Recent machine learning-driven investigations into high entropy alloys: a comprehensive review

Y Yan, X Hu, Y Liao, Y Zhou, W He, T Zhou - Journal of Alloys and …, 2024 - Elsevier
The exploration of high entropy alloys (HEAs) primarily relies on trial-and-error experiments
and multiscale modelling, which are time-consuming and resource-intensive. Recently …

[HTML][HTML] Machine learning based prediction of Young's modulus of stainless steel coated with high entropy alloys

N Radhika, M Sabarinathan, S Ragunath… - Results in …, 2024 - Elsevier
Abstract The High Entropy Alloy (HEA) coatings exhibit diverse properties contingent upon
their composition and microstructure, addressing current industrial requirements. Machine …

An active learning framework assisted development of corrosion risk assessment strategies for offshore pipelines

Z Qu, X Jiang, X Zou, X Yue, Y ** high entropy alloys for superior corrosion resistance
M Zhang, C Luo, G Zhang, H Xu, G Li - Journal of Alloys and Compounds, 2024 - Elsevier
A machine learning (ML) integrated workflow was utilized to guide the design of Al-Ni co-
do** CoCrFe-based high-entropy alloys (HEAs) for improved corrosion resistance. ML …

On the Surface Property–Oxidation Relationship in Refractory High‐Entropy Alloys

A Nazarahari, HC Ozdemir, K Barienti… - Advanced …, 2024 - Wiley Online Library
In this study, oxidation behavior in as‐cast polycrystalline HfNbTaTi3, HfNbTaTiZr,
HfMoTaTiZr, and NbMoTaTiZr refractory high‐entropy alloys (RHEAs), and the amorphous …

[HTML][HTML] From Pairwise Comparisons of Complex Behavior to an Overall Performance Rank: A Novel Alloy Design Strategy

R Herschberg, L Rateau, L Martinelli… - Metals, 2024 - mdpi.com
A method is developed to exploit data on complex materials behaviors that are impossible to
tackle by conventional machine learning tools. A pairwise comparison algorithm is used to …

Overcoming sparse datasets with Multi-Task Learning as applied to High Entropy Alloys

A Debnath, WF Reinhart - Machine Learning: Science and …, 2025 - iopscience.iop.org
The design of novel High Entropy Alloys for use in high-temperature applications is an area
of active interest due to their potential to provide exceptional properties compared to …

The influence of the cooling rate on the structure and corrosion properties of the multicomponent high-entropy alloy CoCrFeMnNiBe

VA Polonskyy, OI Kushnerov… - … and Chemistry of …, 2024 - journals.pnu.edu.ua
Samples of the multicomponent high-entropy alloy CoCrFeMnNiBe were obtained by the
methods of casting and melt-quenching, and their phase composition and electrochemical …

Синтез електролітичних потрійних сплавів з високою мікротвердістю

Т Ненастіна, М Сахненко… - … : Нові рішення у …, 2024 - vestnik2079-5459.khpi.edu.ua
Анотація Електроосадження електролітичних сплавів, що складаються з металів
підгрупи заліза і цирконію, дозволяє отримувати покриття з унікальним поєднанням …