This paper presents a comparison between new approaches introducing different chaotic maps with ergodicity, irregularity, and the stochastic property in Differential Evolution algorithm (DE). The members of the new family so-called Chaotic Differential Evolution (CDE) algorithms employ chaos in order to improve the global convergence by escaping the local solutions.