System Identification Toolbox | ![]() ![]() |
Local Minima
The iterative search procedures in pem
, armax
, oe
, and bj
lead to models corresponding to a local minimum of the criterion function (3-39). Nothing guarantees that this local minimum is also a global minimum. The start-up procedure for black-box models in these routines is, however, reasonably efficient in giving initial estimates that lead to the global minimum.
If there is an indication that a minimum is not as good as you expected, try starting the minimization at several different initial conditions, to see if a smaller value of the loss function can be found. The function init can be used for that.
![]() | Memory/Speed Trade-Offs | Initial Parameter Values | ![]() |