Macrosegregation refers to large-scale, composition inhomogeneities formed during alloy solidification, typically manifesting as positive or negative segregation bands, A-type segregation, V-type segregation, and centerline segregation. Unlike mi-crosegregation, macrosegregation cannot be eliminated by subsequent heat treatment or plastic deformation and therefore has a direct and irreversible influence on the me-chanical properties, service reliability, and safety of large-scale components. In large steel ingots and aluminum alloy ingots, macrosegregation is often accompanied by shrinkage cavities and porosity, further deteriorating internal quality and increasing the risk of premature failure.