Temperature abrupt changes and its decadal variation characteristics in Kezhou district, Xinjiang are discussed. A mean generating function model is used in the experiment of short-term climate prediction.The results show that this model can correctly simulate the climate trend in the period of 1995-2000, and it also has a good ability in the predication of seasonal and annual temperature variation.