The significance and principles of load forecasting of power system are explicated, and the predominance of combination forecasting is demonstrated by traditional ways. On the base of traditional linear regression analysis and updated grey model, the procedure for determining optimal weights in the combination forecasting model is completed. In the article, the single models and combination model are applied to forecast the yearly load of power system in Shanghai. After analysis and comparison, the effectiveness of the combination ways is proved.