[HTML][HTML] A machine-learning approach to predicting and understanding the properties of amorphous metallic alloys

J Xiong, SQ Shi, TY Zhang - Materials & design, 2020 - Elsevier
There is a pressing need to shorten the development period for new materials possessing
desired properties. For example, bulk metallic glasses (BMGs) are a unique class of alloy …

Recent Developments in Ultrafine Shape Memory Alloys Using Amorphous Precursors

SH Hong, HJ Park, GA Song, KB Kim - Materials, 2023 - mdpi.com
In this review, we systematically reviewed the recent advances in the development of
ultrafine shape memory alloys with unique shape memory effects and superelastic behavior …

Predictive Modeling of High-Entropy Alloys and Amorphous Metallic Alloys Using Machine Learning

SG Jung, G Jung, JM Cole - Journal of Chemical Information and …, 2024 - ACS Publications
High entropy alloys and amorphous metallic alloys represent two distinct classes of
advanced alloy materials, each with unique structural characteristics. Their emergence has …

A molecular dynamics study on the mechanical response of thermal-pressure rejuvenated CuxZr100−x metallic glasses

S Sayad, M Khanzadeh, G Alahyarizadeh, N Amigo - Scientific Reports, 2023 - nature.com
A molecular dynamics study was performed on the mechanical response of thermal-
pressure rejuvenated CuxZr100− x metallic glasses. The effect of temperature (50, 300, 600 …

[HTML][HTML] Optical transmission, dielectric constants, and gamma shielding performance of Se95-xIn5Prx metallic alloys: Radiation protection applications

ZA Alrowaili, JS Alzahrani, C Eke, IO Olarinoye… - Journal of Radiation …, 2024 - Elsevier
Due to the high density of metals, metallic materials such as alloys have the potential to
have high gamma-radiation-absorbing abilities. This would make them relevant in a …

Novel Ti-based bulk metallic glass free of toxic and noble elements for bio-implant applications

P Du, B Li, J Chen, K Li, G Xie - Journal of Alloys and Compounds, 2023 - Elsevier
The widespread poisonous/precious components (ie, Ni, Be, Al, Pd, etc.) in Ti-based bulk
metallic glasses (BMGs) severely restrict their use for bio-implant applications, yet ironically …

A density-based random forest for imbalanced data classification

J Dong, Q Qian - Future Internet, 2022 - mdpi.com
Many machine learning problem domains, such as the detection of fraud, spam, outliers, and
anomalies, tend to involve inherently imbalanced class distributions of samples. However …

Zirconium-based metallic glass and zirconia coatings to inhibit bone formation on titanium

ST Rajan, AT VV, M Terada-Nakaishi… - Biomedical …, 2020 - iopscience.iop.org
Surface-modified commercially pure titanium (Cp-Ti) with zirconium (Zr)-based thin film
metallic glasses (Zr-TFMGs) and ZrO 2 thin films were surgically implanted into the tibiae of …

Atomic scale insights on mechanical behavior and crack propagation in Mg-Al based nanolaminates

A Samiri, A Khmich, H Haouas, A Hasnaoui - Materials Today …, 2024 - Elsevier
In this paper, the mechanical properties and plastic deformation mechanisms of Mg 25 Al 75
metallic glass (MG) and three Mg-Al based nanoscale crystal/glass nanolaminates …

Predicting the glass formation of metallic glasses using machine learning approaches

Z Li, Z Long, S Lei, T Zhang, X Liu, D Kuang - Computational Materials …, 2021 - Elsevier
Glass-forming ability (GFA) has always been the key point for the researchers of metallic
glasses (MGs) during past decades. Compared to traditional trial-and-error approaches and …