An accelerated solution method is proposed to solve the two-stage stochastic program. The method improves the main structure of the sample average approximation algorithm. The computational process is significantly accelerated to solve real-sized problems. The relative optimality gaps are significantly reduced using the proposed method. An improved model is presented for stochastic supply chain network design problems.