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Chemometric Tools to Point Out Benchmarks and Chromophores in Pigments through Spectroscopic Data Analyses

Spectral preprocessing data and chemometric tools are analytical methods widely applied in several scientific contexts i.e., in archaeometric applications. A systematic classification of natural powdered pigments of organic and inorganic nature through Principal Component Analysis with a multi-instr...

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Autores principales: Festa, Giulia, Scatigno, Claudia, Armetta, Francesco, Saladino, Maria Luisa, Ciaramitaro, Veronica, Nardo, Viviana Mollica, Ponterio, Rosina Celeste
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8746391/
https://www.ncbi.nlm.nih.gov/pubmed/35011394
http://dx.doi.org/10.3390/molecules27010163
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author Festa, Giulia
Scatigno, Claudia
Armetta, Francesco
Saladino, Maria Luisa
Ciaramitaro, Veronica
Nardo, Viviana Mollica
Ponterio, Rosina Celeste
author_facet Festa, Giulia
Scatigno, Claudia
Armetta, Francesco
Saladino, Maria Luisa
Ciaramitaro, Veronica
Nardo, Viviana Mollica
Ponterio, Rosina Celeste
author_sort Festa, Giulia
collection PubMed
description Spectral preprocessing data and chemometric tools are analytical methods widely applied in several scientific contexts i.e., in archaeometric applications. A systematic classification of natural powdered pigments of organic and inorganic nature through Principal Component Analysis with a multi-instruments spectroscopic study is presented here. The methodology allows the access to elementary and molecular unique benchmarks to guide and speed up the identification of an unknown pigment and its recipe. This study is conducted on a set of 48 powdered pigments and tested on a real-case sample from the wall painting in S. Maria Delle Palate di Tusa (Messina, Italy). Four spectroscopic techniques (X-ray Fluorescence, Raman, Attenuated Total Reflectance and Total Reflectance Infrared Spectroscopies) and six different spectrometers are tested to evaluate the impact of different setups. The novelty of the work is to use a systematic approach on this initial dataset using the entire spectroscopic energy range without any windows selection to solve problems linked with the manipulation of large analytes/materials to find an indistinct property of one or more spectral bands opening new frontiers in the dataset spectroscopic analyses.
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spelling pubmed-87463912022-01-11 Chemometric Tools to Point Out Benchmarks and Chromophores in Pigments through Spectroscopic Data Analyses Festa, Giulia Scatigno, Claudia Armetta, Francesco Saladino, Maria Luisa Ciaramitaro, Veronica Nardo, Viviana Mollica Ponterio, Rosina Celeste Molecules Article Spectral preprocessing data and chemometric tools are analytical methods widely applied in several scientific contexts i.e., in archaeometric applications. A systematic classification of natural powdered pigments of organic and inorganic nature through Principal Component Analysis with a multi-instruments spectroscopic study is presented here. The methodology allows the access to elementary and molecular unique benchmarks to guide and speed up the identification of an unknown pigment and its recipe. This study is conducted on a set of 48 powdered pigments and tested on a real-case sample from the wall painting in S. Maria Delle Palate di Tusa (Messina, Italy). Four spectroscopic techniques (X-ray Fluorescence, Raman, Attenuated Total Reflectance and Total Reflectance Infrared Spectroscopies) and six different spectrometers are tested to evaluate the impact of different setups. The novelty of the work is to use a systematic approach on this initial dataset using the entire spectroscopic energy range without any windows selection to solve problems linked with the manipulation of large analytes/materials to find an indistinct property of one or more spectral bands opening new frontiers in the dataset spectroscopic analyses. MDPI 2021-12-28 /pmc/articles/PMC8746391/ /pubmed/35011394 http://dx.doi.org/10.3390/molecules27010163 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
Festa, Giulia
Scatigno, Claudia
Armetta, Francesco
Saladino, Maria Luisa
Ciaramitaro, Veronica
Nardo, Viviana Mollica
Ponterio, Rosina Celeste
Chemometric Tools to Point Out Benchmarks and Chromophores in Pigments through Spectroscopic Data Analyses
title Chemometric Tools to Point Out Benchmarks and Chromophores in Pigments through Spectroscopic Data Analyses
title_full Chemometric Tools to Point Out Benchmarks and Chromophores in Pigments through Spectroscopic Data Analyses
title_fullStr Chemometric Tools to Point Out Benchmarks and Chromophores in Pigments through Spectroscopic Data Analyses
title_full_unstemmed Chemometric Tools to Point Out Benchmarks and Chromophores in Pigments through Spectroscopic Data Analyses
title_short Chemometric Tools to Point Out Benchmarks and Chromophores in Pigments through Spectroscopic Data Analyses
title_sort chemometric tools to point out benchmarks and chromophores in pigments through spectroscopic data analyses
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8746391/
https://www.ncbi.nlm.nih.gov/pubmed/35011394
http://dx.doi.org/10.3390/molecules27010163
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