An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | , , , , , , |
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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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 |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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