The decomposition of a binary morphological structuring element is a well-known problem that has often been addresses in the literature. This work present a new approach based on an Evolution Program: using an iterative stochastic technique, it allows to determine the optimal decomposition of an arbitrarily shaped binary morphological structuring element into the shortest chain of elementary factors chosen from a given set.