A system and method for combining the model-based and genetics-based
methods are combined according to a convergence criterion. When the
population is not converged, the genetics-based approach is used, and
when the population is converged, the model-based method is used to
generate offspring. The algorithm benefits from using a model-based
offspring generation only when the population shows a certain degree of
regularity, i.e., converged in a stochastic sense. In addition, a more
sophisticated method to construct the stochastic part of the model can be
used. Also a biased Gaussian noise (the mean of the noise is not zero),
as well as a white Gaussian noise (the mean of the noise is zero) can be
preferably used for the stochastic part of the model.