Recent progress in the machine learning-assisted rational design of alloys
Alloys designed with the traditional trial and error method have encountered several
problems, such as long trial cycles and high costs. The rapid development of big data and …
problems, such as long trial cycles and high costs. The rapid development of big data and …
[PDF][PDF] Boosting for concept design of casting aluminum alloys driven by combining computational thermodynamics and machine learning techniques
Casting aluminum alloys are commonly used in industries due to their excellent
comprehensive performance. Alloying/microalloying and post-solidification heat treatments …
comprehensive performance. Alloying/microalloying and post-solidification heat treatments …
[HTML][HTML] Machine learning assisted design of aluminum-lithium alloy with high specific modulus and specific strength
H Li, X Li, Y Li, W Xiao, K Wen, Z Li, Y Zhang, B Xiong - Materials & Design, 2023 - Elsevier
Advanced aluminum-lithium alloys are the key structural materials urgently needed for the
development of light-weighted aircraft in the aerospace field. In this study, we employ a …
development of light-weighted aircraft in the aerospace field. In this study, we employ a …
Design of super-hard high-entropy ceramics coatings via machine learning
High-entropy ceramic coatings have some unique physical and mechanical properties, such
as high hardness, good corrosion resistance and excellent thermal stability. However, since …
as high hardness, good corrosion resistance and excellent thermal stability. However, since …
Machine learning assisted materials design of high-speed railway wheel with better fatigue performance
XY Fang, JE Gong, F Zhang, HN Zhang… - Engineering Fracture …, 2023 - Elsevier
To improve the fatigue fracture resistance of high-speed railway wheels, this paper studies
the matching optimization design of microscopic crystal parameters of wheel materials …
the matching optimization design of microscopic crystal parameters of wheel materials …
[HTML][HTML] Ultrafine-grained Mg alloy: preparation, properties, design strategy
As the lightest metal structural materials, Mg alloys have great application potential in
transportation, aerospace, and biomedicine. However, the further application is hindered by …
transportation, aerospace, and biomedicine. However, the further application is hindered by …
A reverse design model for high-performance and low-cost magnesium alloys by machine learning
X Mi, L Tian, A Tang, J Kang, P Peng, J She… - Computational Materials …, 2022 - Elsevier
Developing high-performance, low-cost magnesium (Mg) alloys using conventional plastic
forming processes is a tremendous challenge with great potential for commercial …
forming processes is a tremendous challenge with great potential for commercial …
Accelerated discovery of high-performance Al-Si-Mg-Sc casting alloys by integrating active learning with high-throughput CALPHAD calculations
Scandium is the best alloying element to improve the mechanical properties of industrial Al-
Si-Mg casting alloys. Most literature reports devote to exploring/designing optimal Sc …
Si-Mg casting alloys. Most literature reports devote to exploring/designing optimal Sc …
Towards high stiffness and ductility-The Mg-Al-Y alloy design through machine learning
Z Liu, T Wang, L Jin, J Zeng, S Dong, F Wang… - Journal of Materials …, 2024 - Elsevier
In traditional trial-and-error method, enhancing the Young's modulus of magnesium alloys
while maintaining a favorable ductility has consistently been a challenge. It is a need to …
while maintaining a favorable ductility has consistently been a challenge. It is a need to …
[HTML][HTML] Accelerated design of high-performance Mg-Mn-based magnesium alloys based on novel bayesian optimization
X Mi, L Dai, X Jing, J She, B Holmedal, A Tang… - Journal of Magnesium …, 2024 - Elsevier
Magnesium (Mg), being the lightest structural metal, holds immense potential for widespread
applications in various fields. The development of high-performance and cost-effective Mg …
applications in various fields. The development of high-performance and cost-effective Mg …