Based on least square support vector machine,the constitutive model was established and the basic principle and the specific process of ABAQUS in solving the non-linear problems were analyzed by combining with finite element theory.An example of tunnel excavation was analyzed by using LSSVM constitutive model through the UMAT of ABAQUS.The results show that LSSVM-based constitutive model is feasible and has some advantages in element analysis.