Materials data toward machine learning: advances and challenges

L Zhu, J Zhou, Z Sun - The Journal of Physical Chemistry Letters, 2022 - ACS Publications
Machine learning (ML) is believed to have enabled a paradigm shift in materials research,
and in practice, ML has demonstrated its power in speeding up the cost-efficient discovery of …

[HTML][HTML] High density of stacking faults strengthened TaN/TiN multilayer

Y Huang, Z Chen, A Wagner, C Mitterer, K Song… - Acta Materialia, 2023 - Elsevier
Multilayer coatings with individual layer thickness on the nanoscale exhibit superior
mechanical properties because of their high interface density. However, compared to …

CALPHAD-aided design for superior mechanical behavior in Ti40Zr20Hf40-xCrx eutectic refractory high-entropy alloys

S Lv, Q Li, X Zhang, X Jiao, D Liu - Materials Characterization, 2024 - Elsevier
TiZrHf-based refractory high entropy alloys (RHEAs) are becoming the focus in advanced
metal materials owing to the excellent mechanical properties under the condition of medium …

Dissimilar linear friction welding of selective laser melted Inconel 718 to forged Ni-based superalloy AD730™: Evolution of strengthening phases

S Tabaie, F Rézaï-Aria, BCD Flipo, M Jahazi - Journal of Materials Science …, 2022 - Elsevier
The continuous growth in the manufacture of aerospace components such as blisks has led
to an increase in the application of different hybrid materials fabricating methods, and thus …

Atomic-scale investigations on dislocation-precipitate interactions influenced by voids in Ni-based superalloys

C Cui, X Gong, L Chen, W Xu, L Chen - International Journal of Mechanical …, 2022 - Elsevier
The interaction between dislocations and precipitates plays an essential role in
strengthening mechanisms of the Ni-based superalloys (γ-Ni, γ′-Ni 3 Al). It is worth noting …

Enhancing work hardening through tuning TRIP by nano-precipitates in maraging stainless steels

J Li, Y Zhang, W Jiang, J Luan, Z Jiao, CT Liu… - International Journal of …, 2025 - Elsevier
The transformation-induced plasticity (TRIP) effect is one of the most powerful approaches to
improve mechanical properties and work hardening capability of maraging stainless steels …

Effects of the temperature, strain rate, and loading conditions on the deformation behaviors and mechanical properties of the Ni/Ni 3 Al superalloy

X Qin, W Yan, Y Liang, F Li - RSC advances, 2024 - pubs.rsc.org
Using the molecular dynamics method, we comprehensively studied the effects of
temperature, strain rate, and loading conditions on the deformation behaviors and the …

Synergetic strengthening of heterogeneous interface far beyond rule of mixture in Cu/1010 steel bimetal laminar composite

B Peng, J Jie, J Liu, J Qu, M Wang, J Sun… - Materials Science and …, 2022 - Elsevier
This short communication presents a mechanical performance of the Cu/1010 steel bimetal
laminated composites with typical heterogeneous interface. Interfacial mismatch allows for …

Ultra-strong metal/high entropy alloy nanolaminates: Utilizing size constraining effects on phase transformation

Y Zhao, Y Wang, J Zhang, K Wu, G Liu, J Sun - Science China Materials, 2023 - Springer
In this work, the phase stability of non-equiatomic Fe50Mn30Co10Cr10 and
Fe50Mn30Co10Ni10 high entropy alloys (HEAs) under strong constraining conditions as …

The impact of solution time on the microstructure and properties of NiTip/6061 Al matrix composites fabricated by hot pressing and extrusion

DD Zhuang, XL Lian, HD Li, SH Zhang, WS Yao… - Progress in Natural …, 2024 - Elsevier
This study investigates the impact and underlying mechanisms of solution time on the
microstructure and mechanical properties of NiTi particle-reinforced 6061 Al composites …