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: 2020
Outros Autores: Marx, Ítala M. G., Veloso, Ana C. A., Vilaça, Daniel, Correia, Daniela M., Dias, Luís 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/1822/61486
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; 924 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 93100% (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-periodPerfume olfactory familyPerfume storage time-periodPotentiometric electronic tongueLinear discriminant analysisSimulated annealing algorithmScience & TechnologyThe 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; 924 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 93100% (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.info:eu-repo/semantics/publishedVersionElsevierUniversidade do MinhoJarboui, AmiraMarx, Ítala M. G.Veloso, Ana C. A.Vilaça, DanielCorreia, Daniela M.Dias, Luís G.Mokkadem, YassinPeres, António M.2020-022020-02-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/61486engJarboui, Amira; Marx, Ítala M. G.; Veloso, Ana C. A.; Vilaça, Daniel; Correia, Daniela M.; Dias, Luís G.; Mokkadem, Yassin; Peres, António M., An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period. Talanta, 208, 120364-120364, 20200039-91401873-357310.1016/j.talanta.2019.12036431816761http://www.journals.elsevier.com/talantainfo: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:RCAAP2023-07-21T12:03:42Zoai:repositorium.sdum.uminho.pt:1822/61486Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T18:53:51.781499Repositório 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
Perfume olfactory family
Perfume storage time-period
Potentiometric electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
Science & Technology
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 M. G.
Veloso, Ana C. A.
Vilaça, Daniel
Correia, Daniela M.
Dias, Luís G.
Mokkadem, Yassin
Peres, António M.
author_role author
author2 Marx, Ítala M. G.
Veloso, Ana C. A.
Vilaça, Daniel
Correia, Daniela M.
Dias, Luís G.
Mokkadem, Yassin
Peres, António M.
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.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.
dc.subject.por.fl_str_mv Perfume olfactory family
Perfume storage time-period
Potentiometric electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
Science & Technology
topic Perfume olfactory family
Perfume storage time-period
Potentiometric electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
Science & Technology
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; 924 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 93100% (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 2020
dc.date.none.fl_str_mv 2020-02
2020-02-01T00:00:00Z
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/1822/61486
url http://hdl.handle.net/1822/61486
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., An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period. Talanta, 208, 120364-120364, 2020
0039-9140
1873-3573
10.1016/j.talanta.2019.120364
31816761
http://www.journals.elsevier.com/talanta
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.publisher.none.fl_str_mv Elsevier
publisher.none.fl_str_mv Elsevier
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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