Cargando…
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...
Autores principales: | , , , , , , , , , , |
---|---|
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 |
_version_ | 1784598369603158016 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8588143 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT alktashmohammad uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT stefanakismona uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT englerttim uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT drechselmaryamsl uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT stiedljan uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT greensimon uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT jacobtimo uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT boldrinibarbara uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT ostertagedwin uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT rebnerkarsten uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper AT brechtmarc uvhyperspectralimagingasprocessanalyticaltoolforthecharacterizationofoxidelayersandcopperstatesondirectbondedcopper |