Hostname: page-component-586b7cd67f-t7fkt Total loading time: 0 Render date: 2024-11-26T21:36:08.532Z Has data issue: false hasContentIssue false

Deep Learning–Based Workflow for Analyzing Helium Bubbles in Transmission Electron Microscopy Images

Published online by Cambridge University Press:  30 July 2021

Chun Yin Wong
Affiliation:
University of Tennessee, Knoxville, Tennessee, United States
Xing Wang
Affiliation:
The Pennsylvania State University, United States
Zhe Fan
Affiliation:
Lamar University, United States
Karren More
Affiliation:
Oak Ridge National Laboratory, United States
Sergei Kalinin
Affiliation:
Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States
Maxim Ziatdinov
Affiliation:
Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States

Abstract

Image of the first page of this content. For PDF version, please use the ‘Save PDF’ preceeding this image.'
Type
Evaluation of Materials for Nuclear Applications
Copyright
Copyright © The Author(s), 2021. Published by Cambridge University Press on behalf of the Microscopy Society of America

References

Morishita, K., Sugano, R., and Wirth, B. D., “MD and KMC modeling of the growth and shrinkage mechanisms of helium–vacancy clusters in Fe,” Journal of Nuclear Materials, vol. 323, no. 2, pp. 243250, Dec. 2003, doi: 10.1016/j.jnucmat.2003.08.019.CrossRefGoogle Scholar
Cordts, M. et al. , “The Cityscapes Dataset for Semantic Urban Scene Understanding,” in 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, USA, Jun. 2016, pp. 32133223, doi: 10.1109/CVPR.2016.350.Google Scholar
Ronneberger, O., Fischer, P., and Brox, T., “U-Net: Convolutional Networks for Biomedical Image Segmentation,” in Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015, Cham, 2015, pp. 234241, doi: 10.1007/978-3-319-24574-4_28.CrossRefGoogle Scholar
Wang, X. et al. , “Effects of Fe concentration on helium bubble formation in NiFex single-phase concentrated solid solution alloys,” Materialia, vol. 5, p. 100183, Mar. 2019, doi: 10.1016/j.mtla.2018.100183.CrossRefGoogle Scholar