Abstract Multi-scale casting parts are important components of high-end equipment used in the aerospace, automobile manufacturing, shipbuilding, and other industries. Residual features such as parting lines pouring risers that inevitably appear during process random size, morphology, distribution. The traditional manual processing method has disadvantages low efficiency, high labor intensity, h...