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Data-Driven Modeling of Composition-Processing-Microstructure Relations for Recycled Aluminum Cast Alloys.

Jaemin Wang1,2, Waleed Mohammed1, Dierk Raabe1

  • 1Max Planck Institute For Sustainable Materials, Düsseldorf, Germany.

Advanced Science (Weinheim, Baden-Wurttemberg, Germany)
|April 30, 2026
PubMed
Summary
This summary is machine-generated.

Recycled aluminum alloys can contain iron, forming brittle phases that reduce performance. This study clarifies how alloy chemistry and processing control phase formation, offering a framework for improved sustainable aluminum alloy design.

Keywords:
aluminum recyclingcomposition–process–structure linkageiron impuritymachine learningsustainable alloys

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Area of Science:

  • Materials Science
  • Metallurgy
  • Sustainable Manufacturing

Background:

  • Aluminum is a critical global metal, vital for industries like transportation and construction.
  • Recycling aluminum significantly reduces energy consumption (up to 95%) and supports low-carbon manufacturing goals.
  • Recycled aluminum often contains higher iron levels, leading to brittle phases that compromise material performance and limit applications.

Purpose of the Study:

  • To differentiate between phase type formation and its impact on material behavior in aluminum alloys.
  • To develop practical guidelines for controlling deleterious iron-rich phases in recycled aluminum.
  • To enable more quantitative and predictable alloy design for sustainable aluminum.

Main Methods:

  • Analysis of alloy chemistry and processing history data representative of industrial conditions.
  • Separation of the questions regarding phase type formation and its subsequent effect on material properties.
  • Investigating the influence of composition and processing on the morphology (platelet-like vs. compact particles) of iron-rich phases.

Main Results:

  • Alloy chemistry and processing history were shown to dictate the specific type of iron-rich phase that forms.
  • These factors also govern the morphology of the phases, determining if they appear as large platelets or small particles.
  • A clear distinction was established between phase formation and its impact on material behavior.

Conclusions:

  • The study provides a framework to mitigate detrimental iron-rich phases in recycled aluminum alloys.
  • This research facilitates more predictable and impurity-tolerant sustainable alloy design.
  • Understanding the distinct roles of composition and processing enables enhanced control over material performance.