A probability weight training method was used to analyze the prediction error ratio of some forecasting methods for the position of subtropical high ridge over the western Pacific Ocean both in history and real time. A best prediction method was set up with integrated method step by step. It showed that the error of the prediction of subtropical high ridge was reduced after integration compared with another forecasting method.