Variational formulation
As we have saw, the analysis equation for the Kalman's filter is given by
Where
which is the minimum of the cost function
So to obtain the analysis
it is possible to compute inverse matrix as present in Eq.(28) or minimizing Eq.(29). This last method is called 3D-Var.
Illustration of the steepest descent algorithm
