Deep-learning architectures were employed to simulate the self-piercing riveting process of steel and aluminum sheets and predict the cross-sectional joint shape with a zero head height. Four steels (SPRC440. SPFC590DP. GI780DP. https://countryscenesaddleryandpetsuppliers.shop/product-category/western-bridle/