Aiming at the problems of deep drawing lug and resulting material shortage in the stamping process of SPHC low carbon aluminum killed steel for pickling plate used in  compressor shell, firstly, based on the simulation modeling and the cause of deep drawing lug, the influences of factors such as blank holding force, friction coefficient, blank shape, die clearance, sheet thickness and anisotropy on the lug were researched. The results show that the blank shape and anisotropy are the main factors causing the deep drawing lug of compressor shell. Then, by changing different r0、r45 and r90 values, it is found that when drmax is less than 0.45, the material shartage problem in the final formed edge caused by the deep drawing lug of compressor shell is effectively improved, and the larger the drmax value is, the more obvious the material shortage problem is. Finally, through the rolling process optimization, the uniformity of the edge and center of steel coil was improved, so that the deep drawing lug was effectively controlled, and two blank optimization schemes were proposed to solve the problem of material shortage in the deep drawing, and the relations between material shortage size and supplement size in two schemes were given. This study can provide an effective reference for solving the problems of deep drawing lug and material shortage of compressor shell.