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Calibration of sea ice dynamic parameters in an ocean-sea ice model using an ensemble Kalman filter

Bibliographic reference Massonnet, François ; Goosse, Hugues ; Fichefet, Thierry ; Counillon, F.. Calibration of sea ice dynamic parameters in an ocean-sea ice model using an ensemble Kalman filter. In: Journal of Geophysical Research: Oceans, Vol. 119, no.7, p. 4168-4184 (2014)
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  1. Anderson, Mon. Weather Rev., 129, 2884 (2001)
  2. Annan J. D., Lunt D. J., Hargreaves J. C., Valdes P. J., Parameter estimation in an atmospheric GCM using the Ensemble Kalman Filter, 10.5194/npg-12-363-2005
  3. McCulloch J.S.G., The world water balance mean annual global, continental and maritime precipitation, evaporation and run-off, 10.1016/0378-3774(76)90012-3
  4. Beckmann, J. Phys. Oceanogr., 27, 581 (1997)
  5. Berliand, Global Distribution of the Total Amount of Clouds, 71 (1980)
  6. Blanke, J. Phys. Oceanogr., 23, 1363 (1993)
  7. Bocquet M., Ensemble Kalman filtering without the intrinsic need for inflation, 10.5194/npg-18-735-2011
  8. Bocquet M., Sakov P., Combining inflation-free and iterative ensemble Kalman filters for strongly nonlinear systems, 10.5194/npg-19-383-2012
  9. Bougeault, Mon. Weather Rev., 117, 1872 (1989)
  10. Bouillon Sylvain, Morales Maqueda Miguel Ángel, Legat Vincent, Fichefet Thierry, An elastic–viscous–plastic sea ice model formulated on Arakawa B and C grids, 10.1016/j.ocemod.2009.01.004
  11. Burgers, Mon. Weather Rev., 126, 1719 (1998)
  12. Chevallier Matthieu, Salas-Mélia David, The Role of Sea Ice Thickness Distribution in the Arctic Sea Ice Potential Predictability: A Diagnostic Approach with a Coupled GCM, 10.1175/jcli-d-11-00209.1
  13. Comiso Josefino C., Nishio Fumihiko, Trends in the sea ice cover using enhanced and compatible AMSR-E, SSM/I, and SMMR data, 10.1029/2007jc004257
  14. Dorn W., Dethloff K., Rinke A., Frickenhaus S., Gerdes R., Karcher M., Kauker F., Sensitivities and uncertainties in a coupled regional atmosphere-ocean-ice model with respect to the simulation of Arctic sea ice, 10.1029/2006jd007814
  15. Evensen Geir, The Ensemble Kalman Filter: theoretical formulation and practical implementation, 10.1007/s10236-003-0036-9
  16. Evensen, Data Assimilation-The Ensemble Kalman Filter (2007)
  17. Feltham Daniel L., Sea Ice Rheology, 10.1146/annurev.fluid.40.111406.102151
  18. Fichefet T., Maqueda M. A. Morales, Sensitivity of a global sea ice model to the treatment of ice thermodynamics and dynamics, 10.1029/97jc00480
  19. Fischer Holger, Lemke Peter, On the Required Accuracy of Atmospheric Forcing Fields for Driving Dynamic-Thermodynamic Sea Ice Models, The Polar Oceans and Their Role in Shaping the Global Environment ISBN:9781118663882 p.373-381, 10.1029/gm085p0373
  20. Girard L., Weiss J., Molines J. M., Barnier B., Bouillon S., Evaluation of high-resolution sea ice models on the basis of statistical and scaling properties of Arctic sea ice drift and deformation, 10.1029/2008jc005182
  21. Girard Lucas, Bouillon Sylvain, Weiss Jérôme, Amitrano David, Fichefet Thierry, Legat Vincent, A new modeling framework for sea-ice mechanics based on elasto-brittle rheology, 10.3189/172756411795931499
  22. Goosse , H. 1997
  23. Goosse H., Fichefet T., Importance of ice-ocean interactions for the global ocean circulation: A model study, 10.1029/1999jc900215
  24. GRDC 2000 Tech. Rep. 307
  25. Harder Markus, Fischer Holger, Sea ice dynamics in the Weddell Sea simulated with an optimized model, 10.1029/1999jc900047
  26. Hibler W. D., A Dynamic Thermodynamic Sea Ice Model, 10.1175/1520-0485(1979)009<0815:adtsim>;2
  27. Hunke E. C., Dukowicz J. K., An Elastic–Viscous–Plastic Model for Sea Ice Dynamics, 10.1175/1520-0485(1997)027<1849:aevpmf>;2
  28. Hunke Elizabeth C., Lipscomb William H., Turner Adrian K., Sea-ice models for climate study: retrospective and new directions, 10.3189/002214311796406095
  29. Jazwinski, Stochastic Processes and Filtering Theory (1970)
  30. Juricke Stephan, Lemke Peter, Timmermann Ralph, Rackow Thomas, Effects of Stochastic Ice Strength Perturbation on Arctic Finite Element Sea Ice Modeling, 10.1175/jcli-d-12-00388.1
  31. Kalnay E., Kanamitsu M., Kistler R., Collins W., Deaven D., Gandin L., Iredell M., Saha S., White G., Woollen J., Zhu Y., Leetmaa A., Reynolds R., Chelliah M., Ebisuzaki W., Higgins W., Janowiak J., Mo K. C., Ropelewski C., Wang J., Jenne Roy, Joseph Dennis, The NCEP/NCAR 40-Year Reanalysis Project, 10.1175/1520-0477(1996)077<0437:tnyrp>;2
  32. Keghouche , I. 2010
  33. Kim Jong G., Hunke Elizabeth C., Lipscomb William H., Sensitivity analysis and parameter tuning scheme for global sea-ice modeling, 10.1016/j.ocemod.2006.03.003
  34. Kloster , K. S. Sandven 2011 Tech. Rep. 322
  35. Kurtz N. T., Farrell S. L., Studinger M., Galin N., Harbeck J. P., Lindsay R., Onana V. D., Panzer B., Sonntag J. G., Sea ice thickness, freeboard, and snow depth products from Operation IceBridge airborne data, 10.5194/tc-7-1035-2013
  36. Large , W. G. S. G. Yeager 2004 Boulder, Colo
  37. Lavergne T., Eastwood S., Teffah Z., Schyberg H., Breivik L.-A., Sea ice motion from low-resolution satellite sensors: An alternative method and its validation in the Arctic, 10.1029/2009jc005958
  38. Leppäranta, The Drift of Sea Ice (2005)
  39. Levitus , S. 1998 NODC World Ocean Atlas National Oceanic and Atmospheric Administration (NOAA) Washington, D. C
  40. Lis�ter Knut Arild, Rosanova Julia, Evensen Geir, Assimilation of ice concentration in a coupled ice?ocean model, using the Ensemble Kalman filter, 10.1007/s10236-003-0049-4
  41. Lisæter K. A., Evensen G., Laxon S., Assimilating synthetic CryoSat sea ice thickness in a coupled ice-ocean model, 10.1029/2006jc003786
  42. Madec, NEMO Ocean Engine: Note du Pôle de Modélisation, 27 (2008)
  43. Maslanik , J. T. Agnew M. Drinkwater W. Emery C. Fowler R. Kwok A. Liu 1998 National Snow and Ice Data Center (NSIDC) Boulder, Colo.
  44. Massonnet F., Fichefet T., Goosse H., Vancoppenolle M., Mathiot P., König Beatty C., On the influence of model physics on simulations of Arctic and Antarctic sea ice, 10.5194/tc-5-687-2011
  45. Massonnet François, Mathiot Pierre, Fichefet Thierry, Goosse Hugues, König Beatty Christof, Vancoppenolle Martin, Lavergne Thomas, A model reconstruction of the Antarctic sea ice thickness and volume changes over 1980–2008 using data assimilation, 10.1016/j.ocemod.2013.01.003
  46. Mathiot P., König Beatty C., Fichefet T., Goosse H., Massonnet F., Vancoppenolle M., Better constraints on the sea-ice state using global sea-ice data assimilation, 10.5194/gmd-5-1501-2012
  47. Mauritsen Thorsten, Stevens Bjorn, Roeckner Erich, Crueger Traute, Esch Monika, Giorgetta Marco, Haak Helmuth, Jungclaus Johann, Klocke Daniel, Matei Daniela, Mikolajewicz Uwe, Notz Dirk, Pincus Robert, Schmidt Hauke, Tomassini Lorenzo, Tuning the climate of a global model : TUNING THE CLIMATE OF A GLOBAL MODEL, 10.1029/2012ms000154
  48. McPhee, Sea Ice Processes and Models, 62 (1980)
  49. Miller Paul A., Laxon Seymour W., Feltham Daniel L., Cresswell Douglas J., Optimization of a Sea Ice Model Using Basinwide Observations of Arctic Sea Ice Thickness, Extent, and Velocity, 10.1175/jcli3648.1
  50. Nguyen An T., Menemenlis Dimitris, Kwok Ronald, Arctic ice-ocean simulation with optimized model parameters: Approach and assessment, 10.1029/2010jc006573
  51. Notz Dirk, Challenges in simulating sea ice in Earth System Models, 10.1002/wcc.189
  52. Owens W. B., Lemke P., Sensitivity studies with a sea ice-mixed layer-pycnocline model in the Weddell Sea, 10.1029/jc095ic06p09527
  53. Rae J.G.L., Hewitt H.T., Keen A.B., Ridley J.K., Edwards J.M., Harris C.M., A sensitivity study of the sea ice simulation in the global coupled climate model, HadGEM3, 10.1016/j.ocemod.2013.12.003
  54. Rampal P., Weiss J., Marsan D., Bourgoin M., Arctic sea ice velocity field: General circulation and turbulent-like fluctuations, 10.1029/2008jc005227
  55. Sakov Pavel, Oke Peter R., A deterministic formulation of the ensemble Kalman filter: an alternative to ensemble square root filters, 10.1111/j.1600-0870.2007.00299.x
  56. Shine K. P., Henderson-Sellers A., The sensitivity of a thermodynamic sea ice model to changes in surface albedo parameterization, 10.1029/jd090id01p02243
  57. Steele Michael, Zhang Jinlun, Rothrock Drew, Stern Harry, The force balance of sea ice in a numerical model of the Arctic Ocean, 10.1029/97jc01454
  58. STOSSEL ACHIM, Sensitivity of Southern Ocean sea-ice simulations to different atmospheric forcing algorithms, 10.1034/j.1600-0870.1992.t01-3-00004.x
  59. Stössel Achim, Lemke Peter, Owens W. Brechner, Coupled sea ice-mixed layer simulations for the Southern Ocean, 10.1029/jc095ic06p09539
  60. Sumata H., Kauker F., Gerdes R., Köberle C., Karcher M., A comparison between gradient descent and stochastic approaches for parameter optimization of a sea ice model, 10.5194/os-9-609-2013
  61. Thomas, Sea Ice (2010)
  62. Thorndike A. S., Diffusion of sea ice, 10.1029/jc091ic06p07691
  63. Thorndike A. S., Rothrock D. A., Maykut G. A., Colony R., The thickness distribution of sea ice, 10.1029/jc080i033p04501
  64. Trenberth , K. E. W. Large European Centre for Medium Range Weather Forecasts 1989 National Center for Atmospheric Research (NCAR) Boulder, Colo
  65. Uotila P., O’Farrell S., Marsland S.J., Bi D., A sea-ice sensitivity study with a global ocean-ice model, 10.1016/j.ocemod.2012.04.002
  66. Vancoppenolle Martin, Fichefet Thierry, Goosse Hugues, Bouillon Sylvain, Madec Gurvan, Maqueda Miguel Angel Morales, Simulating the mass balance and salinity of Arctic and Antarctic sea ice. 1. Model description and validation, 10.1016/j.ocemod.2008.10.005
  67. Vancoppenolle Martin, Meiners Klaus M., Michel Christine, Bopp Laurent, Brabant Frédéric, Carnat Gauthier, Delille Bruno, Lannuzel Delphine, Madec Gurvan, Moreau Sébastien, Tison Jean-Louis, van der Merwe Pier, Role of sea ice in global biogeochemical cycles: emerging views and challenges, 10.1016/j.quascirev.2013.04.011