The technique of data assimilation in dynamical systems using the adjo
int method is studied through investigation of a barotropic model of t
he open ocean. A method is proposed, which increases the convergence p
roperties of the steepest descent procedure in the problem of fitting
the unknown boundary conditions to data. The problem of noise filterin
g off the data via regularization is also considered.