Evaluation of the carbon cycle components in the Norwegian Earth System Model (NorESM)

Geoscientific Model Development

Volumn 6, Issue 2, 2013, Pages 301-325

  Tjiputra, J F ^a,b,c   Roelandt, C ^a,c   Bentsen, M ^a,c   Lawrence, D M ^d   Lorentzen, T ^a,c   Schwinger, J ^b,c   Seland, O ^e   Heinze, C ^a,b,c  

^a Uni Research   (Norway)

^b UNIVERSITY OF BERGEN   (Norway)

^c BJERKNES CENTRE FOR CLIMATE RESEARCH   (Norway)

^d NATIONAL CENTER FOR ATMOSPHERIC RESEARCH   (United States)

^e NORWEGIAN METEOROLOGICAL INSTITUTE   (Norway)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 85006372747     PISSN: 1991959X     EISSN: 19919603     Source Type: Journal    
DOI: 10.5194/gmd-6-301-2013     Document Type: Article

References (103)

1. Andrén, O. and Paustian, K.: Barley straw decomposition in the field: A comparison of models, Ecology, 68, 1190-1200, 1987.
2. Antonov, J. I., Seidov, D., Boyer, T. P., Locarnini, R. A., Mishonov, A. V., Garcia, H. E., Baranova, O. K., Zweng, M. M., and Johnson, D. R.: World Ocean Atlas 2009, vol. 2: Salinity, edited by: Levitus, S., NOAA Atlas NESDIS 69, US Government Printing Office, Washington, DC, 184 pp., 2010.
3. 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., Ilyana, T., Lindsay, K., Tjiputra, J. F., and Wu, T.: Carbon-concentration and carbon-climate feedbacks in CMIP5 Earth system models, J. Climate, doi:10.1175/JCLI-D-12-00494.1, in press, 2013.
4. Assmann, K. M., Bentsen, M., Segschneider, J., and Heinze, C.: An isopycnic ocean carbon cycle model, Geosci. Model Dev., 3, 143-167, doi:10.5194/gmd-3-143-2010, 2010.
5. Beer, C., Reichstein, M., Tomelleri, E., Ciais, P., Jung, M., Carvalhais, N., Rodenbeck, C., Arain, M. A., Baldocchi, D., Bonan, G. A., Bondeau, A., Cescatti, A., Lasslop, G., Lindroth, A., Lomas, M., Luyssaert, S., Margolis, H., Oleson, K. W., Roupsard, O., Veenendaal, E., Viovy, N., Williams, C., Woodward, F. I., and Papale, D.: Terrestrial gross carbon dioxide uptake: global distribution and covariation with climate, Science, 329, 834-838doi:10.1126/science.1184984, 2010.
6. Behrenfeld, M. J. and Falkowski, P. G.: Photosynthetic rates derived from satellite-based chlorophyll concentration, Limnol. Oceanogr., 42, 1-20, 1997.
7. Bentsen, M., Bethke, I., Debernard, J. B., Iversen, T., Kirkevag, A., Seland, Ø., Drange, H., Roelandt, C., Seierstad, I. A., Hoose, C., and Kristjansson, J. E.: The Norwegian Earth System Model, NorESM1-M - Part 1: Description and basic evaluation, Geosci. Model Dev. Discuss., 5, 2843-2931, doi:10.5194/gmdd-5-2843-2012, 2012.
8. Bernard, C. Y., Dürr, H. H., Heinze, C., Segschneider, J., and Maier-Reimer, E.: Contribution of riverine nutrients to the silicon biogeochemistry of the global ocean -A model study, Biogeosciences, 8, 551-564, doi:10.5194/bg-8-551-2011 2011.
9. Bleck, R. and Smith, L. T.: A wind-driven isopycnic coordinate model of the North and Equatorial Atlantic Ocean, 1. Model development and supporting experiments, J. Geophys. Res., 95, 3273-3285, 1990.
10. Bleck, R., Rooth, C., Hu, D., and Smith, L. T.: Salinity-driven thermocline transients in a wind-And thermohaline-forced isopycnic coordinate model of the north Atlantic, J. Pys. Oceanogr., 22, 1486-1505, 1992.
11. Bleck, R.: Ocean modeling in isopycnic coordinates, in: Ocean modeling and parameterization, edited by: Chassignet, E. P. and Verron, J., Kluwer Academic Publishers, NATO ASI Series, 423-448, 1998.
12. Bonan, G. B. and Levis, S.: Quantifying carbon-nitrogen feedbacks in the community land model (CLM4), Geophys. Res. Lett., 37, 07401, doi:10.1029/2010GL042430, 2010.
13. Bonan, G. B., Lawrence, P. J., Oleson, K. W., Levis, S., Jung, M., Reichstein, M., Lawrence, D. M., and Swenson S. C.: Improving canopy processes in the Community Land Model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data, J. Geophys. Res., 116, 02014, doi:10.1029/2010JG001593, 2011.
14. Bonan, G. B., Hartman, M. D., Parton, W. J., and Wieder, W. R.: Evaluating litter decomposition in earth system models with long-Term litterbag experiments: An example using the Community Land Model version 4 (CLM4), Glob. Change Biol., 19, 957-974, doi:10.1111/gcb.12031, 2013.
15. Bretherton, F. P.: Earth system science and remote sensing, P. IEEE, 73, 1118-1127, 1985.
16. Brohan, P., Kennedy, J. J., Harris, I., Tett, S. F. B., and Jones, P. D.: Uncertainty estimates in the regional and global observed temperature changes: A new data set from 1850, J. Geophys. Res., 111, 122106, doi:10.1029/2005JD006548, 2006.
17. Carr, M.-E., Friedrichs, M. A. M., Schmeltz, M., Aita, M. N., Antoine, D., Arrigo, K. R., Asanuma, I., Aumont, O., Barber, R., Behrenfeld, M., Bidigare, R., Buitenhuis, E. T., Campbell, J., Ciotti, A., Dierssen, H., Dowell, M., Dunne, J., Esaias, W., Gentili, B., Gregg, W., Groom, S., Hoepffner, N., Ishizaka, J., Kameda, T., Le Qúeŕe, C., Lohrenz, S., Marra, J., Melin, F., Moore, K., Morel, A., Reddy, T. E., Ryan, J., Scardi, M., Smyth, T., Turpie, K., Tilstone, G., Waters, K., and Yamanaka, Y.: A comparison of global estimates of marine primary production from ocean color, Deep-Sea Res. Pt. II, 53, 741- 770, doi:10.1016/j.dsr2.2006.01.028 2006.
18. Clapp, R. B. and Hornberger, G. M.: Empirical equations for some soil hydraulic properties, Water Resour. Res., 14, 601-604, 1978.
19. Dai, Y. and Zeng, Q.: A land surface model (IAP94) for climate studies. Part I: Formulation and validation in off-line experiments, Adv. Atmos. Sci., 14, 433-460, 1997.
20. de Boyer Montégut, C., Madec, G., Fischer, A. S., Lazar, A., and Iudicone, D.: Mixed layer depth over the global ocean: An examination of profile data and a profile-based climatology, J. Geophys. Res., 109, 12003, doi:10.1029/2004JC002378, 2004.
21. DeFries, R. S., Field, C. B., Fung, I., Collatz, G. J., and Bounoua, L.: Combining satellite data and biogeochemical models to estimate global effects of human-induced land cover change on carbon emissions and primary productivity, Global Biogeochem. Cy., 13, 803-815, 1999.
22. Denman, K. L., Brasseur, G., Chidthaisong, A., Ciais, P., Cox, P. M., Dickinson, R. E., Hauglustaine, D., Heinze, C., Holland, E., Jacob, D., Lohmann, U., Ramachandran, S., da Silva Dias, P. L., Wofsy, S. C., and Zhang, X.: Couplings between changes in the climate system and biogeochemistry, in: Climate Change 2007: The Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B., Tignor, M., and Miller, H. L., Cambridge University Press, Cambridge, UK and New York, NY, USA, 499-587, 2007.
23. 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 Tool, A.: Evaluating global ocean carbon models: The importance of realistic physics, Global Biogeochem. Cy., 18, 3017, doi:10.1029/2003GB002150, 2004.
24. Dukowicz, J. K. and Baumgardner, J. R.: Incremental remapping as a transport/advection algorithm, J. Comput. Phys., 160, 318-335, 2000.
25. Eden, C., Jochum, M., and Danabasoglu, G.: Effects of different closures for thickness diffusivity, Ocean Model., 26, 47-59, doi:10.1016/j.ocemod.2008.08.004, 2009.
26. Eden, C. and Greatbatch, R. J.: Towards a mesoscale eddy closure, Ocean Model., 20, 223-239, doi:10.1016/j.ocemod.2007.09.002, 2008.
27. Eppley, R. W.: Temperature and phytoplankton growth in the sea, Fish. B.-NOAA, 70, 1063-1085, 1972.
28. Flanner, M. G., Zender, C. S., Randerson, J. T., and Rasch, P. J.: Present day climate forcing and response from black carbon in snow, J. Geophys. Res., 112, 11202, doi:10.1029/2006JD008003, 2007.
29. Formenti, P., Elbert, W., Maenhaut, J., Haywood, S., Osborne, S., and Andreae, M. O.: Inorganic and carbonaceous aerosols during the Southern African Regional Science Initiative (SAFARI 2000) experiment: chemical characteristics, physical properties, and emission data for smoke from African biomass burning, J. Geophys. Res., 108, 1-16, 2003.
30. Fox-Kemper, B., Ferrari, R., and Hallberg, R.: Parameterization of mixed layer eddies, Part I: Theory and diagnosis, J. Phys. Oceanogr., 38, 1145-1165, 2008.
31. Ganachaud, A. and Wunsch, C.: Improved estimates of global ocean circulation, heat transport and mixing from hydrographic data, Nature, 408, 453-457, 2000.
32. Garcia, H. E., Locarnini, R. A., Boyer, T. P., Antonov, J. I., Baranova, O. K., Zweng, M. M., and Johnson, D. R.: World Ocean Atlas 2009, vol. 3, Dissolved Oxygen, Apparent Oxygen Utilization, and Oxygen Saturation, edited by: Levitus, S., NOAA Atlas NESDIS 70, US Government Printing Office, Washington, DC, 344 pp., 2010a.
33. Garcia, H. E., Locarnini, R. A., Boyer, T. P., Antonov, J. I., Zweng, M. M., Baranova, O. K., and Johnson, D. R.: World Ocean Atlas 2009, vol. 4, Nutrients (phosphate, nitrate, silicate), edited by: Levitus, S., NOAA Atlas NESDIS 71, US Government Printing Office, Washington, DC, 398 pp., 2010b.
34. Gaspar, P.: Modeling the seasonal cycle of the upper ocean, J. Phys. Oceanogr., 18, 161-180, 1988.
35. Gent, P. R., Danabasoglu, G., Donner, L. J., Holland, M. M., Hunke, E. C., Jayne, S. R., Lawrence, D. M., Neale, R. B., Rasch, P. J., Vertenstein, M., Worley, P. H., Yang, Z. L., and Zhang, M.: The community climate system model version 4, J. Climate, 24, 4973-4991, doi:10.1175/2011JCLI4083.1, 2011.
36. Haidvogel, D. B., and Beckmann, A.: Numerical ocean circulation modelling, Imperial College Press, London, UK, 320 pp., 1999.
37. Heinze, C., Maier-Reimer, E., Winguth, A. M. E., and Archer, D.: A global oceanic sediment model for long-Term climate studies, Glob. Biogeochem. Cy., 13, 221-250, 1999.
38. Heinze, C.: Simulating oceanic CaCO3 export production in the greenhouse, Geophys. Res. Lett., 31, 16308, doi:10.1029/2004GL020613, 2004.
39. Holland, M. M., Bailey, D. A., Briegleb, B. P., Light, B., and Hunke, E.: Improved sea ice shortwave radiation physics in CCSM4: The impact of melt ponds and aerosols on Arctic Sea ice, J. Climate, 25, 1413-1430, doi:10.1175/JCLI-D-11-00078.1, 2012.
40. Houghton, R. A.: The contemporary carbon cycle, in: Biogeochemistry, edited by: Schlesinger, W. H., Vol. 8 Treatise on Geochemistry, edited by: Holland, H. D. and Turekian, K. K., Elsevier- Pergamon, Oxford, UK, 473-513, 2003.
41. Hurtt, G. C., Frolking, S., Fearon, M. G., Moore, B., Shevliakova, E., Malyshev, S., Pacala, S. W., and Houghton, R. A.: The underpinnings of land-use history: Three centuries of global gridded land-use transitions, wood-harvest activity, and resulting secondary lands, Glob. Change Biol., 12, 1208-1229, 2006.
42. Iversen, T., Bentsen, M., Bethke, I., Debernard, J. B., Kirkevag, A., Seland, Ø., Drange, H., Kristjansson, J. E., Medhaug, I., Sand, M., and Seierstad, I. A.: The Norwegian Earth System Model, NorESM1-M - Part 2: Climate response and scenario projections, Geosci. Model Dev. Discuss., 5, 2933-2998, doi:10.5194/gmdd-5-2933-2012, 2012.
43. Jin, X., Gruber, N., Dunne, J. P., Sarmiento, J. L., and Armstrong, R. A.: Diagnosing the contribution of phytoplankton functional groups to the production and export of particulate organic carbon, CaCO3, and opal from global nutrient and alkalinity distributions, Global Biogeochem. Cy., 20, 2015, doi:10.1029/2005GB002532, 2006.
44. Jobbágy, E. G. and Jackson, R. B.: The vertical distribution of soil organic carbon and its relation to climate and vegetation, Ecol. Appl., 10, 423-436, 2000.
45. 2 emissions and airborne fraction simulated by CMIP5 Earth System models under 4 Representative Concentration Pathways, J. Climate, doi:10.1175/JCLI-D-12-00554.1 in press, 2013.
46. Jung, M., Reichstein, M., Margolis, H. A., Cescatti, A., Richardson, A. D., Arain, M. A., Arneth, A., Bernhofer, C., Bonal, D., Chen, J., Gianelle, D., Gobron, N., Kiely, G., Kutsch, W., Lasslop, G., Law, B. E., Lindroth, A., Merbold, L., Montagnani, L., Moors, E. J., Papale, D., Sottocornola, M., Vaccari, F., and Williams, C.: Global patterns of land-Atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations, J. Geophys. Res., 116, G00J07, doi:10.1029/2010JG001566, 2011.
47. Key, R. M., Kozyr, A., Sabine, C. L., Lee, K., Wanninkhof, R., Bullister, J. L., Feely, R. A., Millero, F. J., Mordy, C., and Peng, T.-H.: A global ocean carbon climatology: Results from Global Data Analysis Project (GLODAP), Global Biogeochem. Cy., 18, 4031, doi:10.1029/2004GB002247, 2004.
48. Kirkevag, A., Iversen, T., Seland, Ø., Debernard, J. B., Storelvmo, T., and Kristjánsson, J. E.: Aerosol-cloud-climate interactions in the climate model CAM-Oslo, Tellus A, 60, 492- 512, 2008.
49. Kirkevag, A., Iversen, T., Seland, Ø., Hoose, C., Kristjansson, J. E., Struthers, H., Ekman, A. M. L., Ghan, S., Griesfeller, J., Nilsson, E. D., and Schulz, M.: Aerosol-climate interactions in the Norwegian Earth System Model - NorESM1-M, Geosci. Model Dev., 6, 207-244, doi:10.5194/gmd-6-207-2013, 2013.
50. Kraus, E. B. and Turner, J. S.: A one-dimensional model of the seasonal thermocline-II. The general theory and its consequences, Tellus, 19, 98-105, 1967.
51. Koeve, W.: Upper ocean carbon fluxes in the Atlantic Ocean: The importance of the POC : PIC ratio, Global Biogeochem. Cy., 16, 1056, doi:10.1029/2001GB001836, 2002.
52. Lawrence, D. M. and Slater, A. G.: The contribution of changes in snow conditions on future ground climate, Clim. Dynam., 34, 969-981, doi:10.1007/s00382-009-0537-4, 2009.
53. Lawrence, D. M., Slater, A. G., Romanovsky, V. E., and Nicolsky, D. J.: The sensitivity of a model projection of nearsurface permafrost degradation to soil column depth and inclusion of soil organic matter, J. Geophys. Res., 113, 02011, doi:10.1029/2007JF000883, 2008.
54. Lawrence, D., Oleson, K.W., Flanner, M. G., Thornton, P. E., Swenson, S. C., Lawrence, P. J., Zeng, X., Yang, Z.-L., Levis, S., Skaguchi, K., Bonan, G. B., and Slater, A. G.: Parameterization improvements and functional structural advances in version 4 of the Community Land Model, J. Adv. Model. Earth Syst., 3, 03001, doi:10.1029/2011MS000045 2011.
55. Lawrence, D. M., Oleson, K. W., Flanner, M. G., Fletcher, C. G., Lawrence, P. J., Levis, S., Swenson, S. C., and Bonan, G. B.: The CCSM4 land simulation, 1850-2005: Assessment of surface climate and new capabilities, J. Climate, 25, 2240-2260, doi:10.1175/JCLI-D-11-00103.1 2012a.
56. Lawrence, P. J., Feddema, J. J., Bonan, G. B., Meehl, G. A., O'Neill, B. C., Levis, S., Lawrence, D. M., Oleson, K. W., Kluzek, E., Lindsay, K., and Thornton, P. E.: Simulating the biogeochemical and biogeophysical impacts of transient land cover change and wood harvest in the Community Climate System Model (CCSM4) from 1850 to 2100, J. Climate CCSM4 Special Collection, 25, 3071-3095, doi:10.1175/JCLI-D-11-00256.1, 2012b.
57. 2 sink due to recent climate change, Science, 316, 1735-1738, 2007.
58. 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. Clim., in review, 2013.
59. Lloyd, J. and Taylor, J. A.: On the temperature dependence of soil respiration, Funct. Ecol. 8, 315-323, 1994.
60. Locarnini, R. A., Mishonov, A. V., Antonov, J. I., Boyer, T. P., Garcia, H. E., Baranova, O. K., Zweng, M. M., and Johnson D. R.: World Ocean Atlas 2009, Temperature, edited by: Levitus, S., NOAA Atlas NESDIS 68, US Government Printing Office, Washington, DC, Vol. 1, 184 pp., 2010.
61. Lumpkin, R. and Speer, K.: Large-scale vertical and horizontal circulation in the North Atlantic Ocean, J. Phys. Oceanogr., 33, 1902-1920, 2003.
62. Mahowald, N., Baker, A., Bergametti, G., Brooks, N., Duce, R., Jickells, T., Kubilay, N., Prospero, J., and Tegen, I.: Atmospheric global dust cycle and iron inputs to the ocean, Global Biogeochem. Cy., 19, 4025, doi:10.1029/2004GB002402, 2005.
63. Maier-Reimer, E.: Geochemical cycles in an ocean general circulation model, preindustrial tracer distributions, Global Biogeochem. Cy., 7, 645-677, 1993.
64. Maier-Reimer, E., Kriest, I., Segschneider, J., and Wetzel, P.: The HAMburg Ocean Carbon Cycle Model HAMOCC5.1 - Technical Description Release 1.1, Berichte zur Erdsystemforschung 14, ISSN 1614-1199, Max Planck Institute for Meteorology, Hamburg, Germany, 50 pp., 2005.
65. Matsumoto, K. and Gruber, N.: How accurate is the estimation of anthropogenic carbon in the ocean? An evaluation of the 1C∗ method, Global Biogeochem. Cy., 19, GB3014, doi:10.1029/2004GB002397, 2005.
66. Matthews, E.: Global litter production, pools, and turnover times: Estimates from measurement data and regression models, J. Geophys. Res., 102, 18771-18800, doi:10.1029/97JD02956 1997.
67. McDougall, T. J. and Jackett, D. R.: An assessment of orthobaric density in the global ocean, J. Phys. Oceanogr., 35, 2054-2075, 2005.
68. Mitchell, T. D. and Jones, P. D.: An improved method of constructing a database of monthly climate observations and associated high-resolution grids, Int. J. Climatol., 25, 693-712, doi:10.1002/joc.1181 2005.
69. Neale, R. B., Richter, J., Park, S., Lauritzen, P. H., Vavrus, S. J., Rasch, P. J., and Zhang, M.: The mean climate of the Community Atmosphere Model (CAM4) in forced SST and fully coupled experiments, J. Climate, doi:doi:10.1175/JCLI-D-12-00236.1, in press, 2013.
70. New, M., Hulme, M., and Jones, P. D.: Representing twentieth century space-Time climate variability. Part 1: Development of a 1961-90 mean monthly terrestrial climatology, J. Climate, 12, 829-856, 1999.
71. Niu, G.-Y. and Yang, Z.-L.: Effects of frozen soil on snowmelt runoff and soil water storage at a continental scale, J. Hydrometeorol., 7, 937-952, 2006.
72. Oberhuber, J. M.: Simulation of the Atlantic circulation with a coupled sea ice-mixed layer isopycnal general circulation model. Part I:Model description, J. Phys. Oceanogr., 23, 808-829, 1993.
73. Oleson, K. W., Lawrence, D. M., Bonan, G. B., Flanner, M. G., Kluzek, E., Lawrence, P. J., Levis, S., Swenson, S. C., Thornton, P. E., Dai, A., Decker, M., Dickinson, R., Feddema, J., Heald, C. L., Hoffman, F., Lamarque, J. F., Mahowald, N., Niu, G.-Y., Qian, T., Randerson, J., Running, S., Sakaguchi, K., Slater, A., Stockli, R., Wang, A., Yang, Z.-L., and Zeng, X.: Technical Description of Version 4.0 of the Community Land Model, NCAR Tech. Note, NCAR/TN-478+STR, 257 pp., 2010.
74. Orchard, V. A. and Cook, F. J.: Relationship between soil respiration and soil moisture, Soil Biol. Biochem., 15, 447-453, 1993.
75. Pan, Y., Birdsey, R. A., Fang, J., Houghton, R., Kauppi, P. E., Kurz, W. A., Phillips, O. L., Shvidenko, A., Lewis, S. L., Canadell, J. G., Ciais, P., Jackson, R. B., Pacala, S. W., McGuire, A. D., Piao, S., Rautiainen, A., Sitch, S., and Hayes, D.: A large and persistent carbon sink in the world's forests, Science, 333, 988- 993, doi:10.1126/science.1201609, 2011.
76. Parekh, P., Follows, M. J., and Boyle, A.: Decoupling of iron and phosphate in the global ocean, Global Biogeochem. Cy., 19, GB2020, doi:10.1029/2004GB002280, 2005.
77. 2 during past decades, Tellus, 9, 18-27, 1957.
78. 2, Science, 305, 367-371, 2004.
79. Saha, S., Moorthi, S., Pan, H.-L., Wu, X., Wang, J., Nadiga, S., Tripp, P., Kistler, R., Woollen, J., Behringer, D., Liu, H., Stokes, D., Grumbine, R., Gayno, G., Wang, J., Hou, Y.-T., Chuang, H., Juang, H.-M. H., Sela, J., Iredell, M., Treadon, R., Kleist, D., Delst, P. V., Keyser, D., Derber, J., Ek, M., Meng, J., Wei, H., Yang, R., Lord, S., van den Dool, H., Kumar, A., Wang, W., Long, C., Chelliah, M., Xue, Y., Huang, B., Schemm, J.-K., Ebisuzaki, W., Lin, R., Xie, P., Chen, M., Zhou, S., Higgins, W., Zou, C.-Z., Liu, Q., Chen, Y., Han, Y., Cucurull, L., Reynolds, R. W., Rutledge, G., and Goldberg, M.: The NCEP climate forecast system reanalysis, B. Am. Meteorol. Soc., 91, 1015-1057, doi:10.1175/2010Bams3001.1, 2010.
80. 3 to organic carbon export ratio, Global Biogeochem. Cy., 16, 1107, doi:10.1029/2002GB001919, 2002.
81. Sarmiento, J. L. and Gruber, N.: Ocean Biogeochemical Dynamics, Princeton University Press, Princeton, New Jersey, USA, 526 pp., 2006.
82. 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., doi:10.1007/s00382-012-1362-8, 2012.
83. Seland, Ø., Iversen, T., Kirkevag, A., and Storelvmo, T.: Aerosolclimate interactions in the CAM-Oslo atmospheric GCM and investigation of associated basic shortcomings, Tellus A, 60, 459- 491, 2008.
84. Six, K. D. and Maier-Reimer, E.: Effects of plankton dynamics on seasonal carbon fluxes in an ocean general circulation model, Global Biogeochem. Cy., 10, 559-583, 1996.
85. Smith, E. L.: Photosynthesis in relation to light and carbon dioxide, P. Natl. Acad. Sci. USA, 22, 504-511, 1936.
86. Struthers, H., Ekman, A. M. L., Glantz, P., Iversen, T., Kirkevag, A., Martensson, E. M., Seland, Ø., and Nilsson, E. D.: The effect of sea ice loss on sea salt aerosol concentrations and the radiative balance in the Arctic, Atmos. Chem. Phys., 11, 3459-3477, doi:10.5194/acp-11-3459-2011, 2011.
87. Swenson, S. C., Lawrence, D. M., and Lee, H.: Improved simulation of the terrestrial hydrological cycle in permafrost regions by the community land model, J. Adv. Model. Earth Syst., 4, M08002, doi:10.1029/2012MS000165 2012.
88. 2 flux over the global oceans, Deep-Sea Res. Pt. II, 56, 554-577, doi:10.1016/j.dsr2.2008.12.009 2009.
89. Taylor, K. E.: Summarizing multiple aspects of model performance in a single diagram, J. Geophys. Res., 106, 7183-7192, 2001.
90. Taylor, K. E., Stouffer, R. J., and Meehl, G. A.: An Overview of CMIP5 and the experiment design, B. Am. Meteorol. Soc., 93, 485-498, doi:10.1175/BAMS-D-11-00094.1 2012.
91. Thornton, P. E., Law, B. E., Gholz, H. L., Clark, K. L., Falge, E., Ellsworth, D. S., Goldstein, A. H., Monson, R. K., Hollinger, D., Falk, M., Chen, J., and Sparks, J. P.: Modeling and measuring the effects of disturbance history and climate on carbon and water budgets in evergreen needleleaf forests, Agr. Forest Meteorol., 113, 185-222, 2002.
92. Thornton, P. E. and Rosenbloom, N. A.: Ecosystem model spin-up: Estimating steady state conditions in a coupled terrestrial carbon and nitrogen cycle model, Ecol. Model., 189, 25-48, 2005.
93. 2 fertilization and climate variability, Global Biogeochem. Cy., 21, GB4018, doi:10.1029/2006GB002868, 2007.
94. Tjiputra, J. F., Assmann, K., Bentsen, M., Bethke, I., Otter a, O. H., Sturm, C., and Heinze, C.: Bergen Earth system model (BCM-C): model description and regional climate-carbon cycle feedbacks assessment, Geosci. Model Dev., 3, 123-141, doi:10.5194/gmd-3-123-2010, 2010a.
95. Tjiputra, J. F., Assmann, K., and Heinze, C.: Anthropogenic carbon dynamics in the changing ocean, Ocean Sci., 6, 605-614, doi:10.5194/os-6-605-2010, 2010b.
96. Vázquez-Rodríguez, M., Touratier, F., Lo Monaco, C., Waugh, D. W., Padin, X. A., Bellerby, R. G. J., Goyet, C., Metzl, N., Ríos, A. F., and Pérez, F. F.: Anthropogenic carbon distributions in the Atlantic Ocean: data-based estimates from the Arctic to the Antarctic, Biogeosciences, 6, 439-451, doi:10.5194/bg-6-439-2009, 2009.
97. Wang, A. and Zeng, X.: Improving the treatment of vertical snow burial fraction over short vegetation in the NCAR CLM3, Adv. Atmos. Sci., 26, 877-886, doi:10.1007/s00376-009-8098-3, 2009.
98. Wanninkhof, R.: Relationship between wind speed and gas exchange over the ocean, J. Geophys. Res., 97, 7373-7382, 1992.
99. WBGU (Wissenschaftlicher Beirat der Bundesregierung Globale Umweltveranerungen): Die Anrechnung biolischer Quellen und Senken in Kyoto-Protokoll: Fortschritt oder Rückschlang für den globalen Umweltschutz Sondergutachten 1988, Bremerhaven, Germany, 76 pp., 1988 (in German).
100. Weiss, R. F.: The solubility of nitrogen, oxygen and argon in water and sea water, Deep-Sea Res., 17, 721-735, 1970.
101. Weiss, R. F.: Carbon dioxide in water and seawater: The solubility of a non-ideal gas, Mar. Chem., 2, 203-215, 1974.
102. Zeng, X. and Decker, M.: Improving the numerical solution of soil moisture-based Richards equation for land models with a deep or shallow water table, J. Hydrometeorol., 10, 308-319, 2009.
103. Zhang, Z. S., Nisancioglu, K., Bentsen, M., Tjiputra, J., Bethke, I., Yan, Q., Risebrobakken, B., Andersson, C., and Jansen, E.: Pre-industrial and mid-Pliocene simulations with NorESM-L, Geosci. Model Dev., 5, 523-533, doi:10.5194/gmd-5-523-2012, 2012. .