Y. Adachi, S. Yukimoto, M. Deushi, A. Obata, H. Nakano et al., Basic performance of a new earth system model of the Meteorological Research Institute (MRI-ESM1), Basic performance of a new earth system model of the Meteorological Research Institute (MRI-ESM1), pp.1-18, 2013.
DOI : 10.2467/mripapers.64.1

A. Anav, P. Friedlingstein, M. Kidston, L. Bopp, P. Ciais et al., Evaluating the Land and Ocean Components of the Global Carbon Cycle in the CMIP5 Earth System Models, Journal of Climate, vol.26, issue.18, pp.6801-6843, 2013.
DOI : 10.1175/JCLI-D-12-00417.1

O. D. Andrews, N. L. Bindoff, P. R. Halloran, T. Ilyina, L. Quéré et al., Detecting an external influence on recent changes in oceanic oxygen using an optimal fingerprinting method, Biogeosciences, vol.105194, pp.1799-181310, 1799.

D. Archer, B. Buffett, and V. Brovkin, Ocean methane hydrates as a slow tipping point in the global carbon cycle, Proceedings of the National Academy of Sciences, vol.106, issue.49, pp.20596-20601, 2009.
DOI : 10.1073/pnas.0800885105

V. K. Arora, G. J. Boer, P. Friedlingstein, M. Eby, C. D. Jones et al., Carbon???Concentration and Carbon???Climate Feedbacks in CMIP5 Earth System Models, Carbon?Concentration and Carbon?Climate Feedbacks in CMIP5 Earth System Models, pp.5289-5314, 2013.
DOI : 10.1175/JCLI-D-12-00494.1

O. Aumont and L. Bopp, Globalizing results from ocean in situ iron fertilization studies, Global Biogeochemical Cycles, vol.32, issue.2, pp.2017-2027, 2006.
DOI : 10.1029/2005GB002591
URL : https://hal.archives-ouvertes.fr/hal-00138103

O. Aumont, J. Orr, D. Jamous, P. Monfray, O. Marti et al., A degradation approach to accelerate simulations to steady-state in a 3-D tracer transport model of the global ocean, Climate Dynamics, vol.14, issue.2, pp.101-116, 1998.
DOI : 10.1007/s003820050212
URL : https://hal.archives-ouvertes.fr/hal-00772199

O. Aumont, J. C. Orr, P. Monfray, W. Ludwig, P. Amiotte-suchet et al., Riverine-driven interhemispheric transport of carbon, Global Biogeochemical Cycles, vol.40, issue.2, pp.393-40510, 2001.
DOI : 10.1029/1999GB001238

O. Aumont, E. Maier-reimer, S. Blain, and P. Monfray, An ecosystem model of the global ocean including Fe, Si, P colimitations, Global Biogeochemical Cycles, vol.50, issue.3, pp.10-1029, 1060.
DOI : 10.1029/2001GB001745

L. Bopp, L. Resplandy, J. C. Orr, S. C. Doney, J. P. Dunne et al., Multiple stressors of ocean ecosystems in the 21st century: projections with CMIP5 models, Biogeosciences, vol.105194, pp.6225-624510, 2013.

P. W. Boyd, S. T. Lennartz, D. M. Glover, and S. C. Doney, Biological ramifications of climate-change-mediated oceanic multi-stressors, Nature Climate Change, vol.116, issue.1, pp.71-79, 2015.
DOI : 10.1093/plankt/fbt110

C. S. Bretherton, M. Widmann, V. P. Dymnikov, J. M. Wallace, and I. Bladé, The Effective Number of Spatial Degrees of Freedom of a Time-Varying Field, TENOSD>2.0.CO, pp.10-1175, 1990.
DOI : 10.1175/1520-0442(1999)012<1990:TENOSD>2.0.CO;2

V. Brovkin, S. J. Lorenz, J. Jungclaus, T. Raddatz, C. Timmreck et al., Sensitivity of a coupled climate-carbon cycle model to large volcanic eruptions during the last millennium, Tellus B: Chemical and Physical Meteorology, vol.19, issue.5, pp.674-681, 2010.
DOI : 10.15710.11029/12007g1030524.

K. Bryan, Accelerating the Convergence to Equilibrium of Ocean-Climate Models, Journal of Physical Oceanography, vol.14, issue.4, pp.666-673, 1984.
DOI : 10.1175/1520-0485(1984)014<0666:ATCTEO>2.0.CO;2

A. Cabré, I. Marinov, R. Bernardello, and D. Bianchi, Oxygen minimum zones in the tropical Pacific across CMIP5 models: mean state differences and climate change trends, Biogeosciences, vol.125194, pp.5429-545410, 2015.

W. W. Cheung, J. L. Sarmiento, J. P. Dunne, T. L. Frölicher, V. W. Lam et al., Shrinking of fishes exacerbates impacts of global ocean changes on marine ecosystems, Nature Climate Change, vol.23, issue.3, pp.1-510, 1038.
DOI : 10.1038/nclimate1691

V. Cocco, F. Joos, M. Steinacher, T. L. Frölicher, L. Bopp et al., Oxygen and indicators of stress for marine life in multi-model global warming projections, Biogeosciences, vol.105194, pp.1849-186810, 1849.

W. J. Collins, N. Bellouin, M. Doutriaux-boucher, N. Gedney, P. Halloran et al., Development and evaluation of an Earth-System model ? HadGEM2, Geosci. Model Dev, vol.45194, pp.1051-107510, 1051.

P. M. Cox, D. Pearson, B. B. Booth, P. Friedlingstein, C. Huntingford et al., Sensitivity of tropical carbon to climate change constrained by carbon dioxide variability, Nature, vol.458, issue.7437, pp.341-34410, 1038.
DOI : 10.1038/nature11882

D. Dalmonech, A. M. Foley, A. Anav, P. Friedlingstein, A. D. Friend et al., Challenges and opportunities to reduce uncertainty in projections of future atmospheric CO₂: a combined marine and terrestrial biosphere perspective, Biogeosciences Discussions, vol.11, issue.2, pp.2083-215310, 2014.
DOI : 10.5194/bgd-11-2083-2014

H. J. De-baar and J. T. De-jong, The biogeochemistry of iron in seawater, 2001.

S. C. Doney, The Growing Human Footprint on Coastal and Open-Ocean Biogeochemistry, Science, vol.328, issue.5985, pp.1512-1516, 2010.
DOI : 10.1126/science.1185198

S. C. Doney, K. Lindsay, K. Caldeira, J. Campin, H. Drange et al., Evaluating global ocean carbon models: The importance of realistic physics, Global Biogeochemical Cycles, vol.10, issue.2, p.301710, 1029.
DOI : 10.1029/2003GB002150
URL : https://hal.archives-ouvertes.fr/hal-00770786

S. C. Doney, I. Lima, J. K. Moore, K. Lindsay, M. J. Behrenfeld et al., Skill metrics for confronting global upper ocean ecosystem-biogeochemistry models against field and remote sensing data, Journal of Marine Systems, vol.76, issue.1-2, pp.95-112, 2009.
DOI : 10.1016/j.jmarsys.2008.05.015

S. C. Doney, M. Ruckelshaus, E. Duffy, J. Barry, J. P. Chan et al., Climate Change Impacts on Marine Ecosystems, Annual Review of Marine Science, vol.4, issue.1, pp.11-3710, 2012.
DOI : 10.1146/annurev-marine-041911-111611

C. O. Dufour, J. L. Sommer, M. Gehlen, J. C. Orr, J. Molines et al., flux during positive phases of the Southern Annular Mode, Global Biogeochemical Cycles, vol.13, issue.C5, pp.950-961, 2013.
DOI : 10.1002/gbc.20090

J. Dufresne, M. A. Foujols, S. Denvil, A. Caubel, O. Marti et al., Climate change projections using the IPSL-CM5 Earth System Model: from CMIP3 to CMIP5, and Vuichard, N.: Climate change projections using the IPSL-CM5 Earth System Model: from CMIP3 to CMIP5, pp.2123-216510, 1007.
DOI : 10.1007/s00382-012-1636-1
URL : https://hal.archives-ouvertes.fr/hal-00794170

J. P. Dunne, J. G. John, A. J. Adcroft, S. M. Griffies, R. W. Hallberg et al., GFDL???s ESM2 Global Coupled Climate???Carbon Earth System Models. Part I: Physical Formulation and Baseline Simulation Characteristics, Journal of Climate, vol.25, issue.19, pp.6646-6665, 2013.
DOI : 10.1175/JCLI-D-11-00560.1

J. C. Duplessy, E. Bard, M. Arnold, N. J. Shackleton, J. Duprat et al., How fast did the ocean???atmosphere system run during the last deglaciation?, Earth and Planetary Science Letters, vol.103, issue.1-4, pp.27-4010, 1991.
DOI : 10.1016/0012-821X(91)90147-A

T. Fichefet, M. A. Maqueda, M. J. Follows, S. Dutkiewicz, S. Grant et al., Sensitivity of a global sea ice model to the treatment of ice thermodynamics and dynamics, Journal of Geophysical Research: Oceans, vol.43, issue.C6, pp.12609-12646, 1997.
DOI : 10.1029/97JC00480

P. Friedlingstein, M. Meinshausen, V. K. Arora, C. D. Jones, A. Anav et al., Uncertainties in CMIP5 Climate Projections due to Carbon Cycle Feedbacks, Journal of Climate, vol.27, issue.2, pp.511-526, 2013.
DOI : 10.1175/JCLI-D-12-00579.1

M. A. Friedrichs, J. A. Dusenberry, L. A. Anderson, R. A. Armstrong, F. Chai et al., Assessment of skill and portability in regional marine biogeochemical models: Role of multiple planktonic groups, Journal of Geophysical Research, vol.60, issue.D7, p.10, 1029.
DOI : 10.1029/2006JC003852

T. L. Frölicher, J. L. Sarmiento, D. J. Paynter, J. P. Dunne, J. P. Krasting et al., Dominance of the Southern Ocean in Anthropogenic Carbon and Heat Uptake in CMIP5 Models, Journal of Climate, vol.28, issue.2, pp.862-886, 2014.
DOI : 10.1175/JCLI-D-14-00117.1

M. Gerber and F. Joos, Carbon sources and sinks from an Ensemble Kalman Filter ocean data assimilation, Global Biogeochemical Cycles, vol.58, issue.11, pp.10-1029, 2010.
DOI : 10.1029/2009GB003531

A. Gnanadesikan, Oceanic ventilation and biogeochemical cycling: Understanding the physical mechanisms that produce realistic distributions of tracers and productivity, Global Biogeochemical Cycles, vol.107, issue.C6, pp.401010-1029, 2004.
DOI : 10.1029/2003GB002097

N. Gruber, Warming up, turning sour, losing breath: ocean biogeochemistry under global change, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, vol.307, issue.5716, 1980.
DOI : 10.1126/science.1106663

N. Gruber and J. N. Galloway, An Earth-system perspective of the global nitrogen cycle, Nature, vol.310, issue.7176, pp.293-296, 2008.
DOI : 10.1038/nature06592

T. Hajima, M. Kawamiya, M. Watanabe, E. Kato, K. Tachiiri et al., Modeling in Earth system science up to and beyond IPCC AR5, Progress in Earth and Planetary Science, pp.29-2510, 2014.

C. Heinze, E. Maier-reimer, A. Winguth, and D. Archer, A global oceanic sediment model for long-term climate studies, Global Biogeochemical Cycles, vol.68, issue.49, pp.221-250, 1999.
DOI : 10.1029/98GB02812

M. Heinze and T. Ilyina, Ocean biogeochemistry in the warm climate of the late Paleocene, Clim. Past, vol.115194, issue.10, pp.63-79, 2015.

S. A. Henson, J. L. Sarmiento, J. P. Dunne, L. Bopp, I. Lima et al., Detection of anthropogenic climate change in satellite records of ocean chlorophyll and productivity, Biogeosciences, vol.7, issue.2, pp.621-64010, 2010.
DOI : 10.5194/bg-7-621-2010

W. Hobbs, M. D. Palmer, and D. Monselesan, An Energy Conservation Analysis of Ocean Drift in the CMIP5 Global Coupled Models, Journal of Climate, vol.29, issue.5, pp.1639-1653, 2015.
DOI : 10.1175/JCLI-D-15-0477.s1

F. Hourdin, I. Musat, S. Bony, P. Braconnot, F. Codron et al., The LMDZ4 general circulation model: climate performance and sensitivity to parametrized physics with emphasis on tropical convection, Climate Dynamics, vol.19, issue.16, pp.787-813, 2006.
DOI : 10.1007/s00382-006-0158-0
URL : https://hal.archives-ouvertes.fr/hal-00113202

T. Ilyina, K. D. Six, J. Segschneider, E. Maier-reimer, H. Li et al., Global ocean biogeochemistry model HAMOCC: Model architecture and performance as component of the MPI-Earth system model in different CMIP5 experimental realizations, Journal of Advances in Modeling Earth Systems, vol.49, issue.17, pp.287-31510, 2013.
DOI : 10.1029/2012MS000178

T. F. Stoker, D. Qin, G. Plattner, M. Tignor, S. K. Allen et al., The Physical Science Basis, IPCC: Climate Change 2013, 2013.

T. Ito and C. Deutsch, Variability of the oxygen minimum zone in the tropical North Pacific during the late twentieth century, Global Biogeochemical Cycles, vol.75, issue.2, pp.1119-112810, 2013.
DOI : 10.1002/2013GB004567

T. Ito, M. Woloszyn, and M. Mazloff, Anthropogenic carbon dioxide transport in the Southern Ocean driven by Ekman flow, Nature, vol.19, issue.7277, pp.80-8310, 2010.
DOI : 10.1038/nature08687

T. Jickells and L. Spokes, The biogeochemistry of iron in seawater, 2001.

K. Johnson, F. Chavez, and G. Friederich, Continental-shelf sediment as a primary source of iron for coastal phytoplankton, Nature, vol.398, issue.6729, pp.697-700, 1999.
DOI : 10.1038/19511

R. F. Keeling, A. Körtzinger, and N. Gruber, Ocean Deoxygenation in a Warming World, Annual Review of Marine Science, vol.2, issue.1, pp.199-229, 2009.
DOI : 10.1146/annurev.marine.010908.163855

N. S. Keenlyside, M. Latif, J. Jungclaus, L. Kornblueh, and E. Roeckner, Advancing decadal-scale climate prediction in the North Atlantic sector, Nature, vol.19, issue.7191, pp.84-8810, 2008.
DOI : 10.1038/nature06921

K. M. Keller, F. Joos, R. , and C. C. , Time of emergence of trends in ocean biogeochemistry, Biogeosciences, vol.11, issue.13, pp.3647-365910, 2014.
DOI : 10.5194/bg-11-3647-2014

R. Key, A. Kozyr, C. Sabine, K. Lee, R. Wanninkhof et al., A global ocean carbon climatology: Results from Global Data Analysis Project (GLODAP), Global Biogeochemical Cycles, vol.31, issue.3, pp.403110-1029, 2004.
DOI : 10.1029/2004GB002247

S. Khatiwala, Fast spin up of Ocean biogeochemical models using matrix-free Newton???Krylov, Ocean Modelling, vol.23, issue.3-4, pp.121-129, 2008.
DOI : 10.1016/j.ocemod.2008.05.002

S. Khatiwala, M. Visbeck, and M. A. Cane, Accelerated simulation of passive tracers in ocean circulation models, Ocean Model, pp.51-69, 2005.

H. Kim, P. J. Webster, and J. A. Curry, Evaluation of short-term climate change prediction in multi-model CMIP5 decadal hindcasts, Geophysical Research Letters, vol.131, issue.10, pp.10-1029, 2012.
DOI : 10.1256/qj.04.176

R. Knutti, D. Masson, and A. Gettelman, Climate model genealogy: Generation CMIP5 and how we got there, Geophysical Research Letters, vol.39, issue.15, pp.1194-1199, 2013.
DOI : 10.1038/NCLIMATE1716

C. D. Koven, J. Q. Chambers, K. Georgiou, R. Knox, R. Negron-juarez et al., Controls on terrestrial carbon feedbacks by productivity versus turnover in the CMIP5 Earth System Models, Biogeosciences, vol.12, issue.17, pp.5211-522810, 2015.
DOI : 10.5194/bg-12-5211-2015

I. Kriest and A. Oschlies, MOPS-1.0: towards a model for the regulation of the global oceanic nitrogen budget by marine biogeochemical processes, Geoscientific Model Development, vol.8, issue.9, pp.2929-295710, 2015.
DOI : 10.5194/gmd-8-2929-2015-supplement

G. Krinner, N. Viovy, N. De-noblet-ducoudré, J. Ogée, J. Polcher et al., A dynamic global vegetation model for studies of the coupled atmosphere-biosphere system, Global Biogeochem, Cy, vol.19, pp.1-33, 2005.

C. Laufkötter, M. Vogt, N. Gruber, M. Aita-noguchi, O. Aumont et al., Drivers and uncertainties of future global marine primary production in marine ecosystem models, Biogeosciences, vol.125194, pp.6955-698410, 2015.

P. Lehodey, J. Alheit, M. Barange, T. Baumgartner, G. Beaugrand et al., Climate Variability, Fish, and Fisheries, Journal of Climate, vol.19, issue.20, pp.5009-5030, 2006.
DOI : 10.1175/JCLI3898.1

S. Levitus and T. Boyer, World ocean atlas, Temperature , PB?95-270112/XAB, National Environmental Satellite , Data, and Information Service, 1994.

S. Levitus, M. E. Conkright, J. L. Reid, R. G. Najjar, and A. Mantyla, Distribution of nitrate, phosphate and silicate in the world oceans, Progress in Oceanography, vol.31, issue.3, pp.245-273, 1993.
DOI : 10.1016/0079-6611(93)90003-V

S. Levitus, J. I. Antonov, O. K. Baranova, T. P. Boyer, C. L. Coleman et al., The World Ocean Database TI, Data Science Journal, vol.12, pp.229-234, 2013.

M. Lévy, M. Lengaigne, L. Bopp, E. M. Vincent, G. Madec et al., Contribution of tropical cyclones to the air-sea CO 2 flux: A global view, Global Biogeochem . Cy, pp.10-1029, 2012.

W. Ludwig, J. Probst, and S. Kempe, Predicting the oceanic input of organic carbon by continental erosion, Global Biogeochemical Cycles, vol.38, issue.B7, pp.23-41, 1996.
DOI : 10.1029/95GB02925

G. Madec, NEMO ocean engine, Institut Pierre-Simon Laplace (IPSL), France, available at: http://www.nemo-ocean.eu/ About-NEMO/Reference-manuals (last access, 2008.

E. Maier-reimer, Geochemical cycles in an ocean general circulation model. Preindustrial tracer distributions, Global Biogeochemical Cycles, vol.68, issue.C9, pp.645-677, 1993.
DOI : 10.1029/93GB01355

E. Maier-reimer and K. Hasselmann, Transport and storage of CO2 in the ocean ??an inorganic ocean-circulation carbon cycle model, Climate Dynamics, vol.49, issue.C6, pp.63-90, 1987.
DOI : 10.1007/BF01054491

I. Marinov, A. Gnanadesikan, J. L. Sarmiento, J. R. Toggweiler, M. Follows et al., Impact of oceanic circulation on biological carbon storage in the ocean and atmospheric pCO 2, Global Biogeochem. Cy, vol.22, pp.300710-1029, 2008.

F. Massonnet, T. Fichefet, H. Goosse, C. M. Bitz, G. Philippon-berthier et al., Constraining projections of summer Arctic sea ice, The Cryosphere, pp.1383-139410, 1383.

D. Matei, J. Baehr, J. H. Jungclaus, H. Haak, W. A. Muller et al., Multiyear Prediction of Monthly Mean Atlantic Meridional Overturning Circulation at 26.5 ? N, Science, pp.76-79, 2012.

E. Mawji, R. Schlitzer, and E. M. Dodas, The GEOTRACES Intermediate Data Product, Marine Chemistry, vol.177, issue.1, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01491331

G. A. Meehl, L. Goddard, G. Boer, R. Burgman, G. Branstator et al., Decadal Climate Prediction: An Update from the Trenches, Bulletin of the American Meteorological Society, vol.95, issue.2, pp.243-267, 2013.
DOI : 10.1175/BAMS-D-12-00241.1
URL : https://hal.archives-ouvertes.fr/hal-01496421

G. A. Meehl, R. Moss, K. E. Taylor, V. Eyring, R. J. Stouffer et al., Climate Model Intercomparisons: Preparing for the Next Phase, Eos, Transactions American Geophysical Union, vol.95, issue.9, pp.77-7810, 2014.
DOI : 10.1002/2014EO090001

R. Séférian, Inconsistent strategies to spin up models in CMIP5

J. Mignot, D. Swingedouw, J. Deshayes, O. Marti, C. Talandier et al., On the evolution of the oceanic component of the IPSL climate models from CMIP3 to CMIP5: A mean state comparison, Ocean Modelling, vol.72, pp.167-184, 2013.
DOI : 10.1016/j.ocemod.2013.09.001
URL : https://hal.archives-ouvertes.fr/hal-00941568

J. Moore, S. Doney, J. Kleypas, D. Glover, and I. Fung, An intermediate complexity marine ecosystem model for the global domain, Deep Sea Research Part II: Topical Studies in Oceanography, vol.49, issue.1-3, pp.403-462, 2002.
DOI : 10.1016/S0967-0645(01)00108-4

J. Moore, S. Doney, L. , and K. , Upper ocean ecosystem dynamics and iron cycling in a global threedimensional model, Global Biogeochem. Cy, vol.18, pp.402810-1029, 2004.

J. C. Orr, Global Ocean Storage of Anthropogenic Carbon (GOSAC), final report, EC Environ. and Clim

T. J. Phillips, G. L. Potter, D. L. Williamson, R. T. Cederwall, J. S. Boyle et al., Evaluating Parameterizations in General Circulation Models: Climate Simulation Meets Weather Prediction, Bulletin of the American Meteorological Society, vol.85, issue.12, pp.1903-191510, 2004.
DOI : 10.1175/BAMS-85-12-1903

L. Resplandy, L. Bopp, J. C. Orr, and J. P. Dunne, Role of mode and intermediate waters in future ocean acidification: Analysis of CMIP5 models, Geophysical Research Letters, vol.99, issue.7, pp.3091-3095, 2013.
DOI : 10.1175/BAMS-D-11-00094.1

L. Resplandy, R. Séférian, and L. Bopp, fluxes: What can we learn from centuries-long climate models simulations?, Journal of Geophysical Research: Oceans, vol.119, issue.1, pp.384-40410, 2015.
DOI : 10.1002/2013JG002591

K. B. Rodgers, J. Lin, and T. L. Frölicher, Emergence of multiple ocean ecosystem drivers in a large ensemble suite with an Earth system model, Biogeosciences, vol.125194, pp.3301-332010, 2015.

A. Romanou, W. W. Gregg, J. Romanski, M. Kelley, R. Bleck et al., Natural air-sea flux of CO 2 in simulations of the NASA-GISS climate model: Sensitivity to the physical ocean model formulation. Ocean Model, pp.26-44, 2013.

A. Romanou, J. Romanski, G. , and W. W. , Natural ocean carbon cycle sensitivity to parameterizations of the recycling in a climate model, Biogeosciences, vol.11, issue.4, pp.1137-1154, 1137.
DOI : 10.5194/bg-11-1137-2014

K. A. Rose, B. M. Roth, and E. P. Smith, Skill assessment of spatial maps for oceanographic modeling, Journal of Marine Systems, vol.76, issue.1-2, pp.34-48, 2009.
DOI : 10.1016/j.jmarsys.2008.05.013

T. Roy, L. Bopp, M. Gehlen, B. Schneider, P. Cadule et al., on Future Ocean Carbon Uptake: A Multimodel Linear Feedback Analysis, Journal of Climate, vol.24, issue.9, pp.2300-231810, 2011.
DOI : 10.1175/2010JCLI3787.1

J. Schwinger, J. F. Tjiputra, C. Heinze, L. Bopp, J. R. Christian et al., Nonlinearity of Ocean Carbon Cycle Feedbacks in CMIP5 Earth System Models, Journal of Climate, vol.27, issue.11, pp.3869-3888, 2014.
DOI : 10.1175/JCLI-D-13-00452.1

R. Séférian, D. Iudicone, L. Bopp, T. Roy, and G. Madec, Fluxes: The Southern Ocean, Journal of Climate, vol.25, issue.11, pp.3894-3908, 2012.
DOI : 10.1175/JCLI-D-11-00291.1

R. Séférian, L. Bopp, M. Gehlen, J. Orr, C. Ethé et al., Skill assessment of three earth system models with common marine biogeochemistry, Climate Dynamics, vol.88, issue.4, pp.2549-257310, 2013.
DOI : 10.1007/s00382-012-1362-8

R. Séférian, A. Ribes, and L. Bopp, Detecting the anthropogenic influences on recent changes in ocean carbon uptake, Geophysical Research Letters, vol.369, issue.1943, pp.5968-597710, 2014.
DOI : 10.1098/rsta.2011.0060

R. Séférian, C. Delire, B. Decharme, A. Voldoire, D. Salas-y-melia et al., Development and evaluation of CNRM Earth system model ? CNRM-ESM1, Geosci. Model Dev, vol.95194, pp.1423-145310, 1423.

S. Gupta, A. S. Muir, L. C. Brown, J. N. Phipps, S. J. Durack et al., Climate Drift in the CMIP3 Models, Journal of Climate, vol.25, issue.13, pp.4621-4640, 2012.
DOI : 10.1175/JCLI-D-11-00312.1

S. Gupta, A. S. Jourdain, N. C. Brown, J. N. Monselesan, and D. , Climate Drift in the CMIP5 Models*, Journal of Climate, vol.26, issue.21, pp.8597-8615, 2013.
DOI : 10.1175/JCLI-D-12-00521.s1

J. Servonnat, J. Mignot, E. Guilyardi, D. Swingedouw, R. Séférian et al., Reconstructing the subsurface ocean decadal variability using surface nudging in a perfect model framework, Climate Dynamics, vol.57, issue.4, pp.1-2410, 2014.
DOI : 10.1007/s00382-014-2184-7
URL : https://hal.archives-ouvertes.fr/hal-01135684

D. M. Smith, S. Cusack, A. W. Colman, C. K. Folland, G. R. Harris et al., Improved Surface Temperature Prediction for the Coming Decade from a Global Climate Model, Science, vol.317, issue.5839, pp.796-799, 2007.
DOI : 10.1126/science.1139540

M. J. Smith, P. I. Palmer, D. W. Purves, M. C. Vanderwel, V. Lyutsarev et al., Changing How Earth System Modeling is Done to Provide More Useful Information for Decision Making, Science, and Society, Bulletin of the American Meteorological Society, vol.95, issue.9, pp.1453-146410, 1175.
DOI : 10.1175/BAMS-D-13-00080.1

M. Steinacher, F. Joos, T. L. Frölicher, L. Bopp, P. Cadule et al., Projected 21st century decrease in marine productivity: a multi-model analysis, Biogeosciences, vol.75194, pp.979-100510, 2010.

R. J. Stouffer, A. J. Weaver, and M. Eby, A method for obtaining pre-twentieth century initial conditions for use in climate change studies, Climate Dynamics, vol.23, issue.3-4, pp.327-339, 2004.
DOI : 10.1007/s00382-004-0446-5

P. Wallhead, Skill assessment for coupled biological/physical models of marine systems, J. Marine Syst, vol.76, pp.4-15, 2009.

D. Swingedouw, J. Mignot, S. Labetoulle, E. Guilyardi, and G. Madec, Initialisation and predictability of the AMOC over the last 50??years in a climate model, Climate Dynamics, vol.14, issue.1???2, pp.2381-239910, 2013.
DOI : 10.1007/s00382-012-1516-8
URL : https://hal.archives-ouvertes.fr/hal-00833022

A. Tagliabue and C. Völker, Towards accounting for dissolved iron speciation in global ocean models, Biogeosciences, vol.85194, issue.10, pp.3025-3039, 2011.

A. Tagliabue, L. Bopp, and M. Gehlen, The response of marine carbon and nutrient cycles to ocean acidification: Large uncertainties related to phytoplankton physiological assumptions, Global Biogeochemical Cycles, vol.35, issue.6, pp.10-1029, 2011.
DOI : 10.1029/2010GB003929

T. Takahashi, W. Broecker, and S. Langer, Redfield ratio based on chemical data from isopycnal surfaces, Journal of Geophysical Research, vol.5, issue.C4, pp.6907-6924, 1985.
DOI : 10.1029/JC090iC04p06907

T. Tanhua, A. Koertzinger, K. Friis, D. W. Waugh, W. et al., An estimate of anthropogenic CO 2 inventory from decadal changes in oceanic carbon content, Natl. Acad. Sci. USA, pp.3037-3042, 2007.

I. Tegen and I. Fung, Contribution to the atmospheric mineral aerosol load from land surface modification, Journal of Geophysical Research, vol.92, issue.D9, pp.18707-18726, 1995.
DOI : 10.1029/95JD02051

J. F. Tjiputra, C. Roelandt, M. Bentsen, D. M. Lawrence, T. Lorentzen et al., Evaluation of the carbon cycle components in the Norwegian Earth System Model (NorESM), Geosci. Model Dev, pp.301-32510, 2013.

J. F. Tjiputra, A. Olsen, L. Bopp, A. Lenton, B. Pfeil et al., Long-term surface pCO 2 trends from observations and models, Tellus B, vol.66, pp.151-16810, 2014.

M. Vancoppenolle, L. Bopp, G. Madec, J. P. Dunne, T. Ilyina et al., Future Arctic Ocean primary productivity from CMIP5 simulations: Uncertain outcome, but consistent mechanisms, Global Biogeochemical Cycles, vol.34, issue.4, pp.605-619, 2013.
DOI : 10.1002/gbc.20055
URL : https://hal.archives-ouvertes.fr/hal-01406230

M. Vichi, E. Manzini, P. G. Fogli, A. Alessandri, L. Patara et al., Global and regional ocean carbon uptake and climate change: sensitivity to a substantial mitigation scenario, Climate Dynamics, vol.19, issue.9, pp.1929-194710, 2011.
DOI : 10.1007/s00382-011-1079-0

E. M. Volodin, N. A. Dianskii, and A. V. Gusev, Simulating present-day climate with the INMCM4.0 coupled model of the atmospheric and oceanic general circulations, Izvestiya, Atmospheric and Oceanic Physics, vol.46, issue.4, pp.414-43110, 2010.
DOI : 10.1134/S000143381004002X

G. Walin, J. Hieronymus, and J. Nycander, Source-related variables for the description of the oceanic carbon system, Geochemistry, Geophysics, Geosystems, vol.106, issue.6, pp.3675-368710, 2014.
DOI : 10.1002/2014GC005383

R. Wanninkhof, Relationship between wind speed and gas exchange over the ocean, Journal of Geophysical Research, vol.35, issue.C5, pp.7373-7382, 1992.
DOI : 10.1029/92JC00188

P. Wassmann, C. M. Duarte, S. Agustí, and M. K. Sejr, Footprints of climate change in the Arctic marine ecosystem, Global Change Biology, vol.114, issue.2, pp.1235-1249, 2010.
DOI : 10.1111/j.1365-2486.2010.02311.x

S. Watanabe, T. Hajima, K. Sudo, T. Nagashima, T. Takemura et al., MIROC-ESM 2010: model description and basic results of CMIP5-20c3m experiments, Geoscientific Model Development, vol.4, issue.4, pp.845-87210, 2011.
DOI : 10.5194/gmd-4-845-2011

S. Wenzel, P. M. Cox, V. Eyring, and P. Friedlingstein, Emergent constraints on climate-carbon cycle feedbacks in the CMIP5 Earth system models, Journal of Geophysical Research: Biogeosciences, vol.77, issue.1, pp.794-80710, 2014.
DOI : 10.1016/j.pocean.2008.01.007

T. Wu, W. Li, J. Ji, X. Xin, L. Li et al., Global carbon budgets simulated by the Beijing Climate Center Climate System Model for the last century Wunsch, C. and Heimbach, P.: Practical global oceanic state estimation How long to oceanic tracer and proxy equilibrium?, J. Geophys. Res.-Atmos. Physica D Quaternary Sci. Rev, vol.118, issue.27, pp.4326-4347, 2007.

A. Yool, A. Oschlies, A. J. Nurser, and N. Gruber, A modelbased assessment of the TrOCA approach for estimating anthropogenic carbon in the ocean, Biogeosciences, vol.75194, pp.723-75110, 2010.

A. Yool, E. E. Popova, A. , and T. R. , MEDUSA-2.0: an intermediate complexity biogeochemical model of the marine carbon cycle for climate change and ocean acidification studies, Geosci. Model Dev, pp.1767-181110, 1767.

R. E. Zeebe and D. A. Wolf-gladrow, CO 2 in seawater: equilibrium , kinetics, isotopes, Oceanography Book Series, 2001.