<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.clim-past-discuss.net/inc/cpd/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Climate of the Past Discussions</journal_title>
		<journal_url>www.clim-past-discuss.net</journal_url>
		<issn>1814-9340</issn>
		<eissn>1814-9359</eissn>
		<volume_number>5</volume_number>
		<issue_number>3</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/cpd-5-1659-2009</doi>
	<article_url>http://www.clim-past-discuss.net/5/1659/2009/</article_url>
	<abstract_html>http://www.clim-past-discuss.net/5/1659/2009/cpd-5-1659-2009.html</abstract_html>
	<fulltext_pdf>http://www.clim-past-discuss.net/5/1659/2009/cpd-5-1659-2009.pdf</fulltext_pdf>
	<start_page>1659</start_page>
	<end_page>1696</end_page>
	<publication_date>2009-06-25</publication_date>
	<article_title content_type="html">Northern high-latitude climate change between the mid and late Holocene &amp;ndash;  Part 2: Model-data comparisons</article_title>
	<authors>
		<author numeration="1" affiliations="1,2">
			<name>Q. Zhang</name>
			<email>qiong@misu.su.se</email>
		</author>
		<author numeration="2" affiliations="1,3">
			<name>H. Sundqvist</name>
		</author>
		<author numeration="3" affiliations="1,3">
			<name>A. Moberg</name>
		</author>
		<author numeration="4" affiliations="1,3">
			<name>K. Holmgren</name>
		</author>
		<author numeration="5" affiliations="1,2">
			<name>H. Körnich</name>
		</author>
		<author numeration="6" affiliations="1,2">
			<name>J. Nilsson</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Bert Bolin Centre for Climate Research, Stockholm University, 10691 Stockholm, Sweden</affiliation>
		<affiliation numeration="2" content_type="html">Department of Meteorology, Stockholm University, 10691 Stockholm, Sweden</affiliation>
		<affiliation numeration="3" content_type="html">Department of Physical Geography and Quaternary Geology, Stockholm University, 10691 Stockholm, Sweden</affiliation>
	</affiliations>
	<abstract content_type="html">The solar orbital forcing induced changes in insolation at the mid-Holocene compared to the late Holocene, which causes
an amplification of the seasonal cycle in the Northern Hemisphere in the earlier period. The climate response over
northern high latitudes, to this change in forcing has been investigated in three types of PMIP (Paleoclimate Modelling
Intercomparison Project) simulations with different complexity of the climate system. The model results have also been
compared with available reconstructions from temperature proxy data. Both the reconstructions and the PMIP2 models show
a warm response in annual mean temperature, as well as in summer and winter temperature. The model-model comparisons
indicate the importance of including the different physical feedbacks (ocean, sea-ice, vegetation) in the climate
model. An objective selection method is applied in the model-data comparison to evaluate the capability of the climate
model in reproducing the spatial response pattern. The comparisons between the reconstructions and the best-fit
selected simulations show that over the northern high latitudes, summer temperature change follows closely to the
insolation and shows a common feature with strong warming over land and relatively weak warming over ocean. A
pronounced warming centre is found over Barents Sea in winter in model simulations, which is also supported by the
nearby northern Eurasian continental reconstructions. The warming over Barents Sea corresponds to a positive
North Atlantic Oscillation (NAO). The strengthened sea
level pressure gradient may have caused a northward shift of the
Atlantic storm track. It results in enhanced westerlies towards the northern Eurasia, which may be responsible for the
winter warming over northern Fennoscandia and northern Siberia.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Berger, A L.: Long-Term Variations of Daily Insolation and Quaternary Climatic Changes, J. Atmos. Sci., 35, 2362–2367, 1978. </reference>
		<reference numeration="2" content_type="text"> Bonfils, C., de~Noblet-Ducoudré, N., Guiot, J., and Bartlein, P.: Some mechanisms of mid-Holocene climate change in Europe, inferred from comparing PMIP models to data, Clim. Dynam., 23, 79–98, 2004. </reference>
		<reference numeration="3" content_type="text"> Braconnot, P., Otto-Bliesner, B., Harrison, S., Joussaume, S., Peterchmitt, J.-Y., Abe-Ouchi, A., Crucifix, M., Driesschaert, E., Fichefet, T., Hewitt, C. D., Kageyama, M., Kitoh, A., La\^iné, A., Loutre, M.-F., Marti, O., Merkel, U., Ramstein, G., Valdes, P., Weber, S. L., Yu, Y., and Zhao, Y.: Results of PMIP2 coupled simulations of the Mid-Holocene and Last Glacial Maximum - Part 1: experiments and large-scale features, Clim. Past, 3, 261–277, 2007a. </reference>
		<reference numeration="4" content_type="text"> Braconnot, P., Otto-Bliesner, B., Harrison, S., Joussaume, S., Peterchmitt, J.-Y., Abe-Ouchi, A., Crucifix, M., Driesschaert, E., Fichefet, T., Hewitt, C. D., Kageyama, M., Kitoh, A., Loutre, M.-F., Marti, O., Merkel, U., Ramstein, G., Valdes, P., Weber, L., Yu, Y., and Zhao, Y.: Results of PMIP2 coupled simulations of the Mid-Holocene and Last Glacial Maximum - Part 2: feedbacks with emphasis on the location of the ITCZ and mid- and high latitudes heat budget, Clim. Past, 3, 279–296, 2007b. </reference>
		<reference numeration="5" content_type="text"> Brewer, S., Guiot, J., and Torre, F.: Mid-Holocene climate change in Europe: a data-model comparison, Clim. Past, 3, 499–512, 2007. </reference>
		<reference numeration="6" content_type="text"> Cheddadi, R., Yu, G., Guiot, J., Harrison, S P., and Prentice, I C.: The climate of Europe 6000 years ago, Clim. Dynam., 13, 1–9, 1997. </reference>
		<reference numeration="7" content_type="text"> Deque, M., Dreveton, C., Braun, A., and Cariolle, D.: The ARPEGE/IFS atmosphere model: a contribution to the French community climate modelling, Clim. Dynam., 10, 249–266, 1994. </reference>
		<reference numeration="8" content_type="text"> Gladstone, R M., Ross, I., Valdes, P J., Abe-Ouchi, A., Braconnot, P., Brewer, S., Kageyama, M., Kitoh, A., Legrande, A., Marti, O., Ohgaito, R., Otto-Bliesner, B., Peltier, W R., and Vettoretti, G.: Mid-Holocene NAO: A PMIP2 model intercomparison, Geophys. Res. Lett., 32, L16707, doi:10.1029/2005GL023596, 2005. </reference>
		<reference numeration="9" content_type="text"> Goosse, H., Renssen, H., Timmermann, A., Bradley, R., and Mann, M.: Using paleoclimate proxy-data to select optimal realisations in an ensemble of simulations of the climate of the past millennium, Clim. Dynam., 27, 165–184, 2006. </reference>
		<reference numeration="10" content_type="text"> Gordon, C., Cooper, C., Senior, C A., Banks, H., Gregory, J M., Johns, T C., Mitchell, J. F B., and Wood, R A.: The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley Centre coupled model without flux adjustments, Clim. Dynam., 16, 147–168, 2000. </reference>
		<reference numeration="11" content_type="text"> Gordon, C T. and Stern, W F.: A Description of the GFDL Global Spectral Model, Mon. Weather Rev., 110, 625–644, 1982. </reference>
		<reference numeration="12" content_type="text"> Gordon, H B. and O&apos;Farrell, S P.: Transient Climate Change in the CSIRO Coupled Model with Dynamic Sea Ice, Mon. Weather Rev., 125, 875–908, 1997. </reference>
		<reference numeration="13" content_type="text"> Guiot, J., Boreux, J J., Braconnot, P., Torre, F., and participants, P.: Data-model comparison using fuzzy logic in paleoclimatology, Clim. Dynam., 15, 569–581, 1999. </reference>
		<reference numeration="14" content_type="text"> Hack, J J., Boville, B A., Kiehl, J T., Rasch, P J., and Williamson, D L.: Climate statistics from the National Center for Atmospheric Research community climate model CCM2, J. Geophys. Res., 99, 20785–20813, 1994. </reference>
		<reference numeration="15" content_type="text"> Hall, N. M J. and Valdes, P J.: A GCM Simulation of the Climate 6000 Years Ago, J. Clim., 10, 3–17, 1997. </reference>
		<reference numeration="16" content_type="text"> Hansen, J., Sato, M., Ruedy, R., Lacis, A., Asamoah, K., Beckford, K., Borenstein, S., Brown, E., Cairns, B., Carlson, B., Curran, B., de~Castro, S., Druyan, L., Etwarrow, P., Ferede, T., Fox, M., Gaffen, D., Glascoe, J., Gordon, H., Hollandsworth, S., Jiang, X., Johnson, C., Lawrence, N., Lean, J., Lerner, J., Lo, K., Logan, J., Luckett, A., McCormick, M P., McPeters, R., Miller, R., Minnis, P., Ramberran, I., Russell, G., Russell, P., Stone, P., Tegen, I., Thomas, S., Thomason, L., Thompson, A., Wilder, J., Willson, R., and Zawodny, J.: Forcings and chaos in interannual to decadal climate change, J. Geophys. Res., 102, 25679–25720, 1997. </reference>
		<reference numeration="17" content_type="text"> Harrison, S., Braconnot, P., Hewitt, C., and Stouffer, R J.: Fourth International Workshop of the Palaeoclimate Modelling Intercomparison Project (PMIP): Launching PMIP2 Phase II, EOS, 83, 447–447, 2002. </reference>
		<reference numeration="18" content_type="text"> Harrison, S P., Jolly, D., Laarif, F., Abe-Ouchi, A., Dong, B., Herterich, K., Hewitt, C., Joussaume, S., Kutzbach, J E., Mitchell, J., de~Noblet, N., and Valdes, P.: Intercomparison of Simulated Global Vegetation Distributions in Response to 6 kyr BP Orbital Forcing, J. Climate, 11, 2721–2742, 1998. </reference>
		<reference numeration="19" content_type="text"> Harzallah, A. and Sadourny, R.: Internal Versus SST-Forced Atmospheric Variability as Simulated by an Atmospheric General Circulation Model, J. Climate, 8, 474–495, 1995. </reference>
		<reference numeration="20" content_type="text"> Hewitt, C. and Mitchell, J.: GCM Simulations of the Climate of 6 kyr BP: Mean Changes and Interdecadal Variability, J. Climate, 9, 3505–3529, 1996. </reference>
		<reference numeration="21" content_type="text"> Holland, M M. and Bitz, C M.: Polar amplification of climate change in coupled models, Clim. Dynam., 21, 221–232, 2003. </reference>
		<reference numeration="22" content_type="text"> IPCC: Climate Change 2007 – The Physical Science Basis: Working Group I Contribution to the Fourth Assessment Report of the IPCC (Climate Change 2007), Cambridge University Press, 2007. </reference>
		<reference numeration="23" content_type="text"> Jacob, R., Schafer, C., Foster, I., Tobis, M., and Andersen, J.: Computational Design and Performance of the Fast Ocean Atmosphere Model: Version 1, in: The 2001 International Conference on Computational Science, 175–184, 2001. </reference>
		<reference numeration="24" content_type="text"> Jones, P D. and Moberg, A.: Hemispheric and Large-Scale Surface Air Temperature Variations: An Extensive Revision and an Update to 2001, J. Climate, 16, 206–223, 2003. </reference>
		<reference numeration="25" content_type="text"> Joussaume, S. and Braconnot, P.: Sensitivity of paleoclimate simulation results to season definitions, J. Geophys. Res., 102, 1943–1956, 1997. </reference>
		<reference numeration="26" content_type="text"> Joussaume, S. and Taylor, K E.: Status of the Paleoclimate Modeling Intercomparison Project, in: Proceedings of the first international AMIP scientific conference, WCRP-92, 425–430, Monterey, USA, 1995. </reference>
		<reference numeration="27" content_type="text"> Joussaume, S., Taylor, K E., Braconnot, P., Mitchell, J. F B., Kutzbach, J E., Harrison, S P., Prentice, I C., Broccoli, A J., Abe-Ouchi, A., Bartlein, P J., Bonfils, C., Dong, B., Guiot, J., Herterich, K., Hewitt, C D., Jolly, D., Kim, J W., Kislov, A., Kitoh, A., Loutre, M F., Masson, V., McAvaney, B., McFarlane, N., de~Noblet, N., Peltier, W R., Peterschmitt, J Y., Pollard, D., Rind, D., Royer, J F., Schlesinger, M E., Syktus, J., Thompson, S., Valdes, P., Vettoretti, G., Webb, R S., and Wyputta, U.: Monsoon Changes for 6000 Years Ago: Results of 18 Simulations from the Paleoclimate Modeling Intercomparison Project (PMIP), Geophys. Res. Lett., 26, 859–862, 1999. </reference>
		<reference numeration="28" content_type="text"> K-1-Model-Developers: K-1 Coupled GCM (Miroc Description), Tech. rep., CCSR/NIES/FRCGC, 2004. </reference>
		<reference numeration="29" content_type="text"> Kim, J.-H. and Schneider, R.: GHOST global database for alkenone-derived Holocene sea-surface temperature records. http://www.pangaea.de/Projects/GHOST/, Tech. rep., DEKLIM, 2004. </reference>
		<reference numeration="30" content_type="text"> Kislov, A.: Three-dimensional model of atmospheric circulation with complete description of physical processes and simplified dynamics, Tech. rep., MSU, 1991. </reference>
		<reference numeration="31" content_type="text"> Kitoh, A., Noda, A., Nikaidou, Y., Ose, T., and Tokioka, T.: AMIP simulations of the MRI GCM, Pap Meteorol Geophy, 45, 121–148, 1995. </reference>
		<reference numeration="32" content_type="text"> Kutzbach, J., Bonan, G., Foley, J., and Harrison, S P.: Vegetation and soil feedbacks on the response of the African monsoon to orbital forcing in the early to middle Holocene, Nature, 384, 623–626, 1996. </reference>
		<reference numeration="33" content_type="text"> Liao, X., Street-Perrott, F., and Mitchell, J.: GCM experiments with different cloud parameterization: comparisons with palaeoclimatic reconstructions for 6000 years BP, Data and Modelling, 1, 99–123, 1994. </reference>
		<reference numeration="34" content_type="text"> Marsland, S J., Haak, H., Jungclaus, J H., Latif, M., and Roske, F.: The Max-Planck-Institute Global Ocean/Sea Ice Model with Orthogonal Curvilinear Coordinates, Tech. Rep 5, The Max-Planck-Institute, 2003. </reference>
		<reference numeration="35" content_type="text"> Marti, O., Braconnot, P., Bellier, J., Benshila, R., Bony, S., Brockmann, P., Cadule, P., Caubel, A., Denvil, S., Dufresne, J L., Fairhead, L., Filiberti, M A., Foujols, M.-A., Fichefet, T., Friedlingstein, P., Goosse, H., Grandpeix, J Y., Hourdin, F., Krinner, G., L´evy, C., Madec, G., Musat, I., deNoblet, N., Polcher, J., and Talandier, C.: The New IPSL Climate System Model: IPSL-Cm4, Note du Pˆole de Mod´elisation, Tech. Rep 26, IPSL, 2005. </reference>
		<reference numeration="36" content_type="text"> Masson, V., Cheddadi, R., Braconnot, P., Joussaume, S., Texier, D., et al.: Mid-Holocene climate in Europe: what can we infer from PMIP model-data comparisons?, Clim. Dynam., 15, 163–182, 1999. </reference>
		<reference numeration="37" content_type="text"> Masson-Delmotte, V., Kageyama, M., Braconnot, P., Charbit, S., Krinner, G., Ritz, C., Guilyardi, E., Jouzel, J., Abe-Ouchi, A., Crucifix, M., Gladstone, R., Hewitt, C., Kitoh, A., LeGrande, A., Marti, O., Merkel, U., Motoi, T., Ohgaito, R., Otto-Bliesner, B., Peltier, W., Ross, I., Valdes, P., Vettoretti, G., Weber, S., Wolk, F., and YU, Y.: Past and future polar amplification of climate change: climate model intercomparisons and ice-core constraints, Clim. Dynam., 26, 513–529, 2006. </reference>
		<reference numeration="38" content_type="text"> McAvaney, B. and Colman, R.: The BMRC model : AMIP cofiguration, Tech. rep., BMRC Res Rep, 1993. </reference>
		<reference numeration="39" content_type="text"> McFarlane, N., Boer, G., Blanchet, J.-P., and Lazare, M.: The Canadian Climate Centre Second-Generation General Circulation Model and Its Equilibrium Climate, J. Climate, 5, 1013–1044, 1992. </reference>
		<reference numeration="40" content_type="text"> Modellbetreuungsgruppe, D.: The ECHAM 3 atmospheric general circulation model, Tech. Rep 6, Deutsches Klimarechnenzentrum, Hamburg, Germany, 1994. </reference>
		<reference numeration="41" content_type="text"> Numaguti, A., Takahashi, M., Nakajima, T., and Sumi, A.: Development of atmospheric general circulation model, Tech. rep., Center for Climate System Research, University of Tokyo, Tokyo, 1995. </reference>
		<reference numeration="42" content_type="text"> Otto-Bliesner, B L., Brady, E C., Clauzet, G., Tomas, R., Levis, S., and Kothavala, Z.: Last Glacial Maximum and Holocene Climate in CCSM3, J. Climate, 19, 2526–2544, 2006. </reference>
		<reference numeration="43" content_type="text"> Petoukhov, V., Ganopolski, A., Brovkin, V., Claussen, M., Eliseev, A., Kubatzki, C., and Rahmstorf, S.: CLIMBER-2: a climate system model of intermediate complexity. Part I: model description and performance for present climate, Clim. Dynam., 16, 1–17, 2000. </reference>
		<reference numeration="44" content_type="text"> Phipps, S J.: The CSIRO Mk3L Climate system model, Tech. rep., Antarctic Climate and Ecosystems CRC, University of Tasmania, Institute of Antarctic &amp; Southern Ocean Studies, 2006. </reference>
		<reference numeration="45" content_type="text"> Prentice, C., Harrison, S P., Jolly, D., and Guiot, J.: The climate and biomes of Europe at 6000 yr BP: comparison of model simulations and pollen-based reconstructions, Quaternary Sci. Rev., 17, 659–668, 1998. </reference>
		<reference numeration="46" content_type="text"> Prentice, I C. and Jolly, D.: Mid-Holocene and glacial-maximum vegetation geography of the northern continents and Africa, J. Biogeography, 27, 507–519, 2000. </reference>
		<reference numeration="47" content_type="text"> Renssen, H., Goosse, H., Fichefet, T., Brovkin, V., Driesschaert, E., and Wolk, F.: Simulating the Holocene climate evolution at northern high latitudes using a coupled atmosphere-sea ice-ocean-vegetation model, Climate Dynamics, 24, 23–43, 2005. </reference>
		<reference numeration="48" content_type="text"> Roeckner, E., Bauml, G., Bonaventura, L., Brokopf, R., Esch, M., Giorgetta, M., Hagemann, S., Kirchner, I., Kornblueh, L., Manzini, E., Rhodin, A., Schlese, U., Schulzweida, U., and Tompkins, A.: The Atmospheric General Circulation Model Echam5, Part I: Model Description, Tech. rep., internal report 349, 2003. </reference>
		<reference numeration="49" content_type="text"> Sadourny, R. and Laval, K.: January and July performances of the LMD general circulation model, in: New perspectives in climate modeling, edited by Berger~A, N C., 179–198, Elsevier Amsterdam, 1984. </reference>
		<reference numeration="50" content_type="text"> Schlesinger, M E., Andronova, N G., Entwhistle, B., Ghanem, A., Ramankutty, N., Wang, W., and Yang, F.: Modeling and Simulation of Climate and Climate Change, In Past and present variability of the solar-terrestrial system: Measurements, data analysis and theoretical models, in: Proceedings of the International School of Physics “Enrico Fermi”, Course CXXXIII, edited by Cini~Castagnoli, G. and Provenzale, A., 389–429, OS Press, Amsterdam, Varrena, Italy, 1997. </reference>
		<reference numeration="51" content_type="text"> Schmidt, G A., Ruedy, R., Hansen, J E., Aleinov, I., Bell, N., Bauer, M., Bauer, S., Cairns, B., Canuto, V., Cheng, Y., Del~Genio, A., Faluvegi, G., Friend, A D., Hall, T M., Hu, Y., Kelley, M., Kiang, N Y., Koch, D., Lacis, A A., Lerner, J., Lo, K K., Miller, R L., Nazarenko, L., Oinas, V., Perlwitz, J., Perlwitz, J., Rind, D., Romanou, A., Russell, G L., Sato, M., Shindell, D T., Stone, P H., Sun, S., Tausnev, N., Thresher, D., and Yao, M.-S.: Present-Day Atmospheric Simulations Using GISS ModelE: Comparison to In Situ, Satellite, and Reanalysis Data, Journal of Climate, 19, 153–192, 2006. </reference>
		<reference numeration="52" content_type="text"> Sundqvist, H., Zhang, Q., Moberg, A., Holmgren, H., and Kornich, H.: Northern high latitudes climate response to mid-Holocene insolation – Part I: Proxy data evidence, Clim. Past Discuss., accpeted, 2009. </reference>
		<reference numeration="53" content_type="text"> Thompson, D. W J. and Wallace, J M.: The Arctic Oscillation Signature in the Wintertime Geopotential Height and Temperature Fields, Geophys. Res. Lett., 25, 1297–1300, 1998. </reference>
		<reference numeration="54" content_type="text"> Thompson, S L. and Pollard, D.: Greenland and Antarctic Mass Balances for Present and Doubled Atmospheric CO2 from the GENESIS Version-2 Global Climate Model, J. Climate, 10, 871–900, 1997. </reference>
		<reference numeration="55" content_type="text"> Tokioka, T., Yamazaki, K., Yagai, I., and Kitoh, A.: A description of the Meteorological Research Institute atmospheric general circulation model (MRI GCM-I), Tech. Rep 13, MRI Tech. Report, 1984. </reference>
		<reference numeration="56" content_type="text"> Vettoretti, G., Peltier, W R., and McFarlane, N A.: Simulations of Mid-Holocene Climate Using an Atmospheric General Circulation Model, J. Climate, 11, 2607–2627, 1998. </reference>
		<reference numeration="57" content_type="text"> Wohlfahrt, J., Harrison, S., and Braconnot, P.: Synergistic feedbacks between ocean and vegetation on mid- and high-latitude climates during the mid-Holocene, Clim. Dynam., 22, 223–238, 2004. </reference>
		<reference numeration="58" content_type="text"> Yu, Y Q., Zhang, X H., and Guo, Y F.: Global Coupled Ocean-Atmosphere General Circulation Models in Lasg/Iap, Adv. Atmos. Sci., 21, 444–455, 2004. </reference>
		<reference numeration="59" content_type="text"> Yukimoto, S., Noda, A., Kitoh, A., Hosaka, M., Yoshimura, H., Uchiyama, T., Shibata, K., Arakawa, O., and Kusunoki, S.: Present-Day Climate and Climate Sensitivity in the Meteorological Research Institute Coupled Gcm Version 2.3 (Mri-Cgcm2.3), J. Meteorol. Soc. Jpn., 84, 333–363, 2006. </reference>
	</references>
</article>

