Aiming at the problem that the operating conditions frequently change to meet the production process requirements, a batch process monitoring strategy of modeling based on time series model migration is proposed. The combination of the modeling method and time series model migration is applied to the penicillin fermentation process of simulation. The experimental results show the effectiveness of the proposed method.