Literature DB >> 22227747

Analysis of paint cross-sections: a combined multivariate approach for the interpretation of μATR-FTIR hyperspectral data arrays.

Giorgia Sciutto1, Paolo Oliveri, Silvia Prati, Marta Quaranta, Silvia Lanteri, Rocco Mazzeo.   

Abstract

The present research is aimed at introducing a suitable approach for the exploitation of the hyperspectral data obtained by μATR-FTIR analyses of paint cross-sections. The application of principal component analysis for chemical mapping is well-established, even if a very limited number of applications to μFTIR data have been reported so far in the field of analytical chemistry for cultural heritage. Moreover, in many cases, chemometric tools are under-utilized and the outcomes under-interpreted. As a consequence, results and conclusions may be considerably compromised. In an attempt to overcome such drawbacks, the present work is proposing a comprehensive and efficient procedure based on an interactive brushing approach, which combines the structural information of the score scatter plots and the spatial information of the principal component (PC) score maps. In particular, the study demonstrates not only how the multivariate approach may provide more information than the univariate one, but also how the integration of different chemometric tools may allow a more comprehensive interpretation of the results with respect to the studies up to now reported in the literature. The examination of the average spectral profile of each score cluster, jointly with the loading analysis, is functional to characterize each area investigated on the basis of its spectral features. A multivariate comparison with spectra of standard compounds, projected in the PC score space, helps in supporting the chemical identification. The approach was validated on two real case studies.

Mesh:

Year:  2012        PMID: 22227747     DOI: 10.1007/s00216-011-5680-1

Source DB:  PubMed          Journal:  Anal Bioanal Chem        ISSN: 1618-2642            Impact factor:   4.142


  3 in total

1.  A Multi-Analytical Approach for Studying the Effect of New LED Lighting Systems on Modern Paints: Chemical Stability Investigations.

Authors:  Valentina Pintus; Ferenc Szabó; Dávid Noel Tóth; Karin Wieland; Péter Csuti; Marta Anghelone; Ottavia Santorelli; Carlotta Salvadori; Christoph Haisch; Katja Sterflinger; Manfred Schreiner
Journal:  Polymers (Basel)       Date:  2021-12-17       Impact factor: 4.329

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

Authors:  Giorgia Sciutto; Paolo Oliveri; Silvia Prati; Emilio Catelli; Irene Bonacini; Rocco Mazzeo
Journal:  Int J Anal Chem       Date:  2017-12-03       Impact factor: 1.885

3.  Comprehensive Multi-Analytical Investigations on the Vietnamese lacquered Wall-Panel "The Return of the Hunters" by Jean Dunand.

Authors:  Valentina Pintus; Anthony J Baragona; Karin Wieland; Michael Schilling; Silvia Miklin-Kniefacz; Christoph Haisch; Manfred Schreiner
Journal:  Sci Rep       Date:  2019-12-11       Impact factor: 4.379

  3 in total

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