Currently, there are mainly two methods for producing aluminum-silicon alloys: (1) primary aluminum smelting to prepare alloys, and (2) recycling and reuse of scrap aluminum alloys. Recycling scrap aluminum has low energy consumption, requiring only 5% of the energy needed for primary aluminum production, offers high recovery yield, and allows for multiple recycles. Moreover, secondary aluminum production requires lower investment and has a short payback period, providing significant cost and energy efficiency advantages over primary aluminum-based alloy production. The production of customized aluminum-silicon alloys from aluminum scrap is selected as the research subject. The production process mainly includes two stages: scrap aluminum pretreatment and remelting of recycled aluminum. The pretreatment process aims to separate waste aluminum from contaminants through methods such as magnetic separation, eddy current separation, and heavy middlings separation (HMS). After drying, the concentrated aluminum is mixed with a refining agent and metallic silicon, followed by remelting under a nitrogen atmosphere.