A variety of intelligent optimization algorithms and Support Vector Machine modeling approach were integrated in a modeling and simulation platform. The visual interface of drying kiln modeling and simulation designed by Matlab/GUI technology had the advantages of user-friendly and simple operation, and solved some drying process modeling problems. Through the modeling and simulation of drying kiln, verified the effectiveness and practicability of the designed modeling and simulation platform.