An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period

Detalhes bibliográficos
Autor(a) principal: Jarboui, Amira
Data de Publicação: 2018
Outros Autores: Marx, Ítala, Veloso, Ana C.A., Vilaça, Daniel, Correia, Daniela M., Dias, L.G., Mokkadem, Yassin, Peres, António M.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10198/12077
Resumo: The identification of more than three perfumes is difficult and no analytical tool can completely replace the human olfactory system for fragrance classification. Indeed, no analytical system can mimic the human fragrance perception, being the recognition of perfume aroma patterns by conventional or sensor-based analytical tools a challenging task. For the perfume sector, the possibility of applying fast, cost-effective and green analytical devices for perfume analysis would represent a huge economic revenue. Since the perfume aroma pattern will depend on the composition of the liquid phase and on the diffusion properties of their volatile components, this work aimed to apply a potentiometric electronic tongue, comprising non-specific cross-sensitive lipid polymeric membranes, combined with chemometric techniques, as a novel perfume classifier. The multisensors device allowed establishing perfumes’ unique fingerprints, which were successfully used to discriminate men from women perfumes, to identify the perfume aroma family (Citric-Aromatic, Floral, Floral-Fruity, Floral-Oriental, Floral-Woody, Woody-Oriental and Woody-Spicy) and, assessing the perfume storage time-period (≤ 9 months; 9–24 months; and, ≥ 24 months). The established linear discriminant models were based on single-run potentiometric profiles gathered by sub-sets of sensors selected using the simulated annealing algorithm, which enabled achieving correct classification rates of 93–100% (for leave-one-out cross-validation procedure). The satisfactory performance of the electronic tongue demonstrates the versatility of the proposed approach as a practical perfume preliminary classifier sensor device, which industrial application may be foreseen in a near future, contributing to a green-sustained economic growth of the perfume industry.
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spelling An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-periodLinear discriminant analysisPerfume olfactory familyPerfume storage time-periodPotentiometric electronic tongueSimulated annealing algorithmThe identification of more than three perfumes is difficult and no analytical tool can completely replace the human olfactory system for fragrance classification. Indeed, no analytical system can mimic the human fragrance perception, being the recognition of perfume aroma patterns by conventional or sensor-based analytical tools a challenging task. For the perfume sector, the possibility of applying fast, cost-effective and green analytical devices for perfume analysis would represent a huge economic revenue. Since the perfume aroma pattern will depend on the composition of the liquid phase and on the diffusion properties of their volatile components, this work aimed to apply a potentiometric electronic tongue, comprising non-specific cross-sensitive lipid polymeric membranes, combined with chemometric techniques, as a novel perfume classifier. The multisensors device allowed establishing perfumes’ unique fingerprints, which were successfully used to discriminate men from women perfumes, to identify the perfume aroma family (Citric-Aromatic, Floral, Floral-Fruity, Floral-Oriental, Floral-Woody, Woody-Oriental and Woody-Spicy) and, assessing the perfume storage time-period (≤ 9 months; 9–24 months; and, ≥ 24 months). The established linear discriminant models were based on single-run potentiometric profiles gathered by sub-sets of sensors selected using the simulated annealing algorithm, which enabled achieving correct classification rates of 93–100% (for leave-one-out cross-validation procedure). The satisfactory performance of the electronic tongue demonstrates the versatility of the proposed approach as a practical perfume preliminary classifier sensor device, which industrial application may be foreseen in a near future, contributing to a green-sustained economic growth of the perfume industry.This work was funded by Associate Laboratory LSRE-LCM - UID/ EQU/50020/2019, strategic funding UID/BIO/04469/2019 - CEB and BioTecNorte operation (NORTE-01-0145-FEDER-000004), Project UID/ QUI/50006/2019 - REQUIMTE-LAQV and strategic project PEst-OE/ AGR/UI0690/2014 – CIMO, all funded by FCT/MCTES through national funds. Ítala G. Marx also acknowledges the Ph.D. research grant (SFRH/BD/137283/2018) provided by FCT.Biblioteca Digital do IPBJarboui, AmiraMarx, ÍtalaVeloso, Ana C.A.Vilaça, DanielCorreia, Daniela M.Dias, L.G.Mokkadem, YassinPeres, António M.2018-01-19T10:00:00Z20202020-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10198/12077engJarboui, Amira; Marx, Ítala M.G.; Veloso, Ana C.A.; Vilaça, Daniel; Correia, Daniela M.; Dias, Luís G.; Mokkadem, Yassin; Peres, António M. (2020). An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period. Talanta. ISSN 0039-9140. 208, p. 1-90039-914010.1016/j.talanta.2019.120364info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-21T10:46:10Zoai:bibliotecadigital.ipb.pt:10198/12077Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T23:11:02.906507Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
title An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
spellingShingle An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
Jarboui, Amira
Linear discriminant analysis
Perfume olfactory family
Perfume storage time-period
Potentiometric electronic tongue
Simulated annealing algorithm
title_short An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
title_full An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
title_fullStr An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
title_full_unstemmed An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
title_sort An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
author Jarboui, Amira
author_facet Jarboui, Amira
Marx, Ítala
Veloso, Ana C.A.
Vilaça, Daniel
Correia, Daniela M.
Dias, L.G.
Mokkadem, Yassin
Peres, António M.
author_role author
author2 Marx, Ítala
Veloso, Ana C.A.
Vilaça, Daniel
Correia, Daniela M.
Dias, L.G.
Mokkadem, Yassin
Peres, António M.
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Biblioteca Digital do IPB
dc.contributor.author.fl_str_mv Jarboui, Amira
Marx, Ítala
Veloso, Ana C.A.
Vilaça, Daniel
Correia, Daniela M.
Dias, L.G.
Mokkadem, Yassin
Peres, António M.
dc.subject.por.fl_str_mv Linear discriminant analysis
Perfume olfactory family
Perfume storage time-period
Potentiometric electronic tongue
Simulated annealing algorithm
topic Linear discriminant analysis
Perfume olfactory family
Perfume storage time-period
Potentiometric electronic tongue
Simulated annealing algorithm
description The identification of more than three perfumes is difficult and no analytical tool can completely replace the human olfactory system for fragrance classification. Indeed, no analytical system can mimic the human fragrance perception, being the recognition of perfume aroma patterns by conventional or sensor-based analytical tools a challenging task. For the perfume sector, the possibility of applying fast, cost-effective and green analytical devices for perfume analysis would represent a huge economic revenue. Since the perfume aroma pattern will depend on the composition of the liquid phase and on the diffusion properties of their volatile components, this work aimed to apply a potentiometric electronic tongue, comprising non-specific cross-sensitive lipid polymeric membranes, combined with chemometric techniques, as a novel perfume classifier. The multisensors device allowed establishing perfumes’ unique fingerprints, which were successfully used to discriminate men from women perfumes, to identify the perfume aroma family (Citric-Aromatic, Floral, Floral-Fruity, Floral-Oriental, Floral-Woody, Woody-Oriental and Woody-Spicy) and, assessing the perfume storage time-period (≤ 9 months; 9–24 months; and, ≥ 24 months). The established linear discriminant models were based on single-run potentiometric profiles gathered by sub-sets of sensors selected using the simulated annealing algorithm, which enabled achieving correct classification rates of 93–100% (for leave-one-out cross-validation procedure). The satisfactory performance of the electronic tongue demonstrates the versatility of the proposed approach as a practical perfume preliminary classifier sensor device, which industrial application may be foreseen in a near future, contributing to a green-sustained economic growth of the perfume industry.
publishDate 2018
dc.date.none.fl_str_mv 2018-01-19T10:00:00Z
2020
2020-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10198/12077
url http://hdl.handle.net/10198/12077
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Jarboui, Amira; Marx, Ítala M.G.; Veloso, Ana C.A.; Vilaça, Daniel; Correia, Daniela M.; Dias, Luís G.; Mokkadem, Yassin; Peres, António M. (2020). An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period. Talanta. ISSN 0039-9140. 208, p. 1-9
0039-9140
10.1016/j.talanta.2019.120364
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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