How does internal variability influence the ability of CMIP5 models to reproduce the recent trend in Southern Ocean sea ice extent

Observations over the last 30 yr have shown that the sea ice extent in the Southern Ocean has slightly increased since 1979. Mechanisms responsible for this positive trend have not been well established yet. In this study we tackle two related issues: is the observed positive trend compatible with the internal variability of the system, and do the models agree with what we know about the observed internal variability? For that purpose, we analyse the evolution of sea ice around the Antarctic simulated by 24 different general circulation models involved in the 5th Coupled Model Intercomparison Project (CMIP5), using both historical and hindcast experiments. Our analyses show that CMIP5 models respond to the forcing, including the one induced by stratospheric ozone depletion, by reducing the sea ice cover in the Southern Ocean. Some simulations display an increase in sea ice extent similar to the observed one. According to models, the observed positive trend is compatible with internal variability. However, models strongly overestimate the variance of sea ice extent and the initialization methods currently used in models do not improve systematically the simulated trends in sea ice extent. On the basis of those results, a critical role of the internal variability in the observed increase of sea ice extent in the Southern Ocean could not be ruled out, but current models results appear inadequate to test more precisely this hypothesis.

[1]  H. Goosse,et al.  Analysis of the projected regional sea-ice changes in the Southern Ocean during the twenty-first century , 2007 .

[2]  T. Shepherd,et al.  The Impact of Stratospheric Ozone Recovery on the Southern Hemisphere Westerly Jet , 2008, Science.

[3]  W. Collins,et al.  The Community Climate System Model Version 3 (CCSM3) , 2006 .

[4]  W. Randel,et al.  A stratospheric ozone trends data set for global modeling studies , 1999 .

[5]  Reto Knutti,et al.  Mapping model agreement on future climate projections , 2011 .

[6]  C. Nicolis,et al.  Dynamical Properties of Model Output Statistics Forecasts , 2008 .

[7]  Hugues Goosse,et al.  Increased variability of the Arctic summer ice extent in a warmer climate , 2009 .

[8]  J. Fyfe,et al.  Has the ozone hole contributed to increased Antarctic sea ice extent? , 2010 .

[9]  John Turner,et al.  Non‐annular atmospheric circulation change induced by stratospheric ozone depletion and its role in the recent increase of Antarctic sea ice extent , 2009 .

[10]  Stanley C. Solomon,et al.  Stratospheric ozone depletion: A review of concepts and history , 1999 .

[11]  William K. de la Mare,et al.  Abrupt mid-twentieth-century decline in Antarctic sea-ice extent from whaling records , 1997, Nature.

[12]  Wouter Lefebvre,et al.  Consistent past half-century trends in the atmosphere, the sea ice and the ocean at high southern latitudes , 2009 .

[13]  H. Goosse,et al.  An analysis of the atmospheric processes driving the large-scale winter sea ice variability in the Southern Ocean , 2008 .

[14]  M. Holland,et al.  Antarctic Sea Ice Climatology, Variability, and Late Twentieth-Century Change in CCSM4 , 2012 .

[15]  C. Guinet,et al.  Historical whaling records reveal major regional retreat of Antarctic sea ice , 2007 .

[16]  Detlef Stammer,et al.  Initializing Decadal Climate Predictions with the GECCO Oceanic Synthesis: Effects on the North Atlantic , 2009 .

[17]  Douglas W. Nychka,et al.  Statistical significance of trends and trend differences in layer-average atmospheric temperature time series , 2000 .

[18]  Shingo Watanabe MIROC-ESM : model description and basic results of CMIP 5-20 c 3 m experiments , 2011 .

[19]  C. Bitz,et al.  The Effect of the Sea Ice Freshwater Flux on Southern Ocean Temperatures in CCSM3: Deep-Ocean Warming and Delayed Surface Warming , 2011 .

[20]  P. Webster,et al.  Evaluation of short‐term climate change prediction in multi‐model CMIP5 decadal hindcasts , 2012 .

[21]  C. Jones,et al.  The HadGEM2 family of Met Office Unified Model climate configurations , 2011 .

[22]  J. Comiso,et al.  Trends in the sea ice cover using enhanced and compatible AMSR‐E, SSM/I, and SMMR data , 2008 .

[23]  D. Cavalieri,et al.  Evaluation of the simulation of the annual cycle of Arctic and Antarctic sea ice coverages by 11 major global climate models , 2006 .

[24]  Ronald,et al.  GFDL’s ESM2 Global Coupled Climate–Carbon Earth System Models. Part I: Physical Formulation and Baseline Simulation Characteristics , 2012 .

[25]  Andrew,et al.  The GFDL CM3 Coupled Climate Model: Characteristics of the Ocean and Sea Ice Simulations , 2011 .

[26]  T. Fichefet,et al.  Sea ice evolution over the 20th and 21st centuries as simulated by current AOGCMs , 2006 .

[27]  Klaus Wyser,et al.  EC-Earth V2.2: description and validation of a new seamless earth system prediction model , 2012, Climate Dynamics.

[28]  Ramaswamy,et al.  The dynamical core, physical parameterizations, and basic simulation characteristics of the atmospheric component AM3 of the GFDL global coupled model CM3 , 2011 .

[29]  D. A. Smith,et al.  Dynamics of Decadal Climate Variability and Implications for its Prediction , 2010 .

[30]  P. Webster,et al.  Evaluation of short-term climate change prediction in multi-model CMIP 5 decadal hindcasts , 2012 .

[31]  P. Kushner,et al.  Signatures of the Antarctic ozone hole in Southern Hemisphere surface climate change , 2011 .

[32]  Yan Feng,et al.  Improved simulation of Australian climate and ENSO‐related rainfall variability in a global climate model with an interactive aerosol treatment , 2009 .

[33]  Stephen Cusack,et al.  Improved Surface Temperature Prediction for the Coming Decade from a Global Climate Model , 2007, Science.

[34]  Karen L. Smith,et al.  Mitigation of 21st century Antarctic sea ice loss by stratospheric ozone recovery , 2012 .

[35]  Jochem Marotzke,et al.  Two tales of initializing decadal climate predictions experiments with the ECHAM5/MPI-OM model , 2012 .

[36]  G. Danabasoglu,et al.  The Community Climate System Model Version 4 , 2011 .

[37]  M. Latif,et al.  Estimating the decadal predictability of a coupled AOGCM , 2004 .

[38]  Takashi T. Sakamoto,et al.  An overview of decadal climate predictability in a multi-model ensemble by climate model MIROC , 2012, Climate Dynamics.

[39]  Veronika Eyring,et al.  Ozone database in support of CMIP5 simulations: results and corresponding radiative forcing , 2011 .

[40]  W. Mare Changes in Antarctic sea-ice extent from direct historical observations and whaling records , 2009 .

[41]  Karl E. Taylor,et al.  An overview of CMIP5 and the experiment design , 2012 .

[42]  H. Hasumi,et al.  Improved Climate Simulation by MIROC5: Mean States, Variability, and Climate Sensitivity , 2010, Journal of Climate.

[43]  E. Volodin,et al.  Simulating present-day climate with the INMCM4.0 coupled model of the atmospheric and oceanic general circulations , 2010 .

[44]  L. Kornblueh,et al.  Advancing decadal-scale climate prediction in the North Atlantic sector , 2008, Nature.

[45]  T. V. van Ommen,et al.  Ice Core Evidence for Antarctic Sea Ice Decline Since the 1950s , 2003, Science.

[46]  Marika M. Holland,et al.  The Influence of Sea Ice on Ocean Heat Uptake in Response to Increasing CO2 , 2006 .

[47]  H. Douville,et al.  The CNRM-CM5.1 global climate model: description and basic evaluation , 2013, Climate Dynamics.

[48]  T. Barnett,et al.  The ACPI Project, Element 1: Initializing a Coupled Climate Model from Observed Conditions , 2004 .

[49]  Donald J. Cavalieri,et al.  Deriving long‐term time series of sea ice cover from satellite passive‐microwave multisensor data sets , 1999 .

[50]  A. Troccoli,et al.  Ensemble decadal predictions from analysed initial conditions , 2007, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[51]  Jinlun Zhang,et al.  Increasing Antarctic Sea Ice under Warming Atmospheric and Oceanic Conditions , 2007 .

[52]  S. Stammerjohn,et al.  Trends in Antarctic annual sea ice retreat and advance and their relation to El Niño–Southern Oscillation and Southern Annular Mode variability , 2008 .

[53]  J. Dufresne,et al.  Aerosol and ozone changes as forcing for climate evolution between 1850 and 2100 , 2013, Climate Dynamics.

[54]  Eugenia Kalnay,et al.  Atmospheric Modeling, Data Assimilation and Predictability , 2002 .

[55]  Toru Nozawa,et al.  Future changes in tropospheric ozone under Representative Concentration Pathways (RCPs) , 2011 .

[56]  Yu Yong-qiang,et al.  Analysis of Decadal Climate Variability in the Tropical Pacific by Coupled GCM , 2011 .

[57]  D. Gallaher,et al.  New estimates of Arctic and Antarctic sea ice extent during September 1964 from recovered Nimbus I satellite imagery , 2013 .

[58]  M. Collins,et al.  The internal climate variability of HadCM3, a version of the Hadley Centre coupled model without flux adjustments , 2001 .

[59]  M. Holland,et al.  Constraining projections of summer Arctic sea ice , 2012 .

[60]  M. Holland,et al.  Twentieth century simulation of the southern hemisphere climate in coupled models. Part II: sea ice conditions and variability , 2006 .

[61]  Donald J. Cavalieri,et al.  30‐Year satellite record reveals contrasting Arctic and Antarctic decadal sea ice variability , 2003 .

[62]  Lawrence L. Takacs,et al.  Data Assimilation Using Incremental Analysis Updates , 1996 .

[63]  Marika M. Holland,et al.  Inter‐annual to multi‐decadal Arctic sea ice extent trends in a warming world , 2011 .

[64]  L. Polvani,et al.  Antarctic climate response to stratospheric ozone depletion in a fine resolution ocean climate model , 2012 .

[65]  Jens Kattge,et al.  Will the tropical land biosphere dominate the climate–carbon cycle feedback during the twenty-first century? , 2007 .

[66]  C. Deser,et al.  Communication of the role of natural variability in future North American climate , 2012 .

[67]  Johanna Baehr,et al.  Multiyear Prediction of Monthly Mean Atlantic Meridional Overturning Circulation at 26.5°N , 2012, Science.

[68]  M. Holland,et al.  Trends in Arctic sea ice extent from CMIP5, CMIP3 and observations , 2012 .

[69]  D. Cavalieri,et al.  Arctic Sea Ice Variability and Trends, 1979-2006 , 2013 .

[70]  G. Flato,et al.  Sea-ice and its response to CO2 forcing as simulated by global climate models , 2004 .

[71]  M. England,et al.  Projected Changes to the Southern Hemisphere Ocean and Sea Ice in the IPCC AR4 Climate Models , 2009 .

[72]  Toru Nozawa,et al.  MIROC4h—A New High-Resolution Atmosphere-Ocean Coupled General Circulation Model , 2012 .

[73]  J. Curry,et al.  Accelerated warming of the Southern Ocean and its impacts on the hydrological cycle and sea ice , 2010, Proceedings of the National Academy of Sciences.

[74]  E. Guilyardi,et al.  Initialisation and predictability of the AMOC over the last 50 years in a climate model , 2013, Climate Dynamics.