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Performance-oriented multistage design for multi-principal element alloys with low cost yet high efficiency.
Jia Li1, Baobin Xie1, Li Li1
1State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body, College of Mechanical and Vehicle Engineering, Hunan University, Changsha, 410082, P. R. China. fangqh1327@hnu.edu.cn.
Materials Horizons
|March 24, 2022
Summary
This study introduces a novel multistage-design approach for multi-principal element alloys (MPEAs). This method efficiently develops high-performance MPEAs by integrating machine learning and physical laws, reducing development time and cost.
Area of Science:
- Materials Science
- Computational Materials Science
- Alloy Design
Background:
- Multi-principal element alloys (MPEAs) show great promise for structural, functional, and smart material applications.
- Designing MPEAs with specific properties is challenging due to the strong dependence on composition and microstructure.
- Existing methods for material development are often time-consuming and lack efficiency in exploring the vast compositional space.
Purpose of the Study:
- To develop an efficient and accurate method for performance-oriented design of MPEAs.
- To address the challenges in identifying target properties and optimal compositions for MPEAs.
- To reduce the time and cost associated with developing novel MPEAs.
Main Methods:
- Proposed a multistage-design approach integrating machine learning, physical laws, and a mathematical model.
- Employed a forward-and-inverse problem-solving strategy for property identification and composition optimization.
- Utilized multistage-design coupling constraints to overcome limitations of one-step design strategies.
Main Results:
- Developed a new multi-phase MPEA with superior strength-ductility synergy.
- Achieved optimal phase fraction and composition through efficient searching.
- Demonstrated significant reductions in development period and cost for MPEA development.
Conclusions:
- The proposed multistage-design approach enables precise tailoring of MPEA composition and microstructure for desired properties.
- This method offers higher efficiency and accuracy compared to existing material development approaches.
- The approach is readily extendable to the development of other multi-principal element materials.
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