Based on projection pursuit regression, a new methodology used to solve the problem of too much thermal points and high non-linear in thermal error modeling was proposed. Compared with the conventional regression methods, the calculation process of the new methodology is much easier. The method was applied to the research of a CNC lathe, and the thermal error model was presented. The experiment result indicated that the new method can significantly improve the accuracy and robustness of thermal error model.
