Aggressive space mapping algorithm is investigated to optimize injection molding parameter for saving time and experiment costs. Penalty term is used to guarantee the uniqueness of result of parameter extraction in each iteration. Optimal injection molding parameter related to size index is obtained by using fewer experiment results and information of coarse model. Time and experiment costs are saved. Experiments on Moldflow analysis software show the effectiveness of the algorithm.