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UV Hyperspectral Imaging as Process Analytical Tool for the Characterization of Oxide Layers and Copper States on Direct Bonded Copper

Hyperspectral imaging and reflectance spectroscopy in the range from 200–380 nm were used to rapidly detect and characterize copper oxidation states and their layer thicknesses on direct bonded copper in a non-destructive way. Single-point UV reflectance spectroscopy, as a well-established method, w...

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Autores principales: Al Ktash, Mohammad, Stefanakis, Mona, Englert, Tim, Drechsel, Maryam S. L., Stiedl, Jan, Green, Simon, Jacob, Timo, Boldrini, Barbara, Ostertag, Edwin, Rebner, Karsten, Brecht, Marc
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8588143/
https://www.ncbi.nlm.nih.gov/pubmed/34770640
http://dx.doi.org/10.3390/s21217332
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author Al Ktash, Mohammad
Stefanakis, Mona
Englert, Tim
Drechsel, Maryam S. L.
Stiedl, Jan
Green, Simon
Jacob, Timo
Boldrini, Barbara
Ostertag, Edwin
Rebner, Karsten
Brecht, Marc
author_facet Al Ktash, Mohammad
Stefanakis, Mona
Englert, Tim
Drechsel, Maryam S. L.
Stiedl, Jan
Green, Simon
Jacob, Timo
Boldrini, Barbara
Ostertag, Edwin
Rebner, Karsten
Brecht, Marc
author_sort Al Ktash, Mohammad
collection PubMed
description Hyperspectral imaging and reflectance spectroscopy in the range from 200–380 nm were used to rapidly detect and characterize copper oxidation states and their layer thicknesses on direct bonded copper in a non-destructive way. Single-point UV reflectance spectroscopy, as a well-established method, was utilized to compare the quality of the hyperspectral imaging results. For the laterally resolved measurements of the copper surfaces an UV hyperspectral imaging setup based on a pushbroom imager was used. Six different types of direct bonded copper were studied. Each type had a different oxide layer thickness and was analyzed by depth profiling using X-ray photoelectron spectroscopy. In total, 28 samples were measured to develop multivariate models to characterize and predict the oxide layer thicknesses. The principal component analysis models (PCA) enabled a general differentiation between the sample types on the first two PCs with 100.0% and 96% explained variance for UV spectroscopy and hyperspectral imaging, respectively. Partial least squares regression (PLS-R) models showed reliable performance with R(2)(c) = 0.94 and 0.94 and RMSEC = 1.64 nm and 1.76 nm, respectively. The developed in-line prototype system combined with multivariate data modeling shows high potential for further development of this technique towards real large-scale processes.
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spelling pubmed-85881432021-11-13 UV Hyperspectral Imaging as Process Analytical Tool for the Characterization of Oxide Layers and Copper States on Direct Bonded Copper Al Ktash, Mohammad Stefanakis, Mona Englert, Tim Drechsel, Maryam S. L. Stiedl, Jan Green, Simon Jacob, Timo Boldrini, Barbara Ostertag, Edwin Rebner, Karsten Brecht, Marc Sensors (Basel) Article Hyperspectral imaging and reflectance spectroscopy in the range from 200–380 nm were used to rapidly detect and characterize copper oxidation states and their layer thicknesses on direct bonded copper in a non-destructive way. Single-point UV reflectance spectroscopy, as a well-established method, was utilized to compare the quality of the hyperspectral imaging results. For the laterally resolved measurements of the copper surfaces an UV hyperspectral imaging setup based on a pushbroom imager was used. Six different types of direct bonded copper were studied. Each type had a different oxide layer thickness and was analyzed by depth profiling using X-ray photoelectron spectroscopy. In total, 28 samples were measured to develop multivariate models to characterize and predict the oxide layer thicknesses. The principal component analysis models (PCA) enabled a general differentiation between the sample types on the first two PCs with 100.0% and 96% explained variance for UV spectroscopy and hyperspectral imaging, respectively. Partial least squares regression (PLS-R) models showed reliable performance with R(2)(c) = 0.94 and 0.94 and RMSEC = 1.64 nm and 1.76 nm, respectively. The developed in-line prototype system combined with multivariate data modeling shows high potential for further development of this technique towards real large-scale processes. MDPI 2021-11-04 /pmc/articles/PMC8588143/ /pubmed/34770640 http://dx.doi.org/10.3390/s21217332 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Al Ktash, Mohammad
Stefanakis, Mona
Englert, Tim
Drechsel, Maryam S. L.
Stiedl, Jan
Green, Simon
Jacob, Timo
Boldrini, Barbara
Ostertag, Edwin
Rebner, Karsten
Brecht, Marc
UV Hyperspectral Imaging as Process Analytical Tool for the Characterization of Oxide Layers and Copper States on Direct Bonded Copper
title UV Hyperspectral Imaging as Process Analytical Tool for the Characterization of Oxide Layers and Copper States on Direct Bonded Copper
title_full UV Hyperspectral Imaging as Process Analytical Tool for the Characterization of Oxide Layers and Copper States on Direct Bonded Copper
title_fullStr UV Hyperspectral Imaging as Process Analytical Tool for the Characterization of Oxide Layers and Copper States on Direct Bonded Copper
title_full_unstemmed UV Hyperspectral Imaging as Process Analytical Tool for the Characterization of Oxide Layers and Copper States on Direct Bonded Copper
title_short UV Hyperspectral Imaging as Process Analytical Tool for the Characterization of Oxide Layers and Copper States on Direct Bonded Copper
title_sort uv hyperspectral imaging as process analytical tool for the characterization of oxide layers and copper states on direct bonded copper
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8588143/
https://www.ncbi.nlm.nih.gov/pubmed/34770640
http://dx.doi.org/10.3390/s21217332
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