Using Green's Functions to Calibrate an Ocean General Circulation Model

Abstract Green's functions provide a simple yet effective method to test and to calibrate general circulation model (GCM) parameterizations, to study and to quantify model and data errors, to correct model biases and trends, and to blend estimates from different solutions and data products. The method is applied to an ocean GCM, resulting in substantial improvements of the solution relative to observations when compared to prior estimates: overall model bias and drift are reduced and there is a 10%–30% increase in explained variance. Within the context of this optimization, the following new estimates for commonly used ocean GCM parameters are obtained. Background vertical diffusivity is (15.1 ± 0.1) × 10−6 m2 s−2. Background vertical viscosity is (18 ± 3) × 10−6 m2 s−2. The critical bulk Richardson number, which sets boundary layer depth, is Ric = 0.354 ± 0.004. The threshold gradient Richardson number for shear instability vertical mixing is Ri0 = 0.699 ± 0.008. The estimated isopycnal diffusivity coeff...

[1]  Carl Wunsch,et al.  Volume, heat, and freshwater transports of the global ocean circulation 1993-2000, estimated from a general circulation model constrained by World Ocean Circulation Experiment (WOCE) data , 2003 .

[2]  G. Holloway Estimation of oceanic eddy transports from satellite altimetry , 1986, Nature.

[3]  Patrick Heimbach,et al.  Automatic Generation of Efficient Adjoint Code for a Parallel Navier-Stokes Solver , 2002, International Conference on Computational Science.

[4]  C. Wunsch,et al.  The determination of the large-scale circulation of the Pacific Ocean from satellite altimetry using model Green's functions , 1996 .

[5]  Philippe Courtier,et al.  Unified Notation for Data Assimilation : Operational, Sequential and Variational , 1997 .

[6]  James C. McWilliams,et al.  Sensitivity to Surface Forcing and Boundary Layer Mixing in a Global Ocean Model: Annual-Mean Climatology , 1997 .

[7]  K. Koltermann,et al.  WOCE Global Hydrographic Climatology , 2004 .

[8]  Dimitris Menemenlis,et al.  Error Estimates for an Ocean General Circulation Model from Altimeter and Acoustic Tomography Data , 2000 .

[9]  W. Large,et al.  Oceanic vertical mixing: a review and a model with a nonlocal boundary layer parameterization , 1994 .

[10]  Patrick Marchesiello,et al.  Thermal forcing for a global ocean circulation model using a three-year climatology of ECMWF analyses , 1995 .

[11]  Frank O. Bryan,et al.  Equatorial Circulation of a Global Ocean Climate Model with Anisotropic Horizontal Viscosity , 2001 .

[12]  M. Redi Oceanic Isopycnal Mixing by Coordinate Rotation , 1982 .

[13]  L. Perelman,et al.  A finite-volume, incompressible Navier Stokes model for studies of the ocean on parallel computers , 1997 .

[14]  Ichiro Fukumori,et al.  A Partitioned Kalman Filter and Smoother , 2002 .

[15]  W. Collins,et al.  The NCEP–NCAR 50-Year Reanalysis: Monthly Means CD-ROM and Documentation , 2001 .

[16]  G. Holloway Moments of probable seas: statistical dynamics of Planet Ocean , 1999 .

[17]  W. Menke Geophysical data analysis : discrete inverse theory , 1984 .

[18]  Carl Wunsch,et al.  Linearization of an Oceanic General Circulation Model for Data Assimilation and Climate Studies , 1997 .

[19]  T. Haine,et al.  Constraining a North Atlantic Ocean General Circulation Model with Chlorofluorocarbon Observations , 2001 .

[20]  Dimitris Menemenlis,et al.  Atmospheric and oceanic excitation of the Earth's wobbles during 1980–2000 , 2003 .

[21]  Dimitris Menemenlis,et al.  The Origin, Pathway, and Destination of Niño-3 Water Estimated by a Simulated Passive Tracer and Its Adjoint , 2004 .

[22]  Jorge L. Sarmiento,et al.  On the use of regularization techniques in the inverse modeling of atmospheric carbon dioxide , 1999 .

[23]  Steven J. Worley,et al.  COADS Release 2 data and metadata enhancements for improvements of marine surface flux fields , 1998 .

[24]  Dan E. Kelley,et al.  A Basinwide Estimate of Vertical Mixing in the Upper Pycnocline: Spreading of Bomb Tritium in the North Pacific Ocean , 1999 .

[25]  M. Gloor,et al.  Estimating net air‐sea fluxes from ocean bulk data: Methodology and application to the heat cycle , 2001 .

[26]  M. Follows,et al.  Interannual variability of air‐sea O2 fluxes and the determination of CO2 sinks using atmospheric O2/N2 , 2003 .

[27]  I. Fukumori,et al.  Recent Earth Oblateness Variations: Unraveling Climate and Postglacial Rebound Effects , 2002, Science.

[28]  Tong Lee,et al.  Interannual-to-Decadal Variations of Tropical–Subtropical Exchange in the Pacific Ocean: Boundary versus Interior Pycnocline Transports , 2003 .

[29]  Carl Wunsch,et al.  Estimating air‐sea fluxes of heat, freshwater, and momentum through global ocean data assimilation , 2004 .

[30]  C. Wunsch The Ocean Circulation Inverse Problem , 1996 .

[31]  C. Paulson,et al.  Irradiance Measurements in the Upper Ocean , 1977 .

[32]  L. Challis,et al.  The Green of Green Functions , 2003 .

[33]  P. Gent,et al.  Isopycnal mixing in ocean circulation models , 1990 .