 This paper proposes a new dual-scale neighborhood, DSN, based on vectorization to address the contradiction in selecting the neighborhood size for cellular automata, CA, models, which can improve the simulation accuracy and computational efficiency. This article was authored by Bin Zhong and Hai Jun Wang.