The food problem is a major common concern in the world, and predicting the irrigation area can promote a solution to this problem. In this paper, the relationship between grain yield and the world’s irrigated area is analysed, and a machine model based on an improved random forest regression and limit tree regression algorithm is proposed and applied to the prediction of the irrigation area in China. Specifically, first the a...