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A Multivariate Methodological Workflow for the Analysis of FTIR Chemical Mapping Applied on Historic Paint Stratigraphies

In the field of applied researches in heritage science, the use of multivariate approach is still quite limited and often chemometric results obtained are often underinterpreted. Within this scenario, the present paper is aimed at disseminating the use of suitable multivariate methodologies and prop...

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Autores principales: Sciutto, Giorgia, Oliveri, Paolo, Prati, Silvia, Catelli, Emilio, Bonacini, Irene, Mazzeo, Rocco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5733134/
https://www.ncbi.nlm.nih.gov/pubmed/29333162
http://dx.doi.org/10.1155/2017/4938145
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author Sciutto, Giorgia
Oliveri, Paolo
Prati, Silvia
Catelli, Emilio
Bonacini, Irene
Mazzeo, Rocco
author_facet Sciutto, Giorgia
Oliveri, Paolo
Prati, Silvia
Catelli, Emilio
Bonacini, Irene
Mazzeo, Rocco
author_sort Sciutto, Giorgia
collection PubMed
description In the field of applied researches in heritage science, the use of multivariate approach is still quite limited and often chemometric results obtained are often underinterpreted. Within this scenario, the present paper is aimed at disseminating the use of suitable multivariate methodologies and proposes a procedural workflow applied on a representative group of case studies, of considerable importance for conservation purposes, as a sort of guideline on the processing and on the interpretation of this FTIR data. Initially, principal component analysis (PCA) is performed and the score values are converted into chemical maps. Successively, the brushing approach is applied, demonstrating its usefulness for a deep understanding of the relationships between the multivariate map and PC score space, as well as for the identification of the spectral bands mainly involved in the definition of each area localised within the score maps.
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spelling pubmed-57331342018-01-14 A Multivariate Methodological Workflow for the Analysis of FTIR Chemical Mapping Applied on Historic Paint Stratigraphies Sciutto, Giorgia Oliveri, Paolo Prati, Silvia Catelli, Emilio Bonacini, Irene Mazzeo, Rocco Int J Anal Chem Research Article In the field of applied researches in heritage science, the use of multivariate approach is still quite limited and often chemometric results obtained are often underinterpreted. Within this scenario, the present paper is aimed at disseminating the use of suitable multivariate methodologies and proposes a procedural workflow applied on a representative group of case studies, of considerable importance for conservation purposes, as a sort of guideline on the processing and on the interpretation of this FTIR data. Initially, principal component analysis (PCA) is performed and the score values are converted into chemical maps. Successively, the brushing approach is applied, demonstrating its usefulness for a deep understanding of the relationships between the multivariate map and PC score space, as well as for the identification of the spectral bands mainly involved in the definition of each area localised within the score maps. Hindawi 2017 2017-12-03 /pmc/articles/PMC5733134/ /pubmed/29333162 http://dx.doi.org/10.1155/2017/4938145 Text en Copyright © 2017 Giorgia Sciutto et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Sciutto, Giorgia
Oliveri, Paolo
Prati, Silvia
Catelli, Emilio
Bonacini, Irene
Mazzeo, Rocco
A Multivariate Methodological Workflow for the Analysis of FTIR Chemical Mapping Applied on Historic Paint Stratigraphies
title A Multivariate Methodological Workflow for the Analysis of FTIR Chemical Mapping Applied on Historic Paint Stratigraphies
title_full A Multivariate Methodological Workflow for the Analysis of FTIR Chemical Mapping Applied on Historic Paint Stratigraphies
title_fullStr A Multivariate Methodological Workflow for the Analysis of FTIR Chemical Mapping Applied on Historic Paint Stratigraphies
title_full_unstemmed A Multivariate Methodological Workflow for the Analysis of FTIR Chemical Mapping Applied on Historic Paint Stratigraphies
title_short A Multivariate Methodological Workflow for the Analysis of FTIR Chemical Mapping Applied on Historic Paint Stratigraphies
title_sort multivariate methodological workflow for the analysis of ftir chemical mapping applied on historic paint stratigraphies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5733134/
https://www.ncbi.nlm.nih.gov/pubmed/29333162
http://dx.doi.org/10.1155/2017/4938145
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