[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. …

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. …

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 …

[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

The evolution of abnormally coarse grain structures in beta-annealed Ti-6Al%-4V% rolled plates, observed by in-situ investigation

NE Byres, JQ da Fonseca, CS Daniel, J Donoghue… - Acta Materialia, 2021 - Elsevier
… the fact that this phenomenon cannot be classified as classical abnormal grain growth, which
… more complex scenario found in dual phase α + β titanium alloys, where the emergence of …

Morphological characterization of chip segmentation in Ti-6Al-7Nb machining: A novel method based on digital image processing

S Carvalho, A Horovistiz, JP Davim - Measurement, 2023 - Elsevier
… in titanium alloys concern the vanadium-rich alloy Ti-6Al-4V. … Ti-6Al-7Nb was one of the α
+ β dual phase titanium alloys, with … Visual inspection of the metal chips indicated that long …

Evaluating the Machinability of Titanium Alloys, Timetal 407 and Ti-6Al-4V

C Dredge - 2021 - etheses.whiterose.ac.uk
… This research identified two key stages in the life cycle of a titanium … To assess machinability
in the developmental stage of an … Provides a background into the classification of titanium

Digital representation of the wear behaviour of Ti-6Al-4V and Ti-6Al-7Nb biomaterial alloys: A fractal analysis of the worn surface

J Almeida, A Horovistiz… - Proceedings of the …, 2023 - journals.sagepub.com
… Nowadays, the most commonly used titanium alloy is Ti-6Al-4V… Global visual inspection
indicates some predominance of … fractions of phase β along the cross-section of Ti-6Al-4V and Ti-…

Ultrasonic and phased-array inspection in titanium-based alloys: A review

H Shi, M Ebrahimi, P Zhou… - Proceedings of the …, 2023 - journals.sagepub.com
… Porosity Ti-6Al-4V AM Acoustic signal analysis It leads to … the reverse phase-matching
technique to inspect anisotropic … flaw positions and effectively classify and characterize several …

On the localization of plastic strain in microtextured regions of Ti-6Al-4V

J Cappola, JC Stinville, MA Charpagne, PG Callahan… - Acta Materialia, 2021 - Elsevier
Ti-6Al-4V is the most widely used titanium alloy in the … The elastic anisotropy of the HCP α
-phase in Ti-6Al-4V can result … to occur in the primary α -phase grains along either the basal or …