Plateu: a case study with palælimnological implications. J Paleolimnol 19:181–198
Livingstone D, Lotter A, Walker I (1999) The decrease in summer water temperature with altitude in swiss alpine lakes: a comparison with air temperature lapse rates. Arct Antarct Alp Res 31(4):341–352
Luoto M, Hjort J (2006) Scale matters—a multi-resolution study of the determinants of patterned ground activity in subarctic Finland. Geomorphology 80:282–294
Mac Nally R (2002) Multiple regression and inference ecology and conservation biology: further comments on identifying important predictor variables. Biodivers Conserv 11:1397–1401
Marchand F, Kockelbergh F, Vijver B, Beyens L, Nijs I (2005) Are heat and cold resistance of arctic species affected by successive extreme temperature events? New Phytol 170:291–300
Marra G, Wood S (2011) Practical variable selection for generalized additive models. Comput Stat Data Anal 55:2372–2387
McCullagh P, Nelder J (1989) Generalized linear models, monographs on statistics and applied probability, vol 37, 2nd edn. Chapman and Hall, New York
Mellert K, Fensterer V, Küchenhoff H, Reger B, Kölling C, Klemmt H, Ewald J (2011) Hypothesis-driven species distribution models for tree species in the Bavarian Alps. J Veg Sci 22:635–646
Norwegian Meteorological Institute (2012) eKlima. http://www.eklima.met.no/
Pajunen H (2005) Mires. In: Seppälä M (ed) The physical geography of Fennoscandia. Oxford University Press, Oxford
Parmesan C, Root T, Willig M (2000) Impacts of extreme weather and climate on terrestrial biota. Bull Am Meteorol Soc 81(3):443–450
Parviainen M, Luoto M (2007) Climate envelopes of mire complex types in Fennoscandia. Geogr Ann Ser A Phys Geogr 89(2):137–151
Peres-Neto P, Legendre P, Dray S, Borcard D (2006) Variation partitioning of species data matrices: estimation and comparison of fractions. Ecology 87(10):2614–2625
Perry M, Hollis D (2005) The generation of monthly gridded datasets for a range of climatic variables over the UK. Int J Climatol 25:1041–1054
Pike G, Pepin N, Schaefer M (2012) High latitude local scale temperature complexity: the example of kevo valley, finnish lapland. Int J Climatol. doi:10.1002/joc.3573
Pirinen P, Simola H, Aalto J, Kaukoranta JP, Karlsson P, Ruuhela R (2012) Climatological statistics of Finland 1981–2010. Finnish Meteorological Institute Reports 2012(1), pp 83
Post E, Forchhammer M, Bret-Harte S, Callaghan T, Christensen T, Elberling B, Fox A, Gilg O, Hik D, Høye T, Ims R, Jeppesen E, Klein D, Madsen J, McGuire A, Rysgaard S, Schindler D, Stirling I, Tamstorf M, Tyler N, van der Wal R, Welker J, Wookey P, Schmidt N, Aastrup P (2009) Ecological dynamics across the arctic associated with recent climate change. Science 325:1355–1358
Rolland C (2002) Spatial and seasonal variations of air temperature lapse rates in alpine regions. J Clim 16:1032–1046
le Roux PC, Virtanen R, Heikkinen R, Luoto M (2012) Biotic interactions affect the elevational ranges of high-latitude plant species. Ecography 35:1048–1056
Scherrer D, Körner C (2010) Infra-red thermometry of alpine landscapes challenges climatic warming projections. Global Change Biol 16:2602–2613
Scherrer D, Körner C (2011) Topographically controlled thermal-habitat differentiation buffers alpine plant diversity against climate warming. J Biogeogr 38:406–416
Scherrer D, Schmid S, Körner C (2011) Elevational species shifts in a varmer climate are overestimated when based on weather station data. Int J Biometeorol 55:645–654
Solantie R (1976) The influences of lakes on meso-scale analysis of temperature in Finland. Finnish Meteorological Institute Reports 30, p 130 (in Finnish)
Solantie R (1990) The climate of Finland in relation to its hydrology, ecology and culture. Finnish Meteorological Institute, Helsinki
Solantie R, Drebs A (2000) The mean annual maximum and minimum temperature in Finland 1961–1990. Finnish Meteorological Institute reports 6
Stone P, Carlson J (1979) Atmospheric lapse rate regimes and their parametrization. J Atmos Sci 36:415–423
Swanson F, Kratz T, Caine N, Woodmansee R (1988) Landform effects on ecosystem patterns and processes. BioScience 38(2):92–98
Swedish Meteorological and Hydrological Institute (2012) Smhi. http://www.smhi.se/
Tikkanen M (2005) Climate. In: Seppälä M (eds) The physical geography of Fennoscandia. Oxford University Press, Oxford
Tveito O, Forland E, Heino R, Hanssen-Bauer I, Alexandersson H, Dahlstrom B, Drebs A, Kern-Hansen C, Jonsson E T Varby Laursen, Westman Y (2000) Nordic temperature maps. DNMI Report 09/00 KLIMA Oslo
Tveito O, Forland E, Alexandersson H, Drebs A, Jonsson T, Tuomenvirta H, Varby-Laursen E (2001) Nordic climate maps. DNMI Report 06/01 KLIMA Oslo
USGS (2004) Shuttle radar topography mission. Global land cover facility, University of Maryland, College Park, Maryland, February 2000
Vajda A, Venäläinen A (2003) The influence of natural conditions on the spatial variation of climate in Lapland, northern Finland. Int J Climatol 23:1011–1022
Virtanen T, Neuvonen S, Nikula A (1998) Modelling topoclimatic patterns of egg mortality of epirrita autumnata (lepidoptera: Geometridae) with geographical information system: predictions for current climate and warmer climate scenarios. J Appl Ecol 35(2):311–322
Walker M, Webber P, Arnold E, Ebert-May D (1994) Effects of interannual climate variation on aboveground phytomass in alpine vegetation. Ecology 75(2):393–408
Wood E (1991) Land surface—atmosphere interactions for climate modeling. Kluwer Academic Publishers, Dordrecht
Wood S (2004) Stable and efficient multiple smoothing parameter estimation for generalized additive models. J Am Stat Assoc 99:673–686
Wood S (2006) Generalized additive models: an introduction with R. Chapman & Hall, London
Wood S (2011) Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models. J R Stat Soc Ser B (Statistical Methodology) 73(1):3–36
Wood S, Augustin N (2002) GAMs with integrated model selection using penalized regression splines and applications to environmental modeling. Ecol Model 157:157–177
Zhenlin Y, Edward H, Gallaghan T (2011) Modelling surface-air-temperature variation over complex terrain around abisko, swedish lapland: uncertainties of measurements and models at different scales. Geografiska Ann Ser A Phys Geogr 93(2):89–112
Zimmermann N, Edwards Jr T, Moisen G, Frescino T, Blackard J (2007) Remote sensing-based predictors improve distribution models of rare, early successional and broadleaf tree species in Utah. J Appl Ecol 44:1057–1067
Zimmermann N, Yoccoz N, Edwards T, Meier E, Thuiller W, Guisan A, Schmatz D, Pearman P (2009) Climatic extremes improve predictions of spatial patterns of three species. Proc Natl Acad Sci USA 106:19,723–19,728
Acknowledgments
We wish to acknowledge Pentti Pirinen who provided assistance with the climate data base of Finnish Meteorological Institute. We also thank two anonymous reviewers for their constructive and valuable comments on the manuscript. This study was funded by the Geography Graduate School.
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Aalto, J., le Roux, P.C. & Luoto, M. The meso-scale drivers of temperature extremes in high-latitude Fennoscandia. Clim Dyn 42, 237–252 (2014). https://doi.org/10.1007/s00382-012-1590-y
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DOI: https://doi.org/10.1007/s00382-012-1590-y