The deep drawing process is one of the most widely used metal forming methods, which is widely used in the mass production of parts. The earring defect has always been one of the defects in deep drawing processes, which increases material waste and decreases the production speed of parts. This phenomenon is caused by plane anisotropy resulting from cold rolling operation. One of the methods to reduce the earring defect is to optimize the initial plate. In this article, with the help of optimization of the primary plate, the earring defect in the deep drawing process of square sections made of SAE 1015 steel has been significantly reduced. For this purpose, the initial plate made of SAE 1015 steel and the deep drawing process are simulated in Abaqus, and then by using the specified objective function, the primary plate is radially optimized in certain directions. Finally, by comparing the results of simulations and evaluating parameters such as; changes in thickness, distribution of stress, and changes in strain, it was found that in case of using the provided optimal plate number 2, not only the earring defect is significantly reduced, but also the plastic stress and strain in the plate is placed in an optimal state.