In this study, the modified line-up computation algorithm
is used to select optimal parameters of highly
nonlinear systems. Such kind of problems include
parameter identification problems and optimal control
problems. Two examples are illustrated the use
of the method. The final results will demonstrate the
efficiency and robustness of this method in solving
such kind of problems.