Wc. Thacker et R. Raghunath, THE RIGID LIDS CONTRIBUTION TO THE ILL-CONDITIONING OF OCEANIC INVERSE PROBLEMS, J GEO RES-O, 99(C5), 1994, pp. 10131-10141
Fitting oceanographic general circulation models to data is a difficul
t computational undertaking. This paper addresses difficulties stemmin
g from the rigid lid approximation. Adjusting the barotropic stream fu
nction to achieve the fit, in effect, requires the solution of a hidde
n elliptical equation, the resolution-dependent difficulty of the elli
ptical problem manifest in the optimization problem. Adjusting the ind
ependent (subsuface) baroclinic velocity variables also contributes to
the ill-conditioning of the least squares computation, but Lagrange m
ultipliers can be used to adjust all baroclinic velocity variables (su
rface and subsurface) symmetrically. Similarly, Lagrange multipliers c
an be used to adjust the total velocity variables, thereby circumventi
ng the use of barotropic stream function and baroclinic velocities; de
termining the multipliers at each optimization iteration requires the
solution of an elliptical partial differential equation, the solution
of which can be thought of as a preconditioning transformation.