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The Use of Constituent Spectra and Weighting in Extended Multiplicative Signal Correction in Infrared Spectroscopy

Extended multiplicative signal correction (EMSC) is a widely used preprocessing technique in infrared spectroscopy. EMSC is a model-based method favored for its flexibility and versatility. The model can be extended by adding constituent spectra to explicitly model-known analytes or interferents. Th...

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Autores principales: Solheim, Johanne Heitmann, Zimmermann, Boris, Tafintseva, Valeria, Dzurendová, Simona, Shapaval, Volha, Kohler, Achim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8948808/
https://www.ncbi.nlm.nih.gov/pubmed/35335264
http://dx.doi.org/10.3390/molecules27061900
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author Solheim, Johanne Heitmann
Zimmermann, Boris
Tafintseva, Valeria
Dzurendová, Simona
Shapaval, Volha
Kohler, Achim
author_facet Solheim, Johanne Heitmann
Zimmermann, Boris
Tafintseva, Valeria
Dzurendová, Simona
Shapaval, Volha
Kohler, Achim
author_sort Solheim, Johanne Heitmann
collection PubMed
description Extended multiplicative signal correction (EMSC) is a widely used preprocessing technique in infrared spectroscopy. EMSC is a model-based method favored for its flexibility and versatility. The model can be extended by adding constituent spectra to explicitly model-known analytes or interferents. This paper addresses the use of constituent spectra and demonstrates common pitfalls. It clarifies the difference between analyte and interferent spectra, and the importance of orthogonality between model spectra. Different normalization approaches are discussed, and the importance of weighting in the EMSC is demonstrated. The paper illustrates how constituent analyte spectra can be estimated, and how they can be used to extract additional information from spectral features. It is shown that the EMSC parameters can be used in both regression tasks and segmentation tasks.
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spelling pubmed-89488082022-03-26 The Use of Constituent Spectra and Weighting in Extended Multiplicative Signal Correction in Infrared Spectroscopy Solheim, Johanne Heitmann Zimmermann, Boris Tafintseva, Valeria Dzurendová, Simona Shapaval, Volha Kohler, Achim Molecules Article Extended multiplicative signal correction (EMSC) is a widely used preprocessing technique in infrared spectroscopy. EMSC is a model-based method favored for its flexibility and versatility. The model can be extended by adding constituent spectra to explicitly model-known analytes or interferents. This paper addresses the use of constituent spectra and demonstrates common pitfalls. It clarifies the difference between analyte and interferent spectra, and the importance of orthogonality between model spectra. Different normalization approaches are discussed, and the importance of weighting in the EMSC is demonstrated. The paper illustrates how constituent analyte spectra can be estimated, and how they can be used to extract additional information from spectral features. It is shown that the EMSC parameters can be used in both regression tasks and segmentation tasks. MDPI 2022-03-15 /pmc/articles/PMC8948808/ /pubmed/35335264 http://dx.doi.org/10.3390/molecules27061900 Text en © 2022 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
Solheim, Johanne Heitmann
Zimmermann, Boris
Tafintseva, Valeria
Dzurendová, Simona
Shapaval, Volha
Kohler, Achim
The Use of Constituent Spectra and Weighting in Extended Multiplicative Signal Correction in Infrared Spectroscopy
title The Use of Constituent Spectra and Weighting in Extended Multiplicative Signal Correction in Infrared Spectroscopy
title_full The Use of Constituent Spectra and Weighting in Extended Multiplicative Signal Correction in Infrared Spectroscopy
title_fullStr The Use of Constituent Spectra and Weighting in Extended Multiplicative Signal Correction in Infrared Spectroscopy
title_full_unstemmed The Use of Constituent Spectra and Weighting in Extended Multiplicative Signal Correction in Infrared Spectroscopy
title_short The Use of Constituent Spectra and Weighting in Extended Multiplicative Signal Correction in Infrared Spectroscopy
title_sort use of constituent spectra and weighting in extended multiplicative signal correction in infrared spectroscopy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8948808/
https://www.ncbi.nlm.nih.gov/pubmed/35335264
http://dx.doi.org/10.3390/molecules27061900
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