Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1784674741909454848 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8948808 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT solheimjohanneheitmann theuseofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT zimmermannboris theuseofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT tafintsevavaleria theuseofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT dzurendovasimona theuseofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT shapavalvolha theuseofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT kohlerachim theuseofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT solheimjohanneheitmann useofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT zimmermannboris useofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT tafintsevavaleria useofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT dzurendovasimona useofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT shapavalvolha useofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy AT kohlerachim useofconstituentspectraandweightinginextendedmultiplicativesignalcorrectionininfraredspectroscopy |