Hostname: page-component-cd9895bd7-dk4vv Total loading time: 0 Render date: 2024-12-26T07:49:39.178Z Has data issue: false hasContentIssue false

Physics-Guided Machine Learning for the Analysis of Low SNR STEM-EDXS Data

Published online by Cambridge University Press:  22 July 2022

Adrien Teurtrie
Affiliation:
Electron Spectrometry and Microscopy Laboratory, Institute of Physics, EPFL, Lausanne Current address : Unité Matériaux et Transformations, UMET, UMR-CNRS 8207, Université de Lille, France
Nathanaël Perraudin
Affiliation:
Swiss Data Science Center, EPFL and ETH Zürich, Lausanne and Zürich
Thomas Holvoet
Affiliation:
Swiss Data Science Center, EPFL and ETH Zürich, Lausanne and Zürich Ghent University, Ghent
Hui Chen
Affiliation:
Electron Spectrometry and Microscopy Laboratory, Institute of Physics, EPFL, Lausanne
Duncan T. L. Alexander
Affiliation:
Electron Spectrometry and Microscopy Laboratory, Institute of Physics, EPFL, Lausanne
Guillaume Obozinski
Affiliation:
Swiss Data Science Center, EPFL and ETH Zürich, Lausanne and Zürich
Cécile Hébert*
Affiliation:
Electron Spectrometry and Microscopy Laboratory, Institute of Physics, EPFL, Lausanne
*
*Corresponding author: [email protected]

Abstract

Image of the first page of this content. For PDF version, please use the ‘Save PDF’ preceeding this image.'
Type
Artificial Intelligence, Instrument Automation, And High-dimensional Data Analytics for Microscopy and Microanalysis
Copyright
Copyright © Microscopy Society of America 2022

References

Lee, D. D., Seung, H. S., Nature 401 (6755) (1999)CrossRefGoogle Scholar
Bote, D. et al. , Atomic Data and Nuclear Data Tables 95 (6) (2009) 871909CrossRefGoogle Scholar
Schoonjans, T. et al. , Spectrochimica Acta Part B 66 (2011) 776784.CrossRefGoogle Scholar
Lifshin, E., Proc. 9th Annual Conf. Microbeam Analysis Society, Vol. 53, 1974Google Scholar
Nabiei, F. et al. , Geophysical Research Letters 48 (12) (2021).CrossRefGoogle Scholar
Pedregosa, F. et al. , Journal of Machine Learning Research 12 (2011) 28252830.Google Scholar