This paper presents a new method to accelerate the optimization process of
stochastic methods. This method is an adaptive procedure of the Diffuse Ele
ment Approximation, used to approximate the objective function. The robustn
ess of this new approach is verified on a two parameters function optimizat
ion and the Problem 25 of TEAM Workshop.