Automatic microstructure defect detection of Ti-6Al-4V titanium alloy by regions-based graph

R Ren, T Hung, KC Tan - IEEE Transactions on Emerging …, 2017 - ieeexplore.ieee.org
… In [53], classification of heat resistant steel structures is … two kinds of microstructure in Ti-6Al-4V:
α-phase and β-phase. Fig. 1(… visual inspection of woven textiles using a two-stage defect …

Classification of titanium microstructure with fully convolutional neural networks

S Mongkhonthanaphon… - Journal of physics …, 2019 - iopscience.iop.org
… Since manual inspection of Titanium … the classification of the Ti-6Al-4V microstructure. The
FCNN classifier is built on U-net architecture to classify the phases (Alpha or Beta) in titanium

Image processing for the analysis of TI-6AL-4V microstructures

A Campbell - 2019 - stax.strath.ac.uk
Titanium alloy, Ti-6Al-4V. The primary reason for this is that this material is extremely widely
used [3] but, due to its complex microstructure, no good automatedTi-6Al-4V is a two-phase

Texture Classification of Phases of Ti-6Al-4V Titanium Alloy Using Fractal Descriptors

AR Backes, JJ de Mesquita Sá Junior - … , Image Analysis, Computer Vision …, 2018 - Springer
… In this paper, our goal is to use fractal dimension based descriptors to correctly discriminate
samples of an inspected metal: the phases of a Titanium alloy, Ti-6Al-4V. Visual inspection

Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti6Al4V Using Computer Vision and Deep Learning

W Yue, PK Tripathi, G Ponon, Z Ualikhankyzy… - Integrating Materials and …, 2024 - Springer
… For example, determining the volume fraction of \(\upbeta \)-phase in Ti6Al4V, our research
… ) to ensure robustness and excellent performance across all Ti6Al4V HEXD data sets. …

[PDF][PDF] A deep neural network for pixel-wise classification of titanium microstructure

S Mongkhonthanaphon… - Int. J. Mach. Learn …, 2020 - scholar.archive.org
… to automate the pixel-wise classification of Alpha or Beta phase contained in the Ti-6Al-4V
result in reducing the time and uncertainties during human inspection for quality control. …

Automating Interpretation of Images and Visual Inspections in Modern Manufacturing and Medical Settings

B Rasoolian - 2021 - search.proquest.com
… AM Ti-6Al-4V. Finally, we developed a deep learning model to … a grandfather to me, and
helped me improve at all stages. … (AM) parts of titanium alloy Ti-6Al-4V. We developed a …

Crystallographic features of α variants and β phase for Ti-6Al-4V alloy fabricated by selective laser melting

Y Yang, J Chen, HL Wang, ZQ Zhang, YJ Lu… - Materials Science and …, 2017 - Elsevier
… and hcp-α/α′ phase in titanium is well-known to follow a famous BOR [38], [39], [40]: <110>
β // (0001) α , <111> β // <2-1-10> α . Twelve equivalent α/α′ variants termed as V1-V12 …

Metallurgical and mechanical modelling of Ti-6Al-4V for welding applications

M Villa - 2016 - etheses.bham.ac.uk
… of the temperature for Ti-6Al-4V and others titanium alloys [12] . . . . . . … volume fraction of the
alpha phase in Ti-6Al-4V, cooling down from … 2.1 a) Classification of US technical Titanium

[HTML][HTML] Machinability maps–Towards a mechanistic understanding of the machining of TI-6AL-4V and TIMETAL 407

C Dredge, I Berment-Parr, R M'Saoubi… - Advances in Industrial and …, 2020 - Elsevier
… The machinability of titanium alloys has been reviewed over … orientation of the α phase in
the machined surface, using an … with the LAGB analysis, it is evident that the visual inspection