The recent fall of fertility rate would not only boost ageing problem but also some problems such as the lack of young labor force as well as the merger of schools because of the lack of students, etc.. This circumstance revealed the importance of fertility forecast which would facilitate the related policies making. Several studies had demonstrated the fertility forecast models; nevertheless, the forecast accuracy of fertility would be influenced by the zodiacal influence which reduced the forecast accuracy and, hence, the effects of the related fertility policies. This study mainly provides the models which could account for the cyclic effect of the fertility to forecast more precisely. Several models such as the trend model, ARIMA, decomposition model were applied to forecast the annual fertility rate during 1949 to 2004. The result indicated that the decomposition model is a simpler and better model for predicting the trend of fertility rate. For the references of the policy maker of the government, this study also provides suggestions for the related policies regarding the decline in fertility.