Data assimilation methods
2009; American Geophysical Union; Linguagem: Inglês
10.1029/2008gm000763
ISSN2328-8779
Autores Tópico(s)Oceanographic and Atmospheric Processes
ResumoData Assimilation Methods C. Jamet, C. Jamet CNRS, UMR 8187, Wimeraux, France.Search for more papers by this authorH. Loisel, H. Loisel CNRS, UMR 8187, Wimeraux, France.Search for more papers by this author C. Jamet, C. Jamet CNRS, UMR 8187, Wimeraux, France.Search for more papers by this authorH. Loisel, H. Loisel CNRS, UMR 8187, Wimeraux, France.Search for more papers by this author Book Editor(s):Corinne Le Quéré, Corinne Le QuéréSearch for more papers by this authorEric S. Saltzman, Eric S. SaltzmanSearch for more papers by this author First published: 01 January 2009 https://doi.org/10.1029/2008GM000763Citations: 1Book Series:Geophysical Monograph Series AboutPDFPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShareShare a linkShare onEmailFacebookTwitterLinkedInRedditWechat Summary This chapter contains sections titled: Introduction Basic Concepts The General Concept: Bayesian Approach Stationary Methods Evolutionary Methods Applications Conclusion References E. Andersson, et al., The ECMWF implementation of three dimensional variational assimilation (3D-Var). Part III: Experimental results, Q. J. R. Meteorol. Soc., 124, 1831– 1860, 1998. 10.1002/qj.49712455004 Web of Science®Google Scholar J. Austin, Towards the four dimensional assimilation of stratospheric chemical constituents, J. Geophys. Res., 97D, 2569– 2588, 1992. 10.1029/91JD02603 Google Scholar A. F. Bennett, Inverse Methods in Physical Oceanography, 346, Cambridge Univ. Press, Cambridge, 1992. 10.1017/CBO9780511600807 Google Scholar A. F. Bennett, M. A. Thorburn, The generalized inverse of a nonlinear quasigeostrophic ocean circulation model, J. Phys. Oceanogr., 22, 213– 230, 1992. 10.1175/1520-0485(1992)022 2.0.CO;2 Web of Science®Google Scholar C. M. Bishop, Neural Networks for Pattern Recognition, 482, Oxford Univ. Press., 1995. Google Scholar M. Bocquet, 2006, Introduction aux principes et méthodes de l'assimilation de données en géophysique, ENSTA ParisTech and Ecole des Ponts ParisTech lectures notes, 118 pp. Google Scholar F. Bouttier, and P. Courtier, 1999, Data assimilation concepts and methods, Training Course Notes of ECMWF, 59 pp. Google Scholar J. A. Carton, E. C. Hackert, Applications of multi-variate statistical objective analysis to the circulation on the tropical Atlantic, Dyn. Atmos. Oceans, 13, 491– 515, 1989. 10.1016/0377-0265(89)90051-1 Web of Science®Google Scholar E. P. Chassignet, J. Verron, Ocean Weather Forecasting, An integrated view of oceanography, XII, 578, Springer, 2006. Google Scholar S. E. Cohn, Introduction to estimation theory, J. Meteorol. Soc. Jpn., 75, 257– 288, 1997. 10.2151/jmsj1965.75.1B_257 Web of Science®Google Scholar G. Compo, J. S. Whitaker, P. D. Sardeshmukh, Feasibility of a 100 year reanalysis using only surface pressure data, Bull. Am. Meteorol. Soc., 87, 175– 190, 2006. 10.1175/BAMS-87-2-175 Web of Science®Google Scholar M. Cooper, K. Haines, Altimetric assimilation with property conservation, J. Geophys. Res., 101, 1059– 1077, 1996. 10.1029/95JC02902 Web of Science®Google Scholar P. Courtier, Variational methods, J. Meteorol. Soc. Jpn., 75, 211– 218, 1997. 10.2151/jmsj1965.75.1B_211 Web of Science®Google Scholar P. Courtier, O. Talagrand, Variational assimilation of meteorological observations with the adjoint vorticity equation. II: Numerical results theory, Q. J. R. Meteorol. Soc., 113, 1329– 1347, 1987. 10.1002/qj.49711347813 Web of Science®Google Scholar R. Daley, Atmospheric Data Analysis. Cambridge Atmospheric and Space Science Series, 457, Cambridge Univ. Press., 1991. Google Scholar P. De Mey, Data assimilation at the oceanic mesoscale: A review, J. Meteorol. Soc. Jpn., 75, 415– 427, 1997. 10.2151/jmsj1965.75.1B_415 Web of Science®Google Scholar J. C. Derber, A. Rosati, A global ocean data assimilation system, J. Phys. Oceanogr., 19, 1333– 1347, 1989. 10.1175/1520-0485(1989)019 2.0.CO;2 Web of Science®Google Scholar H. Elbern, H. Schmidt, O. Talagrand, E. Ebel, 4D variational data assimilation with an adjoint air quality model for emission analysis, Environ. Mod. Software, 15, 539– 548, 2000. 10.1016/S1364-8152(00)00049-9 Web of Science®Google Scholar A. Eliassen, Provisional report on calculation of spatial covariance and autocorrelation of the pressure field, Report no. 5, 12, Videnskaps-Akademiets Institutt for Vaer-Og Klima, for skning Oslo, Norway, 1954. Google Scholar R. J. Engelen, A. P. McNally, Estimating atmospheric CO2 from advanced infrared satellite radiances within an operational four-dimensional variational (4D-Var) data assimilation system: Results and validation, J. Geophys. Res., 110, D18305, doi:10.1029/2005JD005982, 2005. 10.1029/2005JD005982 CASWeb of Science®Google Scholar G. Evensen, Sequential data assimilation with a nonlinear quasi-geostrophic model using Monte Carlo methods to forecast error statistics, J. Geophys. Res., 99, 10143– 10162, 1994. 10.1029/94JC00572 Web of Science®Google Scholar G. Evensen, P. J. van Leuwen, Assimilation of Geosat altimeter data for the Agulhas current using the ensemble Kalman filter with a quasi-geostrophic model, Mon. Weather Rev., 124, 85– 96, 1996. 10.1175/1520-0493(1996)124 2.0.CO;2 Web of Science®Google Scholar T. Ezer, G. L. Mellor, Continuous assimilation of Geosat altimeter data into a three-dimensional primitive equation Gulf stream model, J. Phys. Oceanogr., 24, 832– 847, 1994. 10.1175/1520-0485(1994)024 2.0.CO;2 Web of Science®Google Scholar M. J. R. Fasham, G. T. Evans, The use of optimization technique to model marine ecosystem dynamics at the JGOFS station at 47°N 20°W, Philos. Trans. R. Soc. London, Ser. B, 348, 203– 209, 1995. 10.1098/rstb.1995.0062 Web of Science®Google Scholar K. Fennel, M. Losch, J. Schröder, M. Wenzel, Testing a marine ecosystem model: Sensitivity analysis and parameter optimization, J. Mar. Syst., 28, 45– 63, 2001. 10.1016/S0924-7963(00)00083-X Web of Science®Google Scholar M. Fisher, D. Lary, Lagrangian four-dimensional variational data assimilation of chemical species, Q. J. R. Meteorol. Soc., 121, 1681– 1704, 1995. 10.1002/qj.49712152709 Web of Science®Google Scholar I. Fukumori, P. Malanotte-Rizzoli, An approximative Kalman Filter for ocean data assimilation: An example with an idealized Gulf stream model, J. Geophys. Res., 100, 6777– 6793, 1995. 10.1029/94JC03084 Web of Science®Google Scholar A. Gelb, Applied Optimal Estimation, 374, MIT Press, Cambridge, Mass., 1974. Google Scholar J. Gunson, A. Oschlies, V. Garçon, Sensitivity of ecosystem parameters to simulated satellite ocean color data using a coupled physical-biological model of the North Atlantic, J. Mar. Syst., 57, 613– 639, 1999. Web of Science®Google Scholar B. N. Holben, et al., An emerging ground-based aerosol climatology: Aerosol Optical Depth from AERONET, J. Geophys. Res., 106, 12067– 12097, 2001. 10.1029/2001JD900014 Web of Science®Google Scholar E. V. Hòlm, Lectures notes on assimilation, Training Course Notes of ECMWF, 30, 2003. Google Scholar E. Kalnay, Atmospheric Modeling, Data Assimilation and Predictability, 364, Cambridge Univ. Press, New York, 2002. Google Scholar E. Klinker, F. Rabier, G. Kelly, J.-F. Mahfouf, The ECMWF operational implementation of four-dimensional variational assimilation. III: Experimental results and diagnostics jamet and Loisel 317 with operational configuration, Q. J. R. Meteorol. Soc., 126, 1191– 1215, 2000. 10.1002/qj.49712656417 Web of Science®Google Scholar L. M. Lawson, Y. H. Spitz, E. E. Hofmann, R. B. Long, A data assimilation technique applied to a predator-prey model, Bull. Math. Biol., 57, 593– 617, 1995. 10.1007/BF02460785 Web of Science®Google Scholar L. M. Lawson, E. E. Hofmann, Y. H. Spitz, Time series sampling and data assimilation in a simple marine ecosystem model, Deep Sea Res., Part II, 43, 625– 651, 1996. 10.1016/0967-0645(95)00096-8 Web of Science®Google Scholar J.-L. Lions, Optimal Control of Systems Governed by Partial Differential Equations, 396, Springer, Berlin, 1971. 10.1007/978-3-642-65024-6 Google Scholar H. Loisel, C. Jamet, and J. Riedi, 2009, Remote sensing, in Surface Ocean-Lower Atmosphere Processes, Geophys. Monogr. Ser., doi:10.1029/2008GM000764, Geophys. Monogr. Ser., 187. Google Scholar A. C. Lorenc, A global three-dimensional multivariate statistical interpolation scheme, Mon. Weather Rev., 109, 701– 721, 1981. 10.1175/1520-0493(1981)109 2.0.CO;2 Web of Science®Google Scholar A. C. Lorenc, Analysis methods for numerical weather prediction, Q. J. R. Meteorol. Soc., 112, 1177– 1194, 1986. 10.1002/qj.49711247414 Web of Science®Google Scholar P.-P. Mathieu, A. O'Neill, Data assimilation: From photon counts to Earth System forecasts, Remote Sens. Environ., 112, 1258– 1267, 2008. 10.1016/j.rse.2007.02.040 Web of Science®Google Scholar L.-J. Natvik, G. Evensen, Assimilation of ocean colour data into a biochemical model of the North Atlantic Part 1. Data assimilation experiments, J. Mar. Syst., 40–41, 127– 153, 2003. 10.1016/S0924-7963(03)00016-2 Web of Science®Google Scholar H. E. Ngodock, B. S. Chua, A. F. Bennett, Generalized inverse of a reduced gravity primitive equation model and tropical atmosphere-ocean data, Mon. Weather Rev., 128, 1757– 1777, 2000. 10.1175/1520-0493(2000)128 2.0.CO;2 Web of Science®Google Scholar P. Prunet, J.-F. Minster, D. Ruiz-Pino, I. Dadou, Assimilation of surface data in a one-dimensional physicalbiogeochemical model of the surface ocean: 1. Method and preliminary results, Global Biogeochem. Cycles, 10, 111– 138, 1996a. 10.1029/95GB03436 CASWeb of Science®Google Scholar P. Prunet, J.-F. Minster, V. Echevin, I. Dadou, Assimilation of surface data in a one-dimensional physicalbiogeochemical model of the surface ocean: 2. Adjusting a simple trophic model to chlorophyll, temperature, nitrate and pCO2 data, Global Biogeochem. Cycles, 10, 139– 158, 1996b. 10.1029/95GB03435 CASWeb of Science®Google Scholar A Saporta, Probability, Data Analysis and Statistics, 656, Technip, Paris, 2005. Google Scholar Y. H. Spitz, J. R. Moisan, M. R. Abbot, J. G. Richman, Data assimilation and a pelagic ecosystem model: Parameterization using time series observations, J. Mar. Syst., 15, 51– 68, 1998. 10.1016/S0924-7963(97)00099-7 Web of Science®Google Scholar B. Sportisse, 2004, Assimilation de données. I Eléments théoriques, . Technical Report 2004-24, CEREA, Lectures notes of ENSTA and DEA M2SAP, 37 pp. Google Scholar R. Swinbank, V. Shutyaev, and W. A. Lahoz, 2002, Data assimilation for the earth system, in NATO ASI Series, 388 pp., Springer, New York, ISBN: 1-4020-1592-5. Google Scholar O. Talagrand, (1991), The use of adjoint equations in numerical modelling of the atmospheric circulation, Proceedings of Workshop on Automatic Differentiation of Algorithms: Theory, Implementation and Application, pp. 15, Colorado, USA. Google Scholar O. Talagrand, Assimilation of observations, an introduction, J. Meteorol. Soc. Jpn., 75, 191– 209, 1997. 10.2151/jmsj1965.75.1B_191 Web of Science®Google Scholar O. Talagrand, P. Courtier, Variational assimilation of meteorological observations with the adjoint vorticity equation. I: Theory, Q. J. R. Meteorol. Soc., 113, 1311– 1328, 1987. 10.1002/qj.49711347812 Web of Science®Google Scholar A Tarantola, Inverse Problem Theory and Model Parameter Estimation, 342, SIAM, 2005. 10.1137/1.9780898717921 Google Scholar H. J. Thiébaux, S. E. Cohn, Spatial Objective Analysis, 299, Elsevier, London, 1989. Google Scholar J. J. Vallino, Improving marine ecosystem models: Use of data assimilation and mesocosm experiments, J. Mar. Res., 58, 117– 164, 2000. 10.1357/002224000321511223 Web of Science®Google Scholar P. J. Van Leeuwen, G. Evensen, Data assimilation and inverse methods in terms of a probabilistic formulation, Mon. Weather Rev., 124, 2898– 2913, 1996. 10.1175/1520-0493(1996)124 2.0.CO;2 Web of Science®Google Scholar C. K. Wikle, L. M. Berliner, A Bayesian tutorial for data assimilation, Physica D, 230, 1– 16, 2007. 10.1016/j.physd.2006.09.017 Web of Science®Google Scholar C. Wunsch, The Ocean Circulation Inverse Problem, 442, Cambridge Univ. Press, New York., 1996. 10.1017/CBO9780511629570 Google Scholar Citing Literature Surface Ocean–Lower Atmosphere Processes, Volume 187 ReferencesRelatedInformation
Referência(s)