Machine learning in materials genome initiative: A review

Y Liu, C Niu, Z Wang, Y Gan, Y Zhu, S Sun… - Journal of Materials …, 2020 - Elsevier
Discovering new materials with excellent performance is a hot issue in the materials
genome initiative. Traditional experiments and calculations often waste large amounts of …

Understanding martensite and twin formation in austenitic steels: A model describing TRIP and TWIP effects

EI Galindo-Nava, PEJ Rivera-Díaz-del-Castillo - Acta Materialia, 2017 - Elsevier
A unified description for the evolution of ε–and α′–martensite, and twinning in austenitic
steels is presented. The formation of micron—scale ε and twin bands is obtained by …

Tensile deformation behavior of high manganese austenitic steel: The role of grain size

G Dini, A Najafizadeh, R Ueji, SM Monir-Vaghefi - Materials & Design, 2010 - Elsevier
The tensile deformation behavior and microstructural evolutions of twinning induced
plasticity (TWIP) steel with the chemical composition of Fe–31Mn–3Al–3Si and average …

Strain hardening behavior of a Fe–18Mn–0.6 C–1.5 Al TWIP steel

JE Jin, YK Lee - Materials Science and Engineering: A, 2009 - Elsevier
The strain hardening behavior of a Fe–18Mn–0.6 C–1.5 Al TWIP steel was investigated
through the modified Crussard–Jaoul (C–J) analysis and microstructural observations. The …

Mechanical behavior of structurally gradient nickel alloy

J Ding, Q Li, J Li, S Xue, Z Fan, H Wang, X Zhang - Acta Materialia, 2018 - Elsevier
Certain structurally gradient metallic materials have shown a combination of high strength
and work hardening capability. The fundamental mechanisms behind such a unique …

Thermodynamic calculation on the stability of (Fe, Mn) 3AlC carbide in high aluminum steels

KG Chin, HJ Lee, JH Kwak, JY Kang, BJ Lee - Journal of alloys and …, 2010 - Elsevier
A CALPHAD type thermodynamic description for the Fe–Mn–Al–C quaternary system has
been constructed by combining a newly assessed Mn–Al–C ternary description and a partly …

Deformation mechanisms of a 20Mn TWIP steel investigated by in situ neutron diffraction and TEM

YF Shen, YD Wang, XP Liu, X Sun, RL Peng, SY Zhang… - Acta materialia, 2013 - Elsevier
The deformation mechanisms and associated microstructure changes during tensile loading
of an annealed twinning-induced plasticity steel with chemical composition Fe–20Mn–3Si …

A review on different techniques to produce gradient structured material

K Rambabu, P Gandhi, M Susmitha… - Materials Today …, 2022 - Elsevier
Due to the recent advances in materials science, it is important to have material with high
strength and ductility. These mechanical properties can be achieved by introducing gradient …

Property optimization of TRIP Ti alloys based on artificial neural network

JM Oh, PL Narayana, JK Hong, JT Yeom… - Journal of Alloys and …, 2021 - Elsevier
Transformation-induced plasticity (TRIP) Ti alloys are promising structural materials that offer
high strength and ductility. However, these alloys often include heavy, expensive, and high …

Elastic constants of austenitic stainless steel: Investigation by the first-principles calculations and the artificial neural network approach

K Benyelloul, H Aourag - Computational materials science, 2013 - Elsevier
In this paper, two methods were applied to determine the different elastics constants of the
face centered cubic austenitic stainless steel Fe0. 62Cr0. 185Ni0. 185. Firstly, the quantum …