Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA

Detalhes bibliográficos
Autor(a) principal: Silva,Verônica A. G. da
Data de Publicação: 2014
Outros Autores: Talhavini,Márcio, Zacca,Jorge J., Trindade,Bruno R., Braga,Jez W. B.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Journal of the Brazilian Chemical Society (Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532014000900003
Resumo: The analysis of inks is performed to verify the occurrence of forgery in documents. Spectroscopic methods are attractive techniques for use in forensic document analysis as they, in most instances, preserve the integrity of the document. In this work, it is proposed a discrimination method of black pen inks of different types, brands and models for application in cursive handwriting. The visible reflectance spectra was obtained by the video spectral comparator VSC®6000 and discrimination analysis performed by partial least squares (PLS-DA). The method was validated with an independent test set and with a blind test. The bias in the results was corrected for the outlier identification. The PLS-DA models presented low root mean squared error of predictions (RMSEPs) and allowed a fast, non-destructive and an efficient discrimination of all pen inks evaluated. The method has proved to be accurate and robust regarding the handwriting of different individuals and capable of identifying the pen type, brand and pen model in a forensic case.
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spelling Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DAblack ink penquestioned documentsvideo spectral comparatorPLS-DAforensicThe analysis of inks is performed to verify the occurrence of forgery in documents. Spectroscopic methods are attractive techniques for use in forensic document analysis as they, in most instances, preserve the integrity of the document. In this work, it is proposed a discrimination method of black pen inks of different types, brands and models for application in cursive handwriting. The visible reflectance spectra was obtained by the video spectral comparator VSC®6000 and discrimination analysis performed by partial least squares (PLS-DA). The method was validated with an independent test set and with a blind test. The bias in the results was corrected for the outlier identification. The PLS-DA models presented low root mean squared error of predictions (RMSEPs) and allowed a fast, non-destructive and an efficient discrimination of all pen inks evaluated. The method has proved to be accurate and robust regarding the handwriting of different individuals and capable of identifying the pen type, brand and pen model in a forensic case.Sociedade Brasileira de Química2014-09-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532014000900003Journal of the Brazilian Chemical Society v.25 n.9 2014reponame:Journal of the Brazilian Chemical Society (Online)instname:Sociedade Brasileira de Química (SBQ)instacron:SBQ10.5935/0103-5053.20140140info:eu-repo/semantics/openAccessSilva,Verônica A. G. daTalhavini,MárcioZacca,Jorge J.Trindade,Bruno R.Braga,Jez W. B.eng2014-09-30T00:00:00Zoai:scielo:S0103-50532014000900003Revistahttp://jbcs.sbq.org.brONGhttps://old.scielo.br/oai/scielo-oai.php||office@jbcs.sbq.org.br1678-47900103-5053opendoar:2014-09-30T00:00Journal of the Brazilian Chemical Society (Online) - Sociedade Brasileira de Química (SBQ)false
dc.title.none.fl_str_mv Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA
title Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA
spellingShingle Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA
Silva,Verônica A. G. da
black ink pen
questioned documents
video spectral comparator
PLS-DA
forensic
title_short Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA
title_full Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA
title_fullStr Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA
title_full_unstemmed Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA
title_sort Discrimination of black pen inks on writing documents using visible reflectance spectroscopy and PLS-DA
author Silva,Verônica A. G. da
author_facet Silva,Verônica A. G. da
Talhavini,Márcio
Zacca,Jorge J.
Trindade,Bruno R.
Braga,Jez W. B.
author_role author
author2 Talhavini,Márcio
Zacca,Jorge J.
Trindade,Bruno R.
Braga,Jez W. B.
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Silva,Verônica A. G. da
Talhavini,Márcio
Zacca,Jorge J.
Trindade,Bruno R.
Braga,Jez W. B.
dc.subject.por.fl_str_mv black ink pen
questioned documents
video spectral comparator
PLS-DA
forensic
topic black ink pen
questioned documents
video spectral comparator
PLS-DA
forensic
description The analysis of inks is performed to verify the occurrence of forgery in documents. Spectroscopic methods are attractive techniques for use in forensic document analysis as they, in most instances, preserve the integrity of the document. In this work, it is proposed a discrimination method of black pen inks of different types, brands and models for application in cursive handwriting. The visible reflectance spectra was obtained by the video spectral comparator VSC®6000 and discrimination analysis performed by partial least squares (PLS-DA). The method was validated with an independent test set and with a blind test. The bias in the results was corrected for the outlier identification. The PLS-DA models presented low root mean squared error of predictions (RMSEPs) and allowed a fast, non-destructive and an efficient discrimination of all pen inks evaluated. The method has proved to be accurate and robust regarding the handwriting of different individuals and capable of identifying the pen type, brand and pen model in a forensic case.
publishDate 2014
dc.date.none.fl_str_mv 2014-09-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532014000900003
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532014000900003
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.5935/0103-5053.20140140
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Sociedade Brasileira de Química
publisher.none.fl_str_mv Sociedade Brasileira de Química
dc.source.none.fl_str_mv Journal of the Brazilian Chemical Society v.25 n.9 2014
reponame:Journal of the Brazilian Chemical Society (Online)
instname:Sociedade Brasileira de Química (SBQ)
instacron:SBQ
instname_str Sociedade Brasileira de Química (SBQ)
instacron_str SBQ
institution SBQ
reponame_str Journal of the Brazilian Chemical Society (Online)
collection Journal of the Brazilian Chemical Society (Online)
repository.name.fl_str_mv Journal of the Brazilian Chemical Society (Online) - Sociedade Brasileira de Química (SBQ)
repository.mail.fl_str_mv ||office@jbcs.sbq.org.br
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