Using global and regional models from six different forecast centers including NCEP, ECWMF, Britain model, Japan model, Shanghai typhoon model and Guangzhou model, and the approximate SEAV method, this paper designed a multi-model ensemble forecast technique for typhoon track (SHME). The typhoon objective forecast data of 2014-2016 was tested for the effect of SHME method and compared with the data from the ECMWF model. The result showed that the SHME method had a significant improvement over the ECMWF during 12-48 h, and SHME was much better than ECMWF during 72-120 h in 2014. In addition, SHME method was equivalent to the ECMWF in 2015-2016.