pointed out that the effectiveness and efficiency of surrogate based optimization methods can be impacted by the choice of initial DoEs and initial sample sizes. Even though previous studies have looked at this issue, what initial DoEs and sample sizes should be used for a specific surrogate modeling based optimization problem is not clearly demonstrated