Toward a global ocean data assimilation system based on ensemble optimum interpolation: Altimetry data assimilation experiment

Ocean Dynamics

Volumn 59, Issue 4, 2009, Pages 587-602

  Fu, Weiwei ^a   Zhu, Jiang ^a   Yan, Changxiang ^a   Liu, Hailong ^a  

^a INSTITUTE OF ATMOSPHERIC PHYSICS   (China)

Author keywords

Data assimilation; EnOI; Global ocean; GODAE; Satellite altimetric data

Indexed keywords

DATA ASSIMILATION; ENOI; GLOBAL OCEAN; GODAE; SATELLITE ALTIMETRIC DATA;

DATA PROCESSING; EXPERIMENTS; HYDROGRAPHIC SURVEYS; INTERPOLATION; OCEAN CURRENTS; SALINITY MEASUREMENT; SATELLITES; SEA LEVEL; SUBMARINE GEOPHYSICS;

ATMOSPHERIC TEMPERATURE;

DATA ASSIMILATION; GENERAL CIRCULATION MODEL; GLOBAL OCEAN; INTERPOLATION; PERFORMANCE ASSESSMENT; SATELLITE ALTIMETRY; SEA SURFACE HEIGHT; SEA SURFACE SALINITY; SEA SURFACE TEMPERATURE;

PACIFIC OCEAN;

EID: 68749098114     PISSN: 16167341     EISSN: 16167228     Source Type: Journal    
DOI: 10.1007/s10236-009-0206-5     Document Type: Article

References (45)

1. JL Anderson 2003 A local least squares framework for ensemble filtering Mon Weather Rev 131 634 642
2. Bennett AF (1992) Inverse methods in physical oceanography. Cambridge University Press, New York 347 pp
3. CH Bishop BJ Etherton SJ Majumdar 2001 Adaptive sampling with the ensemble transform Kalman filter. Part I: theoretical aspects Mon Weather Rev 129 3 420 436
4. A Bellucci S Masina P DiPietro A Navarra 2007 Using temperature-salinity relations in a global ocean implementation of a multivariate data assimilation scheme Mon Weather Rev 135 3785 3807
5. J-M Brankart C-E Testut P Brasseur J Verron 2003 Implementation of a multivariate data assimilation scheme for isopycnic coordinate ocean models: application to a 1993-96 hindcast of the North Atlantic Ocean circulation J Geophys Res 108 C3 1 20
6. P Brasseur J Ballabrera J Verron 1999 Assimilation of altimetric observations in a primitive equation model of the Gulf Stream using the steady-state limit of a singular evolutive extended Kalman filter J. Mar. Syst. 22 269 294
7. G Burgers PJ van Leeuwen G Evensen 1998 Analysis scheme in the ensemble Kalman filter Mon Weather Rev 126 1719 1724
8. BS Chua AF Bennett 2001 An inverse ocean modeling system Ocean Model 3 137 165
9. F Castruccio J Verron L Gourdeau JM Brankart P Brasseur 2008 Joint altimetric and in-situ data assimilation using the GRACE mean dynamic topography: a 1993-1998 hindcast experiment in the tropical Pacific Ocean Ocean Dynamics 58 1 43 63
10. P Courtier 1997 Dual formulation of four-dimensional variational assimilation Q J R Meteorol Soc 123B 2449 2461
11. JA Cummings 2005 Operational multivariate ocean data assimilation Q J R Meteorol Soc 131 3583 3604
12. Cummings JA and coauthors (2008) Ocean Data Assimilation Systems for GODAE. Available at http://www.godae.org/~godae-data/Symposium/invited-papers/4. 5-GODAE-ASSIM-paper-update.pdf
13. G Evensen 1994 Sequential data assimilation with a nonlinear quasi-geostrophic model using Monte Carlo methods to forecast error statistics J Geophys Res 99 C5 10143 10162
14. G Evensen 2003 The ensemble Kalman filter: theoretical formulation and practical implementation Ocean Dynamics 53 343 367
15. G Evensen 2004 Sampling strategies and square root analysis schemes for the EnKF Ocean Dynamics 54 539 560
16. G Evensen PJ van Leeuwen 2000 An ensemble Kalman smoother for nonlinear dynamic Mon Weather Rev 124 1852 1862
17. PR Gent JC McWilliams 1990 Isopycnal mixing in ocean circulation models J Phys Oceanogr 20 150 155
18. S Guinehut PY Le Traon G Larnicol S Philipps 2004 Combining Argo and remote-sensing data to estimate the ocean three-dimensional temperature fields-a first approach based on simulated observations J Mar Syst 46 85 98
19. RL Haney 1971 Surface thermal boundary condition for ocean circulation models J Phys Oceanogr 1 241 248
20. VEJ Haugen G Evensen 2002 Assimilation of SLA and SST data into an OGCM for the Indian Ocean Ocean Dynamics 52 133 151
21. Levitus S, Boyer T (1994) World ocean atlas 1994. Tech. Rep. vol 4: temperature, NOAA Atlas NESDIS 4. U.S. Government Printing Office, Washington, DC
22. Levitus S, Burgett R, Boyer T (1994) World ocean atlas 1994. Tech. Rep. vol 3: salinity, NOAA Atlas NESDIS 3. U.S. Government Printing Office, Washington, DC
23. HL Liu XH Zhang W Li YQ Yu RC Yu 2004 A eddy-permitting oceanic general circulation model and its preliminary evaluations Adv Atmos Sci 21 675 690
24. HL Liu W Li XH Zhang 2005 Climatology and variability of the Indonesian throughflow in an eddy-permitting oceanic GCM Adv Atmos Sci 22 496 508
25. B Luong J Blum J Verron 1998 A variational method for the resolution of a data assimilation problem in oceanography Inverse Probl 14 979 997
26. MJ Martin A Hines MJ Bell 2007 Data assimilation in the FOAM operational short-range ocean forecasting system: a description of the scheme and its impact Q J R Meteorol Soc 133 981 995
27. MJ McPhaden 1998 The Tropical Ocean Global Atmosphere (TOGA) observing system: a decade of progress J Geophys Res-Oceans 103 14,169 14,240
28. LJ Natvik G Evensen 2003 Assimilation of ocean color data into a biochemical model of the North Atlantic: part 1. Data assimilation experiments J Mar Syst 40-41 127 153 (Pubitemid 36530913)
29. PR Oke JS Allen RN Miller GD Egbert PM Kosro 2002 Assimilation of surface velocity data into a primitive equation coastal ocean model J Geophys Res-Oceans 107 C9 3122
30. PR Oke GB Brassington DA Griffin A Schiller 2008 The Bluelink ocean data assimilation system (BODAS) Ocean Model 21 46 70
31. RC Pacanowski SGH Philander 1981 Parameterization of vertical mixing in numerical models of the tropical ocean J Phys Oceanagr 11 1442 1451
32. T Penduff P Brasseur C-E Testut B Barnier J Verron 2002 A four-year eddy-permitting assimilation of sea-surface temperature and altimetric data in the South Atlantic Ocean J Mar Res 60 805 833
33. DT Pham J Verron MC Roubaud 1998 A singular evolutive extended Kalman Filter for data assimilation in oceanography J Mar Syst 16 3-4 323 340 (Pubitemid 28490324)
34. F Rabier H Jarvinen E Klinker J-F Mahfouf A Simmons 2000 The ECMWF operational implementation of four-dimensional variational assimilation: I. Experimental results with simplified physics Q J R Meteorol Soc 126 1143 1170 (Pubitemid 30309377)
35. RW Reynolds NA Rayner TM Smith DC Stokes W Wang 2002 An improved in situ and satellite SST analysis for climate J Climate 15 1609 1625
36. Roeske F (2001) An atlas of surface flues based on the ECMWF re-analysis: a climatological dataset to force global ocean general circulation models. Report no. 323. Max-Planck-Institut, Hamburg, p 31
37. AJ Semtner RM Chervin 1992 Ocean general circulation from a global eddy-resolving model J Geophys Res 97 5493 5550
38. CE Testut P Brasseur J-M Brankart J Verron 2003 Assimilation of sea-surface temperature and altimetric observations during 1992-1993 into an eddy permitting primitive equation model of the North Atlantic Ocean J Mar Syst 40-41 291 316
39. MK Tippett JL Anderson CH Bishop TM Hamill JS Whitaker 2003 Ensemble square root filters Mon Weather Rev 131 1485 1490
40. A Troccoli K Haines 1999 Use of the temperature-salinity relation in a data assimilation context J Atmos Ocean Technol 16 2011 2025
41. Verlaan M, Heemink AW (1995) Reduced rank square root filters for large scale data assimilation problems. Proc. Second Int. Symp. On assimilation of observations in meteorology and oceanography (WMO TD/-No.651, Tokyo, Japan), pp 247-252
42. J Verron DTPL Gourdeau R Murtugudde AJ Busalacchi 1999 An extended Kalman filter to assimilate satellite altimeter data into a nonlinear numerical model of the tropical Pacific Ocean: method and validation J Geophys Res 104 5441 5458
43. AT Weaver J Vialard DLT Anderson 2003 Three- and four-dimensional variational assimilation with a general circulation model of the tropical Pacific Ocean. Part I: formulation, internal diagnostics, and consistency checks Mon Weather Rev 131 1360 1378 (Pubitemid 36953817)
44. JS Whitaker TM Hamill 2002 Ensemble data assimilation without perturbed observations Mon Weather Rev 130 1913 1924
45. XH Zhang KM Chen XZ Jin 1996 Simulation of the thermohaline circulation with a twenty-layer oceanic general circulation model Theor Appl Climatol 55 65 88