Encoding of Luminescent Ink Markers Using Low-Level Data Fusion and Chemometrics

  • Caroline R. Carneiro
  • , Isabela B. Serwy
  • , Carolina S. Silva
  • , Ingrid T. Weber*
  • *Corresponding author for this work

Research output: Contribution to journalArticleScientificpeer-review

Abstract

The identification and analysis of documentary fraud is always a challenge for forensic science. Document analysis has proven to be an important branch of forensics in elucidating the authenticity of documents. The development and incorporation of luminescent inks in authentic documents have proved to be an excellent security feature. This paper purposes the use of a possible luminescent ink marker for anti-counterfeiting applications, aiming to create a document encoding process that is simple, robust, sensitive, and non-destructive. Since luminescent inks markers provide a visual, chemical, and spectral signature, and can be easily detected by using a UV lamp, the aid of unsupervised chemometric tools makes it possible to differentiate the luminescent markers inserted in the ink. Unsupervised models of principal component analysis (PCA) and K-mean were successful in correctly associating marked inks with their respective pure markers, while a supervised classification model based on partial least squares discriminant analysis (PLS-DA) correctly classified all samples from the prediction set and the blind test samples. For comparison, a soft independent modeling of class analogy (SIMCA) model was also built, which despite showing a misclassified sample it is also a strong candidate for future applications.

Original languageEnglish
Pages (from-to)124-134
Number of pages11
JournalJournal of the Brazilian Chemical Society
Volume34
Issue number1
DOIs
Publication statusPublished - 2023
MoE publication typeA1 Journal article-refereed

Funding

To Brazilian agencies CNPq, CAPES, FACEPE and FAPDF. Special thanks for NUQAAPE, NEQUIFOR, CAPES-PROFORENSE, 3509/2014.

Keywords

  • chemometrics
  • ink
  • lanthanides
  • luminescent markers
  • metal-organic framework

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