Aiming at the difficulty in measuring the vinyl acetate(VAC)polymerization rate on-line in the process of polyvinyl alcohol production,a VAC polymerization rate soft-sensing model is established based on RBF neural network in this paper.The RBF neural network is trained and simulated by tons of practical data,the simulation results show that the method is effective and the established model offers high accuracy and excellent capability of generalization.