In the process of calculating water evaporation by the weather data,it was found that some independent variables had interactions with each other.This phenomenon can cause the distortion and destabilization of the traditional multivariate regression model based on least-square methods.The partial least-square regression for model was applied to effectively solve the interactive correlation among the independent variables and obtained satisfactory effect.