Based on numerical forecast productions, TTAA and fog（visibility）dataset two dimension grid data was produced by using objective analysis. Then the grid graph was described by means of the Chebyshef normal orthogonal polynomial decomposition. The fog prediction model in terms of BP neural network was established. Results show that the model is good and it is an important and useful model for the actual operational forecasting of fog in Chongqing.