Inconsistent strategies to spin up models in CMIP5: Implications for ocean biogeochemical model performance assessment

Geoscientific Model Development

Volumn 9, Issue 5, 2016, Pages 1827-1851

  Séférian, Roland ^a   Gehlen, Marion ^b   Bopp, Laurent ^b   Resplandy, Laure ^b,c   Orr, James C ^b   Marti, Olivier ^b   Dunne, John P ^d   Christian, James R ^e   Doney, Scott C ^f   Ilyina, Tatiana ^g   Lindsay, Keith ^h   Halloran, Paul R ⁱ   Heinze, Christoph ^j,k   Segschneider, Joachim ^l   Tjiputra, Jerry ^k   Aumont, Olivier ^m   Romanou, Anastasia ^n,o  

^a CENTRE NATIONAL DE RECHERCHES MÉTÉOROLOGIQUES   (France)

^b LABORATOIRE DES SCIENCES DU CLIMAT ET DE L ENVIRONNEMENT   (France)

^c UNIVERSITY OF CALIFORNIA   (United States)

^d NOAA EARTH SYSTEM RESEARCH LABORATORY   (United States)

^e FISHERIES AND OCEANS CANADA   (Canada)

^f WOODS HOLE OCEANOGRAPHIC INSTITUTION   (United States)

^g MAX PLANCK INSTITUTE FOR METEOROLOGY   (Germany)

^h NATIONAL CENTER FOR ATMOSPHERIC RESEARCH   (United States)

ⁱ UNIVERSITY OF EXETER   (United Kingdom)

^j UNIVERSITY OF BERGEN   (Norway)

^k BJERKNES CENTRE FOR CLIMATE RESEARCH   (Norway)

^l UNIVERSITY OF KIEL   (Germany)

^m SORBONNE UNIVERSITÉ   (France)

ⁿ Columbia University ^*  (United States)

^o Och Spine at New York Presbyterian Hospitals   (United States)

more..

Author keywords

[No Author keywords available]

Indexed keywords

ASSESSMENT METHOD; BIOGEOCHEMISTRY; CARBON CYCLE; CLIMATE CHANGE; CLIMATE EFFECT; CLIMATE MODELING; EQUILIBRIUM; MARINE ENVIRONMENT; PERFORMANCE ASSESSMENT; TRACER;

EID: 84969895468     PISSN: 1991959X     EISSN: 19919603     Source Type: Journal    
DOI: 10.5194/gmd-9-1827-2016     Document Type: Article

References (135)

1. Adachi, Y., Yukimoto, S., Deushi, M., Obata, A., Nakano, H., Tanaka, T. Y., Hosaka, M., Sakami, T., Yoshimura, H., Hirabara, M., Shindo, E., Tsujino, H., Mizuta, R., Yabu, S., Koshiro, T., Ose, T., and Kitoh, A.: Basic performance of a new earth system model of the Meteorological Research Institute (MRI-ESM1), Pap. Meteorol. Geophys., 64, 1-18, doi:10.2467/mripapers.64.1, 2013.
2. Anav, A., Friedlingstein, P., Kidston, M., Bopp, L., Ciais, P., Cox, P., Jones, C., Jung, M., Myneni, R., and Zhu, Z.: Evaluating the Land and Ocean Components of the Global Carbon Cycle in the CMIP5 Earth System Models, J. Climate, 26, 6801-6843, doi:10.1175/JCLI-D-12-00417.1, 2013.
3. Andrews, O. D., Bindoff, N. L., Halloran, P. R., Ilyina, T., and Le Quéré, C.: Detecting an external influence on recent changes in oceanic oxygen using an optimal fingerprinting method, Biogeosciences, 10, 1799-1813, doi:10.5194/bg-10-1799-2013, 2013.
4. Archer, D., Buffett, B., and Brovkin, V.: Ocean methane hydrates as a slow tipping point in the global carbon cycle, P. Natl. Acad. Sci., 106, 20596-20601, 2009.
5. Arora, V. K., Scinocca, J. F., Boer, G. J., Christian, J. R., Denman, K. L., Flato, G. M., Kharin, V. V., Lee,W. G., and Merryfield,W. J.: Carbon emission limits required to satisfy future representative concentration pathways of greenhouse gases, Geophys. Res. Lett., 38, L05805, doi:10.1029/2010GL046270, 2011.
6. Arora, V. K., Boer, G. J., Friedlingstein, P., Eby, M., Jones, C. D., Christian, J. R., Bonan, G., Bopp, L., Brovkin, V., Cadule, P., Hajima, T., Ilyina, T., Lindsay, K., Tjiputra, J. F., and Wu, T.: Carbon-Concentration and Carbon-Climate Feedbacks in CMIP5 Earth System Models, J. Climate, 26, 5289-5314, doi:10.1175/JCLI-D-12-00494.1, 2013.
7. Aumont, O. and Bopp, L.: Globalizing results from ocean in situ iron fertilization studies, Global Biogeochem. Cy., 20, GB2017, doi:10.1029/2005GB002591, 2006.
8. Aumont, O., Orr, J., Jamous, D., Monfray, P., Marti, O., and Madec, G.: A degradation approach to accelerate simulations to steadystate in a 3-D tracer transport model of the global ocean, Clim. Dynam., 14, 101-116, 1998.
9. Aumont, O., Orr, J. C., Monfray, P., Ludwig, W., Amiotte-Suchet, P., and Probst, J.-L.: Riverine-driven interhemispheric transport of carbon, Global Biogeochem. Cy., 15, 393-405, doi:10.1029/1999GB001238, 2001.
10. Aumont, O., Maier-Reimer, E., Blain, S., and Monfray, P.: An ecosystem model of the global ocean including Fe, Si, P colimitations, Global Biogeochem. Cy., 17, 1060, doi:10.1029/2001GB001745, 2003.
11. Bopp, L., Resplandy, L., Orr, J. C., Doney, S. C., Dunne, J. P., Gehlen, M., Halloran, P., Heinze, C., Ilyina, T., Séférian, R., Tjiputra, J., and Vichi, M.: Multiple stressors of ocean ecosystems in the 21st century: projections with CMIP5 models, Biogeosciences, 10, 6225-6245, doi:10.5194/bg-10-6225-2013, 2013.
12. Boyd, P. W., Lennartz, S. T., Glover, D. M., and Doney, S. C.: Biological ramifications of climate-change-mediated oceanic multistressors, Nature Clim. Change, 5, 71-79, 2015.
13. Bretherton, C. S., Widmann, M., Dymnikov, V. P., Wallace, J. M., and Bladé, I.: The Effective Number of Spatial Degrees of Freedom of a Time-Varying Field, J. Climate, 12, 1990-2009, doi:10.1175/1520-0442(1999)0121990:TENOSD2.0.CO;2, 1999.
14. Brovkin, V., Lorenz, S. J., Jungclaus, J., Raddatz, T., Timmreck, C., Reick, C. H., Segschneider, J., and Six, K.: Sensitivity of a coupled climate-carbon cycle model to large volcanic eruptions during the last millennium, Tellus B, 62, 674-681, doi:10.1111/j.1600-0889.2010.00471.x, 2010.
15. Bryan, K.: Accelerating the Convergence to Equilibrium of Ocean-Climate Models, J. Phys. Oceanogr., 14, 666-673, doi:10.1175/1520-0485(1984)0142.0.CO;2, 1984.
16. Cabré, A., Marinov, I., Bernardello, R., and Bianchi, D.: Oxygen minimum zones in the tropical Pacific across CMIP5 models: mean state differences and climate change trends, Biogeosciences, 12, 5429-5454, doi:10.5194/bg-12-5429-2015, 2015.
17. Cheung, W. W. L., Sarmiento, J. L., Dunne, J. P., Frölicher, T. L., Lam, V. W. Y., Palomares, M. L. D., Watson, R., and Pauly, D.: Shrinking of fishes exacerbates impacts of global ocean changes on marine ecosystems, Nature Climate Change, 2, 1-5, doi:10.1038/nclimate1691, 2012.
18. Cocco, V., Joos, F., Steinacher, M., Frölicher, T. L., Bopp, L., Dunne, J., Gehlen, M., Heinze, C., Orr, J., Oschlies, A., Schneider, B., Segschneider, J., and Tjiputra, J.: Oxygen and indicators of stress for marine life in multi-model global warming projections, Biogeosciences, 10, 1849-1868, doi:10.5194/bg-10-1849-2013, 2013.
19. Collins, W. J., Bellouin, N., Doutriaux-Boucher, M., Gedney, N., Halloran, P., Hinton, T., Hughes, J., Jones, C. D., Joshi, M., Liddicoat, S., Martin, G., O'Connor, F., Rae, J., Senior, C., Sitch, S., Totterdell, I., Wiltshire, A., and Woodward, S.: Development and evaluation of an Earth-System model-HadGEM2, Geosci. Model Dev., 4, 1051-1075, doi:10.5194/gmd-4-1051-2011, 2011.
20. Cox, P. M., Pearson, D., Booth, B. B., Friedlingstein, P., Huntingford, C., Jones, C. D., and Luke, C. M.: Sensitivity of tropical carbon to climate change constrained by carbon dioxide variability, Nature, 494, 341-344, doi:10.1038/nature11882, 2013.
21. Dalmonech, D., Foley, A. M., Anav, A., Friedlingstein, P., Friend, A. D., Kidston, M., Willeit, M., and Zaehle, S.: Challenges and opportunities to reduce uncertainty in projections of future atmospheric CO2: a combined marine and terrestrial biosphere perspective, Biogeosciences Discuss., 11, 2083-2153, doi:10.5194/bgd-11-2083-2014, 2014.
22. de Baar, H. J. W. and de Jong, J. T. M.: The biogeochemistry of iron in seawater, edited by: Turner, D. R. and Hunter, K. A., John Wiley, Hoboken, NJ, USA, 2001.
23. Doney, S. C.: The Growing Human Footprint on Coastal and Open-Ocean Biogeochemistry, Science, 328, 1512-1516, doi:10.1126/science.1185198, 2010.
24. Doney, S. C., Lindsay, K., Caldeira, K., Campin, J.-M., Drange, H., Dutay, J.-C., Follows, M., Gao, Y., Gnanadesikan, A., Gruber, N., Ishida, A., Joos, F., Madec, G., Maier-Reimer, E., Marshall, J. C., Matear, R. J., Monfray, P., Mouchet, A., Najjar, R., Orr, J. C., Plattner, G.-K., Sarmiento, J., Schlitzer, R., Slater, R., Totterdell, I. J.,Weirig, M.-F., Yamanaka, Y., and Yool, A: Evaluating global ocean carbon models: The importance of realistic physics, Global Biogeochem. Cy., 18, GB3017, doi:10.1029/2003GB002150, 2004.
25. Doney, S. C., Lima, I., Moore, J. K., Lindsay, K., Behrenfeld, M. J., Westberry, T. K., Mahowald, N., Glover, D. M., and Takahashi, T.: Skill metrics for confronting global upper ocean ecosystembiogeochemistry models against field and remote sensing data, J. Marine Syst., 76, 95-112, doi:10.1016/j.jmarsys.2008.05.015, 2009.
26. Doney, S. C., Ruckelshaus, M., Emmett Duffy, J., Barry, J. P., Chan, F., English, C. A., Galindo, H. M., Grebmeier, J. M., Hollowed, A. B., Knowlton, N., Polovina, J., Rabalais, N. N., Sydeman, W. J., and Talley, L. D.: Climate Change Impacts on Marine Ecosystems, Annu. Rev. Marine. Sci., 4, 11-37, doi:10.1146/annurevmarine-041911-111611, 2012.
27. Dufour, C. O., Sommer, J. L., Gehlen, M., Orr, J. C., Molines, J.-M., Simeon, J., and Barnier, B.: Eddy compensation and controls of the enhanced sea-to-air CO2 flux during positive phases of the Southern Annular Mode, Global Biogeochem. Cy., 27, 950-961, doi:10.1002/gbc.20090, 2013.
28. Dufresne, J.-L., Foujols, M. A., Denvil, S., Caubel, A., Marti, O., Aumont, O., Balkanski, Y., Bekki, S., Bellenger, H., Benshila, R., Bony, S., Bopp, L., Braconnot, P., Brockmann, P., Cadule, P., Cheruy, F., Codron, F., Cozic, A., Cugnet, D., Noblet, N., Duvel, J. P., Ethe, C., Fairhead, L., Fichefet, T., Flavoni, S., Friedlingstein, P., Grandpeix, J. Y., Guez, L., Guilyardi, E., Hauglustaine, D., Hourdin, F., Idelkadi, A., Ghattas, J., Joussaume, S., Kageyama, M., Krinner, G., Labetoulle, S., Lahellec, A., Lefebvre, M.-P., Lefèvre, F., Lévy, C., Li, Z. X., Lloyd, J., Lott, F., Madec, G., Mancip, M., Marchand, M., Masson, S., Meurdesoif, Y., Mignot, J., Musat, I., Parouty, S., Polcher, J., Rio, C., Schulz, M., Swingedouw, D., Szopa, S., Talandier, C., Terray, P., Viovy, N., and Vuichard, N.: Climate change projections using the IPSL-CM5 Earth System Model: from CMIP3 to CMIP5, Clim. Dynam., 40, 2123-2165, doi:10.1007/s00382-012-1636-1, 2013.
29. Dunne, J. P., John, J. G., Adcroft, A. J., Griffies, S. M., Hallberg, R. W., Shevliakova, E., Stouffer, R. J., Cooke, W., Dunne, K. A., Harrison, M. J., Krasting, J. P., Malyshev, S. L., Milly, P. C. D., Phillipps, P. J., Sentman, L. A., Samuels, B. L., Spelman, M. J., Winton, M., Wittenberg, A. T., and Zadeh, N.: GFDL's ESM2 Global Coupled Climate-Carbon Earth System Models. Part I: Physical Formulation and Baseline Simulation Characteristics, J. Climate, 25, 6646-6665, doi:10.1175/JCLI-D-11-00560.1, 2013.
30. Duplessy, J. C., Bard, E., Arnold, M., Shackleton, N. J., Duprat, J., and Labeyrie, L.: How fast did the ocean-atmosphere system run during the last deglaciation?, Earth Planet. Sc. Lett., 103, 27-40, doi:10.1016/0012-821X(91)90147-A, 1991.
31. Eyring, V., Righi, M., Evaldsson, M., Lauer, A., Wenzel, S., Jones, C., Anav, A., Andrews, O., Cionni, I., Davin, E. L., Deser, C., Ehbrecht, C., Friedlingstein, P., Gleckler, P., Gottschaldt, K.-D., Hagemann, S., Juckes, M., Kindermann, S., Krasting, J., Kunert, D., Levine, R., Loew, A., Mäkelä, J., Martin, G., Mason, E., Phillips, A., Read, S., Rio, C., Roehrig, R., Senftleben, D., Sterl, A., van Ulft, L. H., Walton, J., Wang, S., and Williams, K. D.: ESMValTool (v1.0)-a community diagnostic and performance metrics tool for routine evaluation of Earth System Models in CMIP, Geosci. Model Dev. Discuss., 8, 7541-7661, doi:10.5194/gmdd-8-7541-2015, 2015.
32. Fichefet, T. and Maqueda, M. A. M.: Sensitivity of a global sea ice model to the treatment of ice thermodynamics and dynamics, J. Geophys. Res., 102, 12609-12646, 1997.
33. Follows, M. J., Dutkiewicz, S., Grant, S., and Chisholm, S. W.: Emergent Biogeography of Microbial Communities in a Model Ocean, Science, 315, 1843-1846, doi:10.1126/science.1138544, 2007.
34. Friedlingstein, P., Cox, P., Betts, R., Bopp, L., Bloh, Von, W., Brovkin, V., Cadule, P., Doney, S., Eby, M., Fung, I., Bala, G., John, J., Jones, C., Joos, F., Kato, T., Kawamiya, M., Knorr, W., Lindsay, K., Matthews, H. D., Raddatz, T., Rayner, P., Reick, C., Roeckner, E., Schnitzler, K. G., Schnur, R., Strassmann, K., Weaver, A. J., Yoshikawa, C., and Zeng, N.: Climate-Carbon Cycle Feedback Analysis: Results from the C4MIP Model Intercomparison, J. Climate, 10, 3337-3353, doi:10.1175/JCLI3800.1, 2006.
35. Friedlingstein, P., Meinshausen, M., Arora, V. K., Jones, C. D., Anav, A., Liddicoat, S. K., and Knutti, R.: Uncertainties in CMIP5 climate projections due to carbon cycle feedbacks, J. Climate, 27, 511-526, doi:10.1175/JCLI-D-12-00579.1, 2013.
36. Friedrichs, M. A. M., Dusenberry, J. A., Anderson, L. A., Armstrong, R. A., Chai, F., Christian, J. R., Doney, S. C., Dunne, J. P., Fujii, M., Hood, R., McGillicuddy Jr., D. J., Moore, J. K., Schartau, M., Spitz, Y. H., andWiggert, J. D.: Assessment of skill and portability in regional marine biogeochemical models: Role of multiple planktonic groups, J. Geophys. Res., 112, C08001, doi:10.1029/2006JC003852, 2007.
37. Friedrichs, M. A. M., Carr, M.-E., Barber, R. T., Scardi, M., Antoine, D., Armstrong, R. A., Asanuma, I., Behrenfeld, M. J., Buitenhuis, E. T., Chai, F., Christian, J. R., Ciotti, A. M., Doney, S. C., Dowell, M., Dunne, J. P., Gentili, B., Gregg,W., Hoepffner, N., Ishizaka, J., Kameda, T., Lima, I., Marra, J., Mélin, F., Moore, J. K., Morel, A., O'Malley, R. T., O'Reilly, J., Saba, V. S., Schmeltz, M., Smyth, T. J., Tjiputra, J., Waters, K., Westberry, T. K., and Winguth, A.: Assessing the uncertainties of model estimates of primary productivity in the tropical Pacific Ocean, J. Marine Syst., 76, 113-133, doi:10.1016/j.jmarsys.2008.05.010, 2009.
38. Frölicher, T. L., Sarmiento, J. L., Paynter, D. J., Dunne, J. P., Krasting, J. P., and Winton, M.: Dominance of the Southern Ocean in anthropogenic carbon and heat uptake in CMIP5 models, J. Climate, 28, 862-886, doi:10.1175/JCLI-D-14-00117.1, 2014.
39. Gattuso, J. P., Magnan, A., Bille, R., Cheung, W. W. L., Howes, E. L., Joos, F., Allemand, D., Bopp, L., Cooley, S. R., Eakin, C. M., Hoegh-Guldberg, O., Kelly, R. P., Portner, H. O., Rogers, A. D., Baxter, J. M., Laffoley, D., Osborn, D., Rankovic, A., Rochette, J., Sumaila, U. R., Treyer, S., and Turley, C.: Contrasting futures for ocean and society from different anthropogenic CO2 emissions scenarios, Science, 349, 6243, doi:10.1126/science.aac4722, 2015.
40. Gehlen, M., Séférian, R., Jones, D. O. B., Roy, T., Roth, R., Barry, J., Bopp, L., Doney, S. C., Dunne, J. P., Heinze, C., Joos, F., Orr, J. C., Resplandy, L., Segschneider, J., and Tjiputra, J.: Projected pH reductions by 2100 might put deep North Atlantic biodiversity at risk, Biogeosciences, 11, 6955-6967, doi:10.5194/bg-11-6955-2014, 2014.
41. Gerber, M. and Joos, F.: Carbon sources and sinks from an Ensemble Kalman Filter ocean data assimilation, Global Biogeochem. Cy., 24, GB3004, doi:10.1029/2009GB003531, 2010.
42. Gnanadesikan, A.: Oceanic ventilation and biogeochemical cycling: Understanding the physical mechanisms that produce realistic distributions of tracers and productivity, Global Biogeochem. Cy., 18, GB4010, doi:10.1029/2003GB002097, 2004.
43. Gruber, N.: Warming up, turning sour, losing breath: ocean biogeochemistry under global change, Philos. T. R. Soc. A, 369, 1980-1996, doi:10.1098/rsta.2011.0003, 2011.
44. Gruber, N. and Galloway, J. N.: An Earth-system perspective of the global nitrogen cycle, Nature, 451, 293-296, doi:10.1038/nature06592, 2008.
45. Hajima, T., Kawamiya, M., Watanabe, M., Kato, E., Tachiiri, K., Sugiyama, M.,Watanabe, S., Okajima, H., and Ito, A.: Modeling in Earth system science up to and beyond IPCC AR5, Progress in Earth and Planetary Science, 1, 29-25, doi:10.1186/s40645-014-0029-y, 2014.
46. Heinze, C., Maier-Reimer, E., Winguth, A., and Archer, D.: A global oceanic sediment model for long-term climate studies, Global Biogeochem. Cy., 13, 221-250, 1999.
47. Heinze, M. and Ilyina, T.: Ocean biogeochemistry in the warm climate of the late Paleocene, Clim. Past, 11, 63-79, doi:10.5194/cp-11-63-2015, 2015.
48. Henson, S. A., Sarmiento, J. L., Dunne, J. P., Bopp, L., Lima, I., Doney, S. C., John, J., and Beaulieu, C.: Detection of anthropogenic climate change in satellite records of ocean chlorophyll and productivity, Biogeosciences, 7, 621-640, doi:10.5194/bg-7-621-2010, 2010.
49. Hobbs, W., Palmer, M. D., and Monselesan, D.: An Energy Conservation Analysis of Ocean Drift in the CMIP5 Global Coupled Models, J. Climate, 29, 1639-1653, doi:10.1175/JCLI-D-15-0477.1, 2015.
50. Hourdin, F., Musat, I., Bony, S., Braconnot, P., Codron, F., Dufresne, J.-L., Fairhead, L., Filiberti, M.-A., Friedlingstein, P., Grandpeix, J.-Y., Krinner, G., LeVan, P., Li, Z.-X., and Lott, F.: The LMDZ4 general circulation model: climate performance and sensitivity to parametrized physics with emphasis on tropical convection, Clim. Dynam., 27, 787-813, doi:10.1007/s00382-006-0158-0, 2006.
51. Ilyina, T., Six, K. D., Segschneider, J., Maier-Reimer, E., Li, H., and Núñez-Riboni, I.: Global ocean biogeochemistry model HAMOCC: Model architecture and performance as component of the MPI-Earth system model in different CMIP5 experimental realizations, J. Adv. Model. Earth Syst., 5, 287-315, doi:10.1029/2012MS000178, 2013.
52. IPCC: Climate Change 2013: The Physical Science Basis, edited by: Stoker, T. F., Qin, D., Plattner, G., Tignor, M., Allen, S. K., Boschung, J., Nauels, A., Xia, Y., Bex, V., and Midgley, P. M., Cambridge Univ. Press, Cambridge, UK, and New York, NY, USA, 2013.
53. Ito, T. and Deutsch, C.: Variability of the Oxygen Minimum Zone in the Tropical North Pacific during the Late 20th Century, Global Biogeochem. Cy., 27, 1119-1128, doi:10.1002/2013GB004567, 2013.
54. Ito, T.,Woloszyn, M., and Mazloff, M.: Anthropogenic carbon dioxide transport in the Southern Ocean driven by Ekman flow, Nature, 463, 80-83, doi:10.1038/nature08687, 2010.
55. Jickells, T. and Spokes, L.: The biogeochemistry of iron in seawater, edited by: Turner, D. R. and Hunter, K. A., JohnWiley, Hoboken, NJ, USA, 2001.
56. Johnson, K., Chavez, F., and Friederich, G.: Continental-shelf sediment as a primary source of iron for coastal phytoplankton, Nature, 398, 697-700, 1999.
57. Keeling, R. F., Körtzinger, A., and Gruber, N.: Ocean Deoxygenation in a Warming World, Annu. Rev. Marine. Sci., 2, 199-229, doi:10.1146/annurev.marine.010908.163855, 2009.
58. Keenlyside, N. S., Latif, M., Jungclaus, J., Kornblueh, L., and Roeckner, E.: Advancing decadal-scale climate prediction in the North Atlantic sector, Nature, 453, 84-88, doi:10.1038/nature06921, 2008.
59. Keller, K. M., Joos, F., and Raible, C. C.: Time of emergence of trends in ocean biogeochemistry, Biogeosciences, 11, 3647-3659, doi:10.5194/bg-11-3647-2014, 2014.
60. Key, R., Kozyr, A., Sabine, C., Lee, K., Wanninkhof, R., Bullister, J., Feely, R., Millero, F., Mordy, C., and Peng, T.: A global ocean carbon climatology: Results from Global Data Analysis Project (GLODAP), Global Biogeochem. Cy., 18, GB4031, doi:10.1029/2004GB002247, 2004.
61. Khatiwala, S.: Fast spin up of ocean biogeochemical models using matrix-free Newton-Krylov, Ocean Model., 23, 121-129, 2008.
62. Khatiwala, S., Visbeck, M., and Cane, M. A.: Accelerated simulation of passive tracers in ocean circulation models, Ocean Model., 9, 51-69, doi:10.1016/j.ocemod.2004.04.002, 2005.
63. Kim, H.-M., Webster, P. J., and Curry, J. A.: Evaluation of short-term climate change prediction in multi-model CMIP5 decadal hindcasts, Geophys. Res. Lett., 39, L10701, doi:10.1029/2012GL051644, 2012.
64. Knutti, R., Masson, D., and Gettelman, A.: Climate model genealogy: Generation CMIP5 and how we got there, Geophys. Res. Lett., 40, 1194-1199, doi:10.1002/grl.50256, 2013.
65. Koven, C. D., Chambers, J. Q., Georgiou, K., Knox, R., Negron-Juarez, R., Riley, W. J., Arora, V. K., Brovkin, V., Friedlingstein, P., and Jones, C. D.: Controls on terrestrial carbon feedbacks by productivity versus turnover in the CMIP5 Earth System Models, Biogeosciences, 12, 5211-5228, doi:10.5194/bg-12-5211-2015, 2015.
66. Kriest, I. and Oschlies, A.: MOPS-1.0: towards a model for the regulation of the global oceanic nitrogen budget by marine biogeochemical processes, Geosci. Model Dev., 8, 2929-2957, doi:10.5194/gmd-8-2929-2015, 2015.
67. Krinner, G., Viovy, N., de Noblet-Ducoudré, N., Ogeé, J., Polcher, J., Friedlingstein, P., Ciais, P., Sitch, S., and Prentice, I. C.: A dynamic global vegetation model for studies of the coupled atmosphere-biosphere system, Global Biogeochem. Cy., 19, 1-33, 2005.
68. Laufkötter, C., Vogt, M., Gruber, N., Aita-Noguchi, M., Aumont, O., Bopp, L., Buitenhuis, E., Doney, S. C., Dunne, J., Hashioka, T., Hauck, J., Hirata, T., John, J., Le Quéré, C., Lima, I. D., Nakano, H., Seferian, R., Totterdell, I., Vichi, M., and Völker, C.: Drivers and uncertainties of future global marine primary production in marine ecosystem models, Biogeosciences, 12, 6955-6984, doi:10.5194/bg-12-6955-2015, 2015.
69. Lehodey, P., Alheit, J., Barange, M., Baumgartner, T., Beaugrand, G., Drinkwater, K., Fromentin, J.-M., Hare, S. R., Ottersen, G., Perry, R. I., Roy, C., van der Lingen, C. D., and Werner, F.: Climate variability, fish, and fisheries, J. Climate, 19, 5009-5030, doi:10.1175/JCLI3898.1, 2006.
70. Le Quéré, C., Moriarty, R., Andrew, R. M., Peters, G. P., Ciais, P., Friedlingstein, P., Jones, S. D., Sitch, S., Tans, P., Arneth, A., Boden, T. A., Bopp, L., Bozec, Y., Canadell, J. G., Chini, L. P., Chevallier, F., Cosca, C. E., Harris, I., Hoppema, M., Houghton, R. A., House, J. I., Jain, A. K., Johannessen, T., Kato, E., Keeling, R. F., Kitidis, V., Klein Goldewijk, K., Koven, C., Landa, C. S., Landschützer, P., Lenton, A., Lima, I. D., Marland, G., Mathis, J. T., Metzl, N., Nojiri, Y., Olsen, A., Ono, T., Peng, S., Peters,W., Pfeil, B., Poulter, B., Raupach, M. R., Regnier, P., Rödenbeck, C., Saito, S., Salisbury, J. E., Schuster, U., Schwinger, J., Séférian, R., Segschneider, J., Steinhoff, T., Stocker, B. D., Sutton, A. J., Takahashi, T., Tilbrook, B., van der Werf, G. R., Viovy, N.,Wang, Y.-P.,Wanninkhof, R.,Wiltshire, A., and Zeng, N.: Global carbon budget 2014, Earth Syst. Sci. Data, 7, 47-85, doi:10.5194/essd-7-47-2015, 2015.
71. Levitus, S. and Boyer, T.: World ocean atlas 1994, volume 4: Temperature, PB-95-270112/XAB, National Environmental Satellite, Data, and Information Service, Washington, DC, USA, 1994.
72. Levitus, S., Conkright, M. E., Reid, J. L., Najjar, R. G., and Mantyla, A.: Distribution of nitrate, phosphate and silicate in the world oceans, Prog. Oceanogr., 31, 245-273, 1993.
73. Levitus, S., Antonov, J. I., Baranova, O. K., Boyer, T. P., Coleman, C. L., Garcia, H. E., Grodsky, A. I., Johnson, D. R., Locarnini, R. A., Mishonov, A. V., Reagan, J. R., Sazama, C. L., Seidov, D., Smolyar, I., Yarosh, E. S., and Zweng, M. M.: The World Ocean Database TI, Data Science Journal, 12, WDS229-WDS234, 2013.
74. Lévy, M., Lengaigne, M., Bopp, L., Vincent, E. M., Madec, G., Ethe, C., Kumar, D., and Sarma, V. V. S. S.: Contribution of tropical cyclones to the air-sea CO2 flux: A global view, Global Biogeochem. Cy., 26, GB2001, doi:10.1029/2011GB004145, 2012.
75. Lindsay, K., Bonan, G. B., Doney, S. C., Hoffman, F. M., Lawrence, D. M., Long, M. C., Mahowald, N. M., Moore, J. K., Randerson, J. T., and Thornton, P. E.: Preindustrial Control and 20th Century Carbon Cycle Experiments with the Earth System Model CESM1(BGC), J. Climate, 27, 8981-9005, doi:10.1175/JCLI-D-12-00565.1, 2014.
76. Ludwig, W., Probst, J., and Kempe, S.: Predicting the oceanic input of organic carbon by continental erosion, Global Biogeochem. Cy., 10, 23-41, 1996.
77. Madec, G.: NEMO ocean engine, Institut Pierre-Simon Laplace (IPSL), France, available at: http://www.nemo-ocean.eu/About-NEMO/Reference-manuals (last access: November 2013), 2008.
78. Maier-Reimer, E.: Geochemical cycles in an ocean general circulation model. Preindustrial tracer distributions, Global Biogeochem. Cy., 7, 645-677, doi:10.1029/93GB01355, 1993.
79. Maier-Reimer, E. and Hasselmann, K.: Transport and storage of CO2 in the ocean-an inorganic ocean-circulation carbon cycle model, Clim. Dynam., 2, 63-90, doi:10.1007/BF01054491, 1987.
80. Marinov, I., Gnanadesikan, A., Sarmiento, J. L., Toggweiler, J. R., Follows, M., and Mignone, B. K.: Impact of oceanic circulation on biological carbon storage in the ocean and atmospheric pCO2, Global Biogeochem. Cy., 22, GB3007, doi:10.1029/2007GB002958, 2008.
81. Massonnet, F., Fichefet, T., Goosse, H., Bitz, C. M., Philippon-Berthier, G., Holland, M. M., and Barriat, P.-Y.: Constraining projections of summer Arctic sea ice, The Cryosphere, 6, 1383-1394, doi:10.5194/tc-6-1383-2012, 2012.
82. Matei, D., Baehr, J., Jungclaus, J. H., Haak, H., Muller, W. A., and Marotzke, J.: Multiyear Prediction of Monthly Mean Atlantic Meridional Overturning Circulation at 26.5-N, Science, 335, 76-79, doi:10.1126/science.1210299, 2012.
83. Mawji, E., Schlitzer, R., Dodas, E. M., et al.: The GEOTRACES Intermediate Data Product 2014, Marine Chemistry, 177, Part 1, 1-8, doi:10.1016/j.marchem.2015.04.005.
84. Meehl, G. A., Goddard, L., Murphy, J., Stouffer, R. J., Boer, G., Danabasoglu, G., Dixon, K., Giorgetta, M. A., Greene, A. M., Hawkins, E., Hegerl, G., Karoly, D., Keenlyside, N., Kimoto, M., Kirtman, B., Navarra, A., Pulwarty, R., Smith, D., Stammer, D., and Stockdale, T.: Decadal Prediction, B. Am. Meteorol. Soc., 90, 1467-1485, doi:10.1175/2009BAMS2778.1, 2009.
85. Meehl, G. A., Goddard, L., Boer, G., Burgman, R., Branstator, G., Cassou, C., Corti, S., Danabasoglu, G., Doblas-Reyes, F., Hawkins, E., Karspeck, A., Kimoto, M., Kumar, A., Matei, D., Mignot, J., Msadek, R., Pohlmann, H., Rienecker, M., Rosati, T., Schneider, E., Smith, D., Sutton, R., Teng, H., van Oldenborgh, G. J., Vecchi, G., and Yeager, S.: Decadal Climate Prediction: An Update from the Trenches, B. Am. Meteorol. Soc., 95, 243-267, doi:10.1175/BAMS-D-12-00241.1, 2013.
86. Meehl, G. A., Moss, R., Taylor, K. E., Eyring, V., Stouffer, R. J., Bony, S., and Stevens, B.: Climate Model Intercomparisons: Preparing for the Next Phase, Eos Trans. AGU, 95, 77-78, doi:10.1002/2014EO090001, 2014.
87. Mignot, J., Swingedouw, D., Deshayes, J., Marti, O., Talandier, C., Séférian, R., Lengaigne, M., and Madec, G.: On the evolution of the oceanic component of the IPSL climate models from CMIP3 to CMIP5: A mean state comparison, Ocean Model., 72, 167-184, 2013.
88. Mikaloff Fletcher, S. E., Gruber, N., Jacobson, A. R., Gloor, M., Doney, S. C., Dutkiewicz, S., Gerber, M., Follows, M., Joos, F., Lindsay, K., Menemenlis, D., Mouchet, A., Müller, S. A., and Sarmiento, J. L.: Inverse estimates of the oceanic sources and sinks of natural CO2 and the implied oceanic carbon transport, Global Biogeochem. Cy., 21, GB1010, doi:10.1029/2006GB002751, 2007.
89. Moore, J., Doney, S., Kleypas, J., Glover, D., and Fung, I.: An intermediate complexity marine ecosystem model for the global domain, Deep-Sea Res. Pt. II, 49, 403-462, 2002.
90. Moore, J., Doney, S., and Lindsay, K.: Upper ocean ecosystem dynamics and iron cycling in a global threedimensional model, Global Biogeochem. Cy., 18, GB4028, doi:10.1029/2004GB002220, 2004.
91. Orr, J. C.: Global Ocean Storage of Anthropogenic Carbon (GOSAC), final report, EC Environ. and Clim. Programme, Inst. Pierre Simon Laplace, Paris, France, 117 pp., 2002.
92. Phillips, T. J., Potter, G. L., Williamson, D. L., Cederwall, R. T., Boyle, J. S., Fiorino, M., Hnilo, J. J., Olson, J. G., Xie, S., and Yio, J. J.: Evaluating Parameterizations in General Circulation Models: Climate Simulation MeetsWeather Prediction, B. Am. Meteorol. Soc., 85, 1903-1915, doi:10.1175/BAMS-85-12-1903, 2004.
93. Resplandy, L., Bopp, L., Orr, J. C., and Dunne, J. P.: Role of mode and intermediate waters in future ocean acidification: Analysis of CMIP5 models, Geophys. Res. Lett., 40, 3091-3095, 2013.
94. Resplandy, L., Séférian, R., and Bopp, L.: Natural variability of CO2 and O2 fluxes: What can we learn from centuries-long climate models simulations? J. Geophys. Res.-Oceans, 120, 384-404, doi:10.1002/2014JC010463, 2015.
95. Rodgers, K. B., Lin, J., and Frölicher, T. L.: Emergence of multiple ocean ecosystem drivers in a large ensemble suite with an Earth system model, Biogeosciences, 12, 3301-3320, doi:10.5194/bg-12-3301-2015, 2015.
96. Romanou, A., Gregg, W. W., Romanski, J., Kelley, M., Bleck, R., Healy, R., Nazarenko, L., Russell, G., Schmidt, G. A., Sun, S., and Tausnev, N.: Natural air-sea flux of CO2 in simulations of the NASA-GISS climate model: Sensitivity to the physical ocean model formulation. Ocean Model., 66, 26-44, doi:10.1016/j.ocemod.2013.01.008, 2013.
97. Romanou, A., Romanski, J., and Gregg, W. W.: Natural ocean carbon cycle sensitivity to parameterizations of the recycling in a climate model, Biogeosciences, 11, 1137-1154, doi:10.5194/bg-11-1137-2014, 2014.
98. Rose, K. A., Roth, B. M., and Smith, E. P.: Skill assessment of spatial maps for oceanographic modeling, J. Marine Syst., 76, 34-48, doi:10.1016/j.jmarsys.2008.05.013, 2009.
99. Roy, T., Bopp, L., Gehlen, M., Schneider, B., Cadule, P., Frölicher, T. L., Segschneider, J., Tjiputra, J., Heinze, C., and Joos, F.: Regional Impacts of Climate Change and Atmospheric CO2 on Future Ocean Carbon Uptake: A Multimodel Linear Feedback Analysis, J. Climate, 24, 2300-2318, doi:10.1175/2010JCLI3787.1, 2011.
100. Sarmiento, J. L. and Gruber, N.: Ocean Biogeochemical Dynamics, Princeton University Press, Princeton, New Jersey, USA, 526 pp., 2006.
101. Schwinger, J., Tjiputra, J. F., Heinze, C., Bopp, L., Christian, J. R., Gehlen, M., Ilyina, T., Jones, C. D., Salas-Mélia, D., Segschneider, J., Séférian, R., and Totterdell, I.: Nonlinearity of Ocean Carbon Cycle Feedbacks in CMIP5 Earth System Models, J. Climate, 27, 3869-3888, doi:10.1175/JCLI-D-13-00452.1, 2014.
102. Séférian, R., Iudicone, D., Bopp, L., Roy, T., and Madec, G.: Water Mass Analysis of Effect of Climate Change on Air-Sea CO2 Fluxes: The Southern Ocean, J. Climate, 25, 3894-3908, doi:10.1175/JCLI-D-11-00291.1, 2012.
103. Séférian, R., Bopp, L., Gehlen, M., Orr, J., Ethé, C., Cadule, P., Aumont, O., Salas y Mélia, D., Voldoire, A., and Madec, G.: Skill assessment of three earth system models with common marine biogeochemistry, Clim. Dynam., 40, 2549-2573, doi:10.1007/s00382-012-1362-8, 2013.
104. Séférian, R., Ribes, A., and Bopp, L.: Detecting the anthropogenic influences on recent changes in ocean carbon uptake, Geophys. Res. Lett., 41, 5968-5977, doi:10.1002/2014GL061223, 2014.
105. Séférian, R., Delire, C., Decharme, B., Voldoire, A., Salas y Melia, D., Chevallier, M., Saint-Martin, D., Aumont, O., Calvet, J.-C., Carrer, D., Douville, H., Franchistéguy, L., Joetzjer, E., and Sénési, S.: Development and evaluation of CNRM Earth system model-CNRM-ESM1, Geosci. Model Dev., 9, 1423-1453, doi:10.5194/gmd-9-1423-2016, 2016.
106. Sen Gupta, A. S., Muir, L. C., Brown, J. N., Phipps, S. J., Durack, P. J., Monselesan, D., and Wijffels, S. E.: Climate Drift in the CMIP3 Models, J. Climate, 25, 4621-4640, doi:10.1175/JCLID-11-00312.1, 2012.
107. Sen Gupta, A. S., Jourdain, N. C., Brown, J. N., and Monselesan, D.: Climate Drift in the CMIP5 models, J. Climate, 26, 8597-8615, doi:10.1175/JCLI-D-12-00521.1, 2013.
108. Servonnat, J., Mignot, J., Guilyardi, E., Swingedouw, D., Séférian, R., and Labetoulle, S.: Reconstructing the subsurface ocean decadal variability using surface nudging in a perfect model framework, Clim. Dynam., 44, 1-24, doi:10.1007/s00382-014-2184-7, 2014.
109. Smith, D. M., Cusack, S., Colman, A.W., Folland, C. K., Harris, G. R., and Murphy, J. M.: Improved Surface Temperature Prediction for the Coming Decade from a Global Climate Model, Science, 317, 796-799, doi:10.1126/science.1139540, 2007.
110. Smith, M. J., Palmer, P. I., Purves, D. W., Vanderwel, M. C., Lyutsarev, V., Calderhead, B., Joppa, L. N., Bishop, C. M., and Emmott, S.: Changing how Earth System Modelling is done to provide more useful information for decision making, science and society, B. Am. Meteorol. Soc., 95, 1453-1464, doi:10.1175/BAMS-D-13-00080.1, 2014.
111. Steinacher, M., Joos, F., Frölicher, T. L., Bopp, L., Cadule, P., Cocco, V., Doney, S. C., Gehlen, M., Lindsay, K., Moore, J. K., Schneider, B., and Segschneider, J.: Projected 21st century decrease in marine productivity: a multi-model analysis, Biogeosciences, 7, 979-1005, doi:10.5194/bg-7-979-2010, 2010.
112. Stouffer, R. J., Weaver, A. J., and Eby, M.: A method for obtaining pre-twentieth century initial conditions for use in climate change studies, Clim. Dynam., 23, 327-339, doi:10.1007/s00382-004-0446-5, 2004.
113. Stow, C. A., Jolliff, J., McGillicuddy, D. J. J., Doney, S. C., Allen, J. I., Friedrichs, M. A. M., Rose, K. A., and Wallhead, P.: Skill assessment for coupled biological/physical models of marine systems, J. Marine Syst., 76, 4-15, doi:10.1016/j.jmarsys.2008.03.011, 2009.
114. Swingedouw, D., Mignot, J., Labetoulle, S., Guilyardi, E., and Madec, G.: Initialisation and predictability of the AMOC over the last 50 years in a climate model, Clim. Dynam., 40, 2381-2399, doi:10.1007/s00382-012-1516-8, 2013.
115. Tagliabue, A. and Völker, C.: Towards accounting for dissolved iron speciation in global ocean models, Biogeosciences, 8, 3025-3039, doi:10.5194/bg-8-3025-2011, 2011.
116. Tagliabue, A., Bopp, L., and Gehlen, M.: The response of marine carbon and nutrient cycles to ocean acidification: Large uncertainties related to phytoplankton physiological assumptions, Global Biogeochem. Cy., 25, GB3017, doi:10.1029/2010GB003929, 2011.
117. Takahashi, T., Broecker, W., and Langer, S.: Redfield Ratio Based on Chemical-Data From Isopycnal Surfaces, J. Geophys. Res.-Oceans, 90, 6907-6924, 1985.
118. Tanhua, T., Koertzinger, A., Friis, K., Waugh, D. W., and Wallace, D. W. R.: An estimate of anthropogenic CO2 inventory from decadal changes in oceanic carbon content, P. Natl. Acad. Sci. USA, 104, 3037-3042, doi:10.1073/pnas.0606574104, 2007.
119. Tegen, I. and Fung, I.: Contribution to the Atmospheric Mineral Aerosol Load From Land-Surface Modification, J. Geophys. Res.-Atmos., 100, 18707-18726, 1995.
120. Tjiputra, J. F., Roelandt, C., Bentsen, M., Lawrence, D. M., Lorentzen, T., Schwinger, J., Seland, ∅., and Heinze, C.: Evaluation of the carbon cycle components in the Norwegian Earth System Model (NorESM), Geosci. Model Dev., 6, 301-325, doi:10.5194/gmd-6-301-2013, 2013.
121. Tjiputra, J. F., Olsen, A., Bopp, L., Lenton, A., Pfeil, B., Roy, T., Segschneider, J., Totterdell, I., and Heinze, C.: Long-term surface pCO2 trends from observations and models, Tellus B, 66, 151-168, doi:10.1007/s00382-007-0342-x, 2014.
122. Vancoppenolle, M., Bopp, L., Madec, G., Dunne, J. P., Ilyina, T., Halloran, P. R., and Steiner, N.: Future Arctic Ocean primary productivity from CMIP5 simulations: Uncertain outcome, but consistent mechanisms, Global Biogeochem. Cy., 27, 605-619, 2013.
123. Vichi, M., Manzini, E., Fogli, P. G., Alessandri, A., Patara, L., Scoccimarro, E., Masina, S., and Navarra, A.: Global and regional ocean carbon uptake and climate change: sensitivity to a substantial mitigation scenario, Clim. Dynam., 37, 1929-1947, doi:10.1007/s00382-011-1079-0, 2011.
124. Volodin, E. M., Dianskii, N. A., and Gusev, A. V.: Simulating present-day climate with the INMCM4.0 coupled model of the atmospheric and oceanic general circulations, Izv. Atmos. Ocean. Phy. C, 46, 414-431, doi:10.1134/S000143381004002X, 2010.
125. Walin, G., Hieronymus, J., and Nycander, J.: Source-related variables for the description of the oceanic carbon system, Geochem. Geophys. Geosyst., 15, 3675-3687, doi:10.1002/2014GC005383, 2014.
126. Wanninkhof, R.: A relationship between wind speed and gas exchange over the ocean, J. Geophys. Res., 97, 7373-7382, 1992.
127. Wassmann, P., Duarte, C. M., Agustí, S., and Sejr, M. K.: Footprints of climate change in the Arctic marine ecosystem, Glob. Change Biol., 17, 1235-1249, doi:10.1111/j.1365-2486.2010.02311.x, 2010.
128. Watanabe, S., Hajima, T., Sudo, K., Nagashima, T., Takemura, T., Okajima, H., Nozawa, T., Kawase, H., Abe, M., Yokohata, T., Ise, T., Sato, H., Kato, E., Takata, K., Emori, S., and Kawamiya, M.: MIROC-ESM 2010: model description and basic results of CMIP5-20c3m experiments, Geosci. Model Dev., 4, 845-872, doi:10.5194/gmd-4-845-2011, 2011.
129. Wenzel, S., Cox, P. M., Eyring, V., and Friedlingstein, P.: Emergent constraints on climate-carbon cycle feedbacks in the CMIP5 Earth system models, J. Geophys. Res.-Biogeosci., 119, 794-807, doi:10.1002/2013JG002591, 2014.
130. Wu, T., Li, W., Ji, J., Xin, X., Li, L., Wang, Z., Zhang, Y., Li, J., Zhang, F., Wei, M., Shi, X., Wu, F., Zhang, L., Chu, M., Jie, W., Liu, Y., Wang, F., Liu, X., Li, Q., Dong, M., Liang, X., Gao, Y., and Zhang, J.: Global carbon budgets simulated by the Beijing Climate Center Climate System Model for the last century, J. Geophys. Res.-Atmos., 118, 4326-4347, doi:10.1002/jgrd.50320, 2013.
131. Wunsch, C. and Heimbach, P.: Practical global oceanic state estimation, Physica D, 230, 197-208, doi:10.1016/j.physd.2006.09.040, 2007.
132. Wunsch, C. and Heimbach, P.: How long to oceanic tracer and proxy equilibrium?, Quaternary Sci. Rev., 27, 637-651, doi:10.1016/j.quascirev.2008.01.006, 2008.
133. Yool, A., Oschlies, A., Nurser, A. J. G., and Gruber, N.: A modelbased assessment of the TrOCA approach for estimating anthropogenic carbon in the ocean, Biogeosciences, 7, 723-751, doi:10.5194/bg-7-723-2010, 2010.
134. Yool, A., Popova, E. E., and Anderson, 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., 6, 1767-1811, doi:10.5194/gmd-6-1767-2013, 2013.
135. Zeebe, R. E. and Wolf-Gladrow, D. A.: CO2 in seawater: equilibrium, kinetics, isotopes, Oceanography Book Series, vol. 65, Elsevier, Amsterdam, the Netherlands, 346 pp., 2001.