Chemometric approaches for document dating: Handling paper variability

  • Carolina S. Silva*
  • , Maria Fernanda Pimentel
  • , José Manuel Amigo
  • , Carmen García-Ruiz
  • , Fernando Ortega-Ojeda
  • *Corresponding author for this work

Research output: Contribution to journalArticleScientificpeer-review

42 Citations (Scopus)

Abstract

A non-destructive methodology based on Fourier Transformed Infrared Spectroscopy (FTIR) is proposed in this research to estimate the age of documents of different ages. Due the variability in the samples caused by their different chemical compositions, chemometric approaches were proposed to build one unique regression model able to determine the age of the paper regardless of its composition. PLS models were built employing Generalized Least Squares Weighting (GLSW) and Orthogonal Least Squares (OLS) filters to reduce the variability of samples from the same year. Afterwards, sparse PLS, which is an extension of the PLS model including a variable selection step, was applied to compare its performance with the preprocessing filters. All techniques proposed were compared to the initial PLS models, showing the potential of the chemometric approaches applied to FTIR data to estimate the age of unknown documents.

Original languageEnglish
Pages (from-to)28-37
Number of pages10
JournalAnalytica Chimica Acta
Volume1031
DOIs
Publication statusPublished - 15 Nov 2018
MoE publication typeA1 Journal article-refereed

Funding

Also the funding agencies INCTAA (Processes nº.: CNPq 573894/2008-6; FAPESP 2008/57808-1), NUQAAPE –FACEPE (APQ-0346-1.06/14), Núcleo de Estudos em Química Forense – NEQUIFOR (CAPES AUXPE 3509/2014, Edital PROFORENSE 2014), CNPq (PVE400264/2014-5), FACEPE and CAPES (PDSE scholarship process number BEX 7712/15-4), are acknowledged.

Keywords

  • Chemometrics
  • Dating
  • Documentoscopy
  • Forensic
  • Paper

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