메뉴 건너뛰기




Volumn 138, Issue 662, 2012, Pages 249-262

Accounting for model error in the Météo-France ensemble data assimilation system

Author keywords

A posteriori diagnostics; Background error variances; Ensemble data assimilation; Flow dependency; Model error; Multiplicative inflation

Indexed keywords

BACKGROUND ERRORS; ENSEMBLE DATA ASSIMILATION; FLOW DEPENDENCY; MODEL ERROR; MULTIPLICATIVE INFLATION;

EID: 84860394580     PISSN: 00359009     EISSN: 1477870X     Source Type: Journal    
DOI: 10.1002/qj.906     Document Type: Article
Times cited : (34)

References (43)
  • 1
    • 0035655814 scopus 로고    scopus 로고
    • An ensemble adjustment Kalman filter for data assimilation
    • Anderson JL. 2001. An ensemble adjustment Kalman filter for data assimilation. Mon. Weather Rev. 129: 2884-2903.
    • (2001) Mon. Weather Rev. , vol.129 , pp. 2884-2903
    • Anderson, J.L.1
  • 2
    • 34247642674 scopus 로고    scopus 로고
    • An adaptive covariance inflation error correction algorithm for ensemble filters
    • Anderson JL. 2007. An adaptive covariance inflation error correction algorithm for ensemble filters. Tellus 59A: 210-224.
    • (2007) Tellus , vol.59 , pp. 210-224
    • Anderson, J.L.1
  • 3
    • 58049084742 scopus 로고    scopus 로고
    • Spatially and temporally varying adaptive covariance inflation for ensemble filters
    • Anderson JL. 2009. Spatially and temporally varying adaptive covariance inflation for ensemble filters. Tellus 61A: 72-83.
    • (2009) Tellus , vol.61 , pp. 72-83
    • Anderson, J.L.1
  • 4
    • 33749027769 scopus 로고    scopus 로고
    • The use of an ensemble approach to study the background error covariances in a global NWP model
    • Belo Pereira M, Berre L. 2006. The use of an ensemble approach to study the background error covariances in a global NWP model. Mon. Weather Rev. 134: 2466-2489.
    • (2006) Mon. Weather Rev. , vol.134 , pp. 2466-2489
    • Belo Pereira, M.1    Berre, L.2
  • 5
    • 77958479703 scopus 로고    scopus 로고
    • Filtering of background error variances and correlations by local spatial averaging: a review
    • Berre L, Desroziers G. 2010. Filtering of background error variances and correlations by local spatial averaging: a review. Mon. Weather Rev. 138: 3693-3720.
    • (2010) Mon. Weather Rev. , vol.138 , pp. 3693-3720
    • Berre, L.1    Desroziers, G.2
  • 6
    • 48649095150 scopus 로고    scopus 로고
    • A variational assimilation ensemble and the spatial filtering of its error covariances: increase of sample size by local spatial averaging'. In Proceedings of the ECMWF Workshop on Flow-Dependent Aspects of Data Assimilation, 11-13 June 2007
    • Berre L, Pannekoucke O, Desroziers G, Stefanescu SE, Chapnik B, Raynaud L. 2007. 'A variational assimilation ensemble and the spatial filtering of its error covariances: increase of sample size by local spatial averaging'. In Proceedings of the ECMWF Workshop on Flow-Dependent Aspects of Data Assimilation, 11-13 June 2007; 151-168.
    • (2007) , pp. 151-168
    • Berre, L.1    Pannekoucke, O.2    Desroziers, G.3    Stefanescu, S.E.4    Chapnik, B.5    Raynaud, L.6
  • 7
    • 0033403384 scopus 로고    scopus 로고
    • Stochastic representation of model uncertainties in the ECMWF ensemble prediction system
    • Buizza R, Miller M, Palmer TN. 1999. Stochastic representation of model uncertainties in the ECMWF ensemble prediction system. Q. J. R. Meteorol. Soc. 125: 2887-2908.
    • (1999) Q. J. R. Meteorol. Soc. , vol.125 , pp. 2887-2908
    • Buizza, R.1    Miller, M.2    Palmer, T.N.3
  • 8
    • 0032439201 scopus 로고    scopus 로고
    • Analysis scheme in the ensemble Kalman filter
    • Burgers G, Leeuwen PV, Evensen G. 1998. Analysis scheme in the ensemble Kalman filter. Mon. Weather Rev. 126: 1719-1724.
    • (1998) Mon. Weather Rev. , vol.126 , pp. 1719-1724
    • Burgers, G.1    Leeuwen, P.V.2    Evensen, G.3
  • 9
    • 4844226689 scopus 로고    scopus 로고
    • Properties and first application of an error statistics tuning method in variational assimilation
    • Chapnik B, Desroziers G, Rabier F, Talagrand O. 2004. Properties and first application of an error statistics tuning method in variational assimilation. Q. J. R. Meteorol. Soc. 130: 2253-2275.
    • (2004) Q. J. R. Meteorol. Soc. , vol.130 , pp. 2253-2275
    • Chapnik, B.1    Desroziers, G.2    Rabier, F.3    Talagrand, O.4
  • 11
    • 84984014357 scopus 로고
    • A global numerical weather model with variable resolution: application to the shallow-water equations
    • Courtier P, Geleyn J-F. 1988. A global numerical weather model with variable resolution: application to the shallow-water equations. Q. J. R. Meteorol. Soc. 114: 1321-1346.
    • (1988) Q. J. R. Meteorol. Soc. , vol.114 , pp. 1321-1346
    • Courtier, P.1    Geleyn, J.-F.2
  • 12
    • 0000458710 scopus 로고
    • The Arpège project at Météo-France'. In Proceedings of the ECMWF Workshop on Numerical Methods in Atmospheric Models, 9-13 September;
    • Courtier P, Freydier C, Geleyn J-F, Rabier F, Rochas M. 1991. 'The Arpège project at Météo-France'. In Proceedings of the ECMWF Workshop on Numerical Methods in Atmospheric Models, 9-13 September; 193-231.
    • (1991) , pp. 193-231
    • Courtier, P.1    Freydier, C.2    Geleyn, J.-F.3    Rabier, F.4    Rochas, M.5
  • 14
    • 85040897227 scopus 로고
    • Cambridge University Press: Cambridge, UK.
    • Daley R. 1991. Atmospheric Data Analysis. Cambridge University Press: Cambridge, UK.
    • (1991) Atmospheric Data Analysis
    • Daley, R.1
  • 15
    • 0027042230 scopus 로고
    • Estimating model-error covariances for application to atmospheric data assimilation
    • Daley R. 1992. Estimating model-error covariances for application to atmospheric data assimilation. Mon. Weather Rev. 120: 1735-1746.
    • (1992) Mon. Weather Rev. , vol.120 , pp. 1735-1746
    • Daley, R.1
  • 16
    • 0032791112 scopus 로고    scopus 로고
    • A reformulation of the background error covariance in the ECMWF global data assimilation system
    • Derber J, Bouttier F. 1999. A reformulation of the background error covariance in the ECMWF global data assimilation system. Tellus 51A: 195-221.
    • (1999) Tellus , vol.51 , pp. 195-221
    • Derber, J.1    Bouttier, F.2
  • 17
    • 0035302097 scopus 로고    scopus 로고
    • Diagnosis and adaptive tuning of observation-error parameters in a variational assimilation
    • Desroziers G, Ivanov S. 2001. Diagnosis and adaptive tuning of observation-error parameters in a variational assimilation. Q. J. R. Meteorol. Soc. 127: 1433-1452.
    • (2001) Q. J. R. Meteorol. Soc. , vol.127 , pp. 1433-1452
    • Desroziers, G.1    Ivanov, S.2
  • 18
    • 69749084907 scopus 로고    scopus 로고
    • Diagnosis of observation, background and analysis-error statistics in observation space
    • Desroziers G, Berre L, Chapnik B, Poli P. 2005. Diagnosis of observation, background and analysis-error statistics in observation space. Q. J. R. Meteorol. Soc. 131: 3385-3396.
    • (2005) Q. J. R. Meteorol. Soc. , vol.131 , pp. 3385-3396
    • Desroziers, G.1    Berre, L.2    Chapnik, B.3    Poli, P.4
  • 19
    • 70449093418 scopus 로고    scopus 로고
    • A posteriori diagnostics in an ensemble of perturbed analyses
    • Desroziers G, Berre L, Chabot V, Chapnik B. 2009. A posteriori diagnostics in an ensemble of perturbed analyses. Mon. Weather Rev. 137: 3420-3436.
    • (2009) Mon. Weather Rev. , vol.137 , pp. 3420-3436
    • Desroziers, G.1    Berre, L.2    Chabot, V.3    Chapnik, B.4
  • 20
    • 84884550570 scopus 로고    scopus 로고
    • The ensemble Kalman filter: theoretical formulation and practical implementation
    • Evensen G. 2003. The ensemble Kalman filter: theoretical formulation and practical implementation. Ocean Dynam. 53: 343-367.
    • (2003) Ocean Dynam. , vol.53 , pp. 343-367
    • Evensen, G.1
  • 21
    • 84860416795 scopus 로고    scopus 로고
    • Background error covariance modelling'. In Proceedings of the ECMWF Seminar on Recent Developments in Data Assimilation for Atmosphere and Ocean, ECMWF;
    • Fisher M. 2003. 'Background error covariance modelling'. In Proceedings of the ECMWF Seminar on Recent Developments in Data Assimilation for Atmosphere and Ocean, ECMWF; 45-63.
    • (2003) , pp. 45-63
    • Fisher, M.1
  • 22
    • 84860392470 scopus 로고    scopus 로고
    • Developments in 4D-Var and Kalman filtering'. ECMWF Technical Memorandum, 347.
    • Fisher M, Andersson E. 2001. 'Developments in 4D-Var and Kalman filtering'. ECMWF Technical Memorandum, 347.
    • (2001)
    • Fisher, M.1    Andersson, E.2
  • 23
    • 27744494106 scopus 로고    scopus 로고
    • Accounting for the error due to unresolved scales in ensemble data assimilation: a comparison of different approaches
    • Hamill TM, Whitaker JS. 2005. Accounting for the error due to unresolved scales in ensemble data assimilation: a comparison of different approaches. Mon. Weather Rev. 133: 3132-3147.
    • (2005) Mon. Weather Rev. , vol.133 , pp. 3132-3147
    • Hamill, T.M.1    Whitaker, J.S.2
  • 24
    • 79951643933 scopus 로고    scopus 로고
    • What constrains spread growth in forecasts initialized from ensemble Kalman filters?
    • Hamill TM, Whitaker JS. 2011. What constrains spread growth in forecasts initialized from ensemble Kalman filters? Mon. Weather Rev. 139: 117-131.
    • (2011) Mon. Weather Rev. , vol.139 , pp. 117-131
    • Hamill, T.M.1    Whitaker, J.S.2
  • 27
    • 70350302252 scopus 로고    scopus 로고
    • Model error representation in an operational ensemble Kalman filter
    • Houtekamer PL, Mitchell HL, Deng X. 2009. Model error representation in an operational ensemble Kalman filter. Mon. Weather Rev. 137: 2126-2143.
    • (2009) Mon. Weather Rev. , vol.137 , pp. 2126-2143
    • Houtekamer, P.L.1    Mitchell, H.L.2    Deng, X.3
  • 28
    • 66849124453 scopus 로고    scopus 로고
    • Simultaneous estimation of covariance inflation and observations errors within an ensemble Kalman filter
    • Li H, Kalnay E, Miyoshi T. 2009. Simultaneous estimation of covariance inflation and observations errors within an ensemble Kalman filter. Q. J. R. Meteorol. Soc. 135: 523-533.
    • (2009) Q. J. R. Meteorol. Soc. , vol.135 , pp. 523-533
    • Li, H.1    Kalnay, E.2    Miyoshi, T.3
  • 29
    • 0036853557 scopus 로고    scopus 로고
    • Ensemble size, balance, and model-error representation in an ensemble Kalman filter
    • Mitchell HL, Houtekamer PL, Pellerin G. 2002. Ensemble size, balance, and model-error representation in an ensemble Kalman filter. Mon. Weather Rev. 130: 2791-2808.
    • (2002) Mon. Weather Rev. , vol.130 , pp. 2791-2808
    • Mitchell, H.L.1    Houtekamer, P.L.2    Pellerin, G.3
  • 30
    • 84860394429 scopus 로고    scopus 로고
    • Ensemble Kalman filter experiments with a primitive-equation global model'. PhD thesis, University of Maryland.
    • Miyoshi T. 2005. 'Ensemble Kalman filter experiments with a primitive-equation global model'. PhD thesis, University of Maryland.
    • (2005)
    • Miyoshi, T.1
  • 31
    • 34247110575 scopus 로고    scopus 로고
    • Local ensemble transform Kalman filtering with an AGCM at a T159/L48 resolution
    • Miyoshi T, Yamane S. 2007. Local ensemble transform Kalman filtering with an AGCM at a T159/L48 resolution. Mon. Weather Rev. 135: 3841-3861.
    • (2007) Mon. Weather Rev. , vol.135 , pp. 3841-3861
    • Miyoshi, T.1    Yamane, S.2
  • 32
    • 34247246183 scopus 로고    scopus 로고
    • Filtering properties of wavelets for the local background error correlations
    • Pannekoucke O, Berre L, Desroziers G. 2007. Filtering properties of wavelets for the local background error correlations. Q. J. R. Meteorol. Soc. 133: 363-379.
    • (2007) Q. J. R. Meteorol. Soc. , vol.133 , pp. 363-379
    • Pannekoucke, O.1    Berre, L.2    Desroziers, G.3
  • 33
    • 44349153459 scopus 로고    scopus 로고
    • Background error correlation length-scale estimates and their sampling statistics
    • Pannekoucke O, Berre L, Desroziers G. 2008. Background error correlation length-scale estimates and their sampling statistics. Q. J. R. Meteorol. Soc. 134: 497-508.
    • (2008) Q. J. R. Meteorol. Soc. , vol.134 , pp. 497-508
    • Pannekoucke, O.1    Berre, L.2    Desroziers, G.3
  • 35
    • 48649095711 scopus 로고    scopus 로고
    • Spatial averaging of ensemble-based background-error variances
    • Raynaud L, Berre L, Desroziers G. 2008. Spatial averaging of ensemble-based background-error variances. Q. J. R. Meteorol. Soc. 134: 1003-1014.
    • (2008) Q. J. R. Meteorol. Soc. , vol.134 , pp. 1003-1014
    • Raynaud, L.1    Berre, L.2    Desroziers, G.3
  • 36
    • 70149109155 scopus 로고    scopus 로고
    • Objective filtering of ensemble-based background-error variances
    • Raynaud L, Berre L, Desroziers G. 2009. Objective filtering of ensemble-based background-error variances. Q. J. R. Meteorol. Soc. 135: 1177-1199.
    • (2009) Q. J. R. Meteorol. Soc. , vol.135 , pp. 1177-1199
    • Raynaud, L.1    Berre, L.2    Desroziers, G.3
  • 37
    • 79952493683 scopus 로고    scopus 로고
    • An extended specification of flow-dependent background-error variances in the Météo- France global 4D-Var system
    • Raynaud L, Berre L, Desroziers G. 2011. An extended specification of flow-dependent background-error variances in the Météo- France global 4D-Var system. Q. J. R. Meteorol. Soc. 137: 607-619.
    • (2011) Q. J. R. Meteorol. Soc. , vol.137 , pp. 607-619
    • Raynaud, L.1    Berre, L.2    Desroziers, G.3
  • 38
    • 31544461628 scopus 로고    scopus 로고
    • A kinetic energy backscatter algorithm for use in ensemble prediction systems
    • Shutts G. 2005. A kinetic energy backscatter algorithm for use in ensemble prediction systems. Q. J. R. Meteorol. Soc. 131: 3079-3102.
    • (2005) Q. J. R. Meteorol. Soc. , vol.131 , pp. 3079-3102
    • Shutts, G.1
  • 39
    • 84860398265 scopus 로고    scopus 로고
    • A posteriori verification of analysis and assimilation algorithms'. In Proceedings of the ECMWF Workshop on Diagnosis of Data Assimilation Systems, 2-4 November 1998;
    • Talagrand O. 1999. 'A posteriori verification of analysis and assimilation algorithms'. In Proceedings of the ECMWF Workshop on Diagnosis of Data Assimilation Systems, 2-4 November 1998; 17-28.
    • (1999) , pp. 17-28
    • Talagrand, O.1
  • 40
    • 34548215235 scopus 로고    scopus 로고
    • Model-error estimation in 4D-Var
    • Trémolet Y. 2007. Model-error estimation in 4D-Var. Q. J. R. Meteorol. Soc. 133: 1267-1280.
    • (2007) Q. J. R. Meteorol. Soc. , vol.133 , pp. 1267-1280
    • Trémolet, Y.1
  • 41
    • 1842685707 scopus 로고    scopus 로고
    • Scale interactions and atmospheric predictability: an updated perspective
    • Tribbia JJ, Baumhefner DP. 2004. Scale interactions and atmospheric predictability: an updated perspective. Mon. Weather Rev. 132: 703-713.
    • (2004) Mon. Weather Rev. , vol.132 , pp. 703-713
    • Tribbia, J.J.1    Baumhefner, D.P.2
  • 42
    • 0032428039 scopus 로고    scopus 로고
    • Multiple-truncation incremental approach for fourth-dimensional variational data assimilation
    • Veersé F, Thépaut J. 1998. Multiple-truncation incremental approach for fourth-dimensional variational data assimilation. Q. J. R. Meteorol. Soc. 124: 1889-1908.
    • (1998) Q. J. R. Meteorol. Soc. , vol.124 , pp. 1889-1908
    • Veersé, F.1    Thépaut, J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.