Finding the steady state of a general circulation model through data assimilation: Application to the North Atlantic Ocean

An attempt is made to find a steady state of a general circulation model consistent with error estimates of the North Atlantic hydrography during 1981–1985 and with wind and thermodynamic boundary conditions. The quadratic misfit of the model state from the data is minimized using the general circulation model together with its adjoint. A state which is steady within limits of estimated observational error is found, but no such state is simultaneously consistent with the observed hydrographic and surface flux fields. Model dynamics are able to sharpen gradients which were overly smooth in the mapped data, producing a meridional overturning cell with a maximum value of about 21 Sv. At equilibrium, the model must produce its own water masses and has a strong tendency to go toward wintertime conditions. The consequence is an estimated model surface temperature systematically lower than in the hydrography (which comes from all seasons). The western boundary current thermocline is also both colder and fresher than the mapped hydrography, and the overall meridional heat transport is low (about 0.6 × 1015 W). The results suggest that the concept of a realistic steady state North Atlantic circulation has reached the end of its utility, that models with realistic property fluxes and divergences must have much higher resolution, and that the open-ocean boundary conditions must be formulated as control variables.

[1]  and Charles K. Taft Reswick,et al.  Introduction to Dynamic Systems , 1967 .

[2]  K. Bryan,et al.  An Approximate Equation of State for Numerical Models of Ocean Circulation , 1972 .

[3]  Andrew F. Bunker,et al.  Computations of Surface Energy Flux and Annual Air–Sea Interaction Cycles of the North Atlantic Ocean , 1976 .

[4]  D. Roemmich Circulation of the Caribbean Sea: A well‐resolved inverse problem , 1981 .

[5]  F. Fairman Introduction to dynamic systems: Theory, models and applications , 1979, Proceedings of the IEEE.

[6]  S. Levitus Climatological Atlas of the World Ocean , 1982 .

[7]  C. Wunsch,et al.  Towards the general circulation of the North Atlantic ocean , 1982 .

[8]  Harry L. Bryden,et al.  Direct estimates and mechanisms of ocean heat transport , 1982 .

[9]  Dirk Olbers,et al.  The Inference of North Atlantic Circulation Patterns From Climatological Hydrographic Data (Paper 5R0560) , 1985 .

[10]  Carl Wunsch,et al.  Two transatlantic sections: meridional circulation and heat flux in the subtropical North Atlantic Ocean , 1985 .

[11]  R. Salmon A simplified linear ocean circulation theory , 1986 .

[12]  K. Leaman,et al.  Structure and Variability of the Florida Current at 27°N: April 1982–July 1984 , 1987 .

[13]  C. Wunsch Transient tracers as a problem in control theory , 1988 .

[14]  Syukuro Manabe,et al.  Two Stable Equilibria of a Coupled Ocean-Atmosphere Model , 1988 .

[15]  W. Thacker,et al.  Fitting dynamics to data , 1988 .

[16]  P. Bogden,et al.  Evaporation Minus Precipitation and Density Fluxes for the North Atlantic , 1989 .

[17]  William Carlisle Thacker,et al.  The role of the Hessian matrix in fitting models to measurements , 1989 .

[18]  K. Leaman,et al.  The Average Distribution of Volume Transport and Potential Vorticity with Temperature at Three Sections across the Gulf Stream , 1989 .

[19]  J. Willebrand,et al.  Fine Adjustment of Large Scale Air-Sea Energy Flux Parameterizations by Direct Estimates of Ocean Heat Transport , 1989 .

[20]  W. Thacker,et al.  An Optimal-Control/Adjoint-Equations Approach to Studying the Oceanic General Circulation , 1989 .

[21]  W. Large,et al.  A Global Ocean Wind Stress Climatology Based on ECMWF Analyses , 1989 .

[22]  Inversion of ocean circulation models , 1990 .

[23]  C. Wunsch,et al.  Efficient representation of the North Atlantic hydrographic and chemical distributions , 1991 .

[24]  C. Wunsch,et al.  Mass, heat, oxygen and nutrient fluxes and budgets in the North Atlantic Ocean , 1991 .

[25]  C. Wunsch,et al.  The hydrography of the North Atlantic in the early 1980s. An atlas , 1991 .

[26]  J. Marotzke The role of integration time in determining a steady-state through data assimilation , 1992 .

[27]  Kevin E. Trenberth,et al.  A global monthly sea surface temperature climatology , 1992 .

[28]  Eli Tziperman,et al.  Oceanic Data Analysis Using a General Circulation Model. Part I: Simulations , 1992 .

[29]  Eli Tziperman,et al.  Oceanic Data Analysis Using a General Circulation Model. Part II: A North Atlantic Model , 1992 .

[30]  Assimilation hydrographischer Daten in ein Zirkulationsmodell des Atlantiks auf der Grundlage des adjungierten Verfahrens , 1993 .

[31]  C. Wunsch,et al.  The North Atlantic circulation in the early 1980s. An estimate from inversion of a finite-difference model , 1993 .

[32]  P. L. Traon,et al.  An Inverse Model of the North Atlantic General Circulation Using Lagrangian Float Data , 1993 .

[33]  Carl Wunsch,et al.  Assimilation of Sea Surface Topography into an Ocean Circulation Model Using a Steady-State Smoother , 1993 .

[34]  Klaus Hasselmann,et al.  Mean Circulation of the Hamburg LSG OGCM and Its Sensitivity to the Thermohaline Surface Forcing , 1993 .