Research on seasonal time series demand forecasting model: Due to seasonal factors, demand fluctuates periodically. The accuracy of seasonal time series prediction has an important influence on marketing, production planning and transportation scheduling. This paper can choose a variety of cycle forecasting models for analysis and research, and then choose a product with seasonal characteristics as a case for empirical analysis.