Forward versus inverse design of Al-Si-Mg-Cu alloys targeting peak comprehensive mechanical properties: A comparative study integrating computational thermodynamics and active learning
Siyuan Cheng, Wang Yi (ORCID 0000-0002-0781-1186), Mingzong Zhang (ORCID 0009-0004-0323-7465), Tianchuang Gao (ORCID 0009-0002-8305-3660), Lijun Zhang (ORCID 0000-0002-5969-2406)
Acta Materialia 306 121930 (2026) · Elsevier BV
DOI: 10.1016/j.actamat.2026.121930
Data: JSON record · id doi:10.1016/j.actamat.2026.121930 · metadata: crossref
Roles in ORCHID
- discovery lead (found by Crossref assessment discovery, not read): rank 942, score 96; systems named in title: Al–Cu–Mg–Si
Systems
Availability
Read by ORCHID: no. Open-access licence (Crossref license field): none deposited. Crossref is-referenced-by count: 16 (retrieved 2026-10-23).
Relations
Cited by (Crossref reference lists) (1)
- Discovering ablation-resistant multicomponent B-C-Si-Zr-Hf ceramics by integrating high-throughput thermodynamic calculations, multi-objective optimization and key experimental validation (2026) [crossref_reference_list]
References (Crossref, publisher-deposited) (11)
- Thermodynamic assessment of the Al–Cu–Zn system, part II: Al–Cu binary system (2015) [crossref_reference_list]
- Calorimetric measurements and assessment of the binary Cu–Si and ternary Al–Cu–Si phase diagrams (2016) [crossref_reference_list]
- Thermodynamic modeling of the quaternary Al-Cu-Mg-Si system (2017) [crossref_reference_list]
- Thermodynamic descriptions of ternary Al–Si–Yb system and their application to understand solidification behaviors of Yb-modified Al–Si alloys (2023) [crossref_reference_list]
- Thermodynamic database of quaternary Al-Si-Mg-Sb system and its application in the design of Sb-modified Al-Si-Mg casting alloys (2025) [crossref_reference_list]
- Thermodynamic description of the quaternary Al-Si-Mg-Sc system and its application to the design of novel Sc-additional A356 alloys (2017) [crossref_reference_list]
- Thermodynamic description of the Al–Mg–Si system using a new formulation for the temperature dependence of the excess Gibbs energy (2012) [crossref_reference_list]
- Investigation of the Al-Mg-Si system by experiments and thermodynamic calculations (1997) [crossref_reference_list]
- Phase stability and physical properties of<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msub><mml:mrow><mml:mtext>Ta</mml:mtext></mml:mrow><mml:mn>5</mml:mn></mml:msub><mml:msub><mml:mrow><mml:mtext>Si</mml:mtext></mml:mrow><mml:mn>3</mml:mn></mml:msub></mml:mrow></mml:math>compounds from first-principles calculations (2009) [crossref_reference_list]
- A thermodynamic assessment of the Al-Cu-Mg ternary system (1998) [crossref_reference_list]
- Computer Alloy Design of Ti Modified Al-Si-Mg-Sr Casting Alloys for Achieving Simultaneous Enhancement in Strength and Ductility (2022) [crossref_reference_list]