Unsupervised learning and pattern recognition in alloy design

N Bhat, N Birbilis, AS Barnard - Digital Discovery, 2024 - pubs.rsc.org
Machine learning has the potential to revolutionise alloy design by uncovering useful
patterns in complex datasets and supplementing human expertise and experience. This …

Microstructural and mechanical characterization of biomedical Ti–Nb–Zr (–Ta) alloys

LM Elias, SG Schneider, S Schneider, HM Silva… - Materials Science and …, 2006 - Elsevier
In recent years there has been a significant development of novel implant alloys based on β-
Ti such as Ti–Nb–Zr and Ti–Nb–Zr–Ta alloys systems. The purpose of this work is to provide …

Investigation on three-dimensional printed prosthetics leg sockets coated with different reinforcement materials: analysis on mechanical strength and microstructural

MH Ramlee, MI Ammarullah, NS Mohd Sukri… - Scientific Reports, 2024 - nature.com
Previous research has primarily focused on pre-processing parameters such as design,
material selection, and printing techniques to improve the strength of 3D-printed prosthetic …

Mechanical properties and microstructure of powder metallurgy Ti–xNb–yMo alloys for implant materials

KA Nazari, A Nouri, T Hilditch - Materials & Design, 2015 - Elsevier
In this study, a series of Ti–xNb–yMo (x= 5–40 wt.% in 5 wt.% increments; and y= 3, 5, 10
wt.%) alloys were fabricated by powder metallurgy and studied with respect to their …

Bending work of laminated materials based on densified wood and reinforcing components

A Sikora, M Gaff, AK Sethy, N Fantuzzi, P Horáček - Composite Structures, 2021 - Elsevier
This work analyzes the influence of the composition of laminated materials based on solid
and thermo-mechanically densified beech wood and the application of reinforcing elements …

Designing Ti alloy for hard tissue implants: a machine learning approach

ACA Raj, S Datta - Journal of Materials Engineering and Performance, 2023 - Springer
Many of the hard tissue implants are made of titanium alloys, due to its low specific strength
and low elastic modulus with excellent biocompatibility and good corrosion resistance. The …

Study of low-modulus biomedical β Ti–Nb–Zr alloys based on single-crystal elastic constants modeling

X Wang, L Zhang, Z Guo, Y Jiang, X Tao… - Journal of the mechanical …, 2016 - Elsevier
CALPHAD-type modeling was used to describe the single-crystal elastic constants of the bcc
solution phase in the ternary Ti–Nb–Zr system. The parameters in the model were evaluated …

Zr–Ti–Nb porous alloys for biomedical application

AEA Maya, DR Grana, A Hazarabedian… - Materials Science and …, 2012 - Elsevier
Recent studies linked to the production of implants focus on the development of porous
materials, as they provide good biological fixation to the surrounding tissue through bone …

Effect of Zr content on phase stability, deformation behavior, and Young's modulus in Ti–Nb–Zr alloys

KM Kim, HY Kim, S Miyazaki - Materials, 2020 - mdpi.com
Ti alloys have attracted continuing research attention as promising biomaterials due to their
superior corrosion resistance and biocompatibility and excellent mechanical properties …

Mechanical, physical, and chemical characterization of Ti–35Nb–5Zr and Ti–35Nb–10Zr casting alloys

ALR Ribeiro, RC Junior, FF Cardoso, RBF Filho… - Journal of Materials …, 2009 - Springer
Titanium is used due its excellent properties in medical and dentistry areas. With the
objective of exploiting better mechanical properties, not altering its biocompatibility, it was …