Publicação
An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period
| 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. |
|---|---|
| Autores principais: | Jarboui, Amira |
| Outros Autores: | Marx, Ítala; Veloso, Ana C.A.; Vilaça, Daniel; Correia, Daniela M.; Dias, L.G.; Mokkadem, Yassin; Peres, António M. |
| Assunto: | Linear discriminant analysis Perfume olfactory family Perfume storage time-period Potentiometric electronic tongue Simulated annealing algorithm |
| Ano: | 2020 |
| País: | Portugal |
| Tipo de documento: | artigo |
| Tipo de acesso: | acesso aberto |
| Instituição associada: | Instituto Politécnico de Bragança |
| Idioma: | inglês |
| Origem: | Biblioteca Digital do IPB |
| _version_ | 1867172705136017408 |
|---|---|
| author | Jarboui, Amira |
| 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 |
| 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 |
| contributor_name_str_mv | Biblioteca Digital do IPB |
| country_str | PT |
| creators_json_txt | [{\"Person.name\":\"Jarboui, Amira\"},{\"Person.name\":\"Marx, Ítala\",\"Person.identifier.orcid\":\"0000-0002-7049-2114\"},{\"Person.name\":\"Veloso, Ana C.A.\"},{\"Person.name\":\"Vilaça, Daniel\"},{\"Person.name\":\"Correia, Daniela M.\"},{\"Person.name\":\"Dias, L.G.\",\"Person.identifier.orcid\":\"0000-0002-1210-4259\"},{\"Person.name\":\"Mokkadem, Yassin\"},{\"Person.name\":\"Peres, António M.\",\"Person.identifier.orcid\":\"0000-0001-6595-9165\"}] |
| datacite.contributors.contributor.contributorName.fl_str_mv | Biblioteca Digital do IPB |
| datacite.creators.creator.creatorName.fl_str_mv | Jarboui, Amira Marx, Ítala Veloso, Ana C.A. Vilaça, Daniel Correia, Daniela M. Dias, L.G. Mokkadem, Yassin Peres, António M. |
| datacite.date.Accepted.fl_str_mv | 2020-01-01T00:00:00Z |
| datacite.date.available.fl_str_mv | 2018-01-19T10:00:00Z |
| datacite.date.embargoed.fl_str_mv | 2018-01-19T10:00:00Z |
| datacite.rights.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| datacite.subjects.subject.fl_str_mv | Linear discriminant analysis Perfume olfactory family Perfume storage time-period Potentiometric electronic tongue Simulated annealing algorithm |
| datacite.titles.title.fl_str_mv | An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period |
| dc.contributor.none.fl_str_mv | Biblioteca Digital do IPB |
| dc.creator.none.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.date.Accepted.fl_str_mv | 2020-01-01T00:00:00Z |
| dc.date.available.fl_str_mv | 2018-01-19T10:00:00Z |
| dc.date.embargoed.fl_str_mv | 2018-01-19T10:00:00Z |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | http://hdl.handle.net/10198/12077 |
| dc.language.none.fl_str_mv | eng |
| dc.rights.none.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| dc.subject.none.fl_str_mv | Linear discriminant analysis Perfume olfactory family Perfume storage time-period Potentiometric electronic tongue Simulated annealing algorithm |
| dc.title.fl_str_mv | An electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-period |
| dc.type.none.fl_str_mv | http://purl.org/coar/resource_type/c_6501 |
| 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. |
| dirty | 0 |
| eu_rights_str_mv | openAccess |
| format | article |
| fulltext.url.fl_str_mv | https://bibliotecadigital.ipb.pt/bitstreams/c46ddab0-c5ab-438d-8df4-261b4ad7fa05/download |
| id | ipb_c64584b2d4be76025bd044ff61415e0a |
| identifier.url.fl_str_mv | http://hdl.handle.net/10198/12077 |
| instacron_str | ipb |
| institution | Instituto Politécnico de Bragança |
| instname_str | Instituto Politécnico de Bragança |
| language | eng |
| network_acronym_str | ipb |
| network_name_str | Biblioteca Digital do IPB |
| oai_identifier_str | oai:bibliotecadigital.ipb.pt:10198/12077 |
| organization_str_mv | urn:organizationAcronym:ipb |
| person_str_mv | Jarboui, Amira Marx, Ítala Marx, Ítala https://www.ciencia-id.pt/2717-C420-DEAE 2717-C420-DEAE http://orcid.org/0000-0002-7049-2114 0000-0002-7049-2114 Veloso, Ana C.A. Vilaça, Daniel Correia, Daniela M. Dias, L.G. Dias, L.G. https://www.ciencia-id.pt/2F11-9092-FAAF 2F11-9092-FAAF http://orcid.org/0000-0002-1210-4259 0000-0002-1210-4259 Mokkadem, Yassin Peres, António M. Peres, António M. https://www.ciencia-id.pt/CF16-5443-F420 CF16-5443-F420 http://orcid.org/0000-0001-6595-9165 0000-0001-6595-9165 |
| publishDate | 2020 |
| reponame_str | Biblioteca Digital do IPB |
| repository_id_str | urn:repositoryAcronym:ipb |
| service_str_mv | urn:repositoryAcronym:ipb |
| spelling | engThe 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.application/pdfen_ENAn electronic tongue as a classifier tool for assessing perfume olfactory family and storage time-periodJarboui, AmiraPersonalMarx, ÍtalaDSpacehttp://dspace.org/items/ea543e4e-b9e9-45f1-afac-dda52dbf0ab8DSpacehttp://dspace.org/items/ea543e4e-b9e9-45f1-afac-dda52dbf0ab8MarxÍtalaCiência IDhttps://www.ciencia-id.pt2717-C420-DEAEORCIDhttp://orcid.org0000-0002-7049-2114Researcher IDhttps://www.researcherid.comGLV-5485-2022Scopus Author IDhttps://www.scopus.com57191503603Veloso, Ana C.A.Vilaça, DanielCorreia, Daniela M.PersonalDias, L.G.DSpacehttp://dspace.org/items/eac8c166-4056-4ed0-8d8d-7ecb2c4481a5DSpacehttp://dspace.org/items/eac8c166-4056-4ed0-8d8d-7ecb2c4481a5DiasLuís G.Ciência IDhttps://www.ciencia-id.pt2F11-9092-FAAFORCIDhttp://orcid.org0000-0002-1210-4259Scopus Author IDhttps://www.scopus.com23569169900Mokkadem, YassinPersonalPeres, António M.DSpacehttp://dspace.org/items/7d93be47-8dc4-4413-9304-5b978773d3bbDSpacehttp://dspace.org/items/7d93be47-8dc4-4413-9304-5b978773d3bbPeresAntónio M.Ciência IDhttps://www.ciencia-id.ptCF16-5443-F420ORCIDhttp://orcid.org0000-0001-6595-9165Researcher IDhttps://www.researcherid.comI-8470-2012Scopus Author IDhttps://www.scopus.com7102331969HostingInstitutionOrganizationalBiblioteca Digital do IPBe-mailmailto:dspace@ipb.ptdspace@ipb.ptISSNIsPartOf0039-9140DOIIsPartOf10.1016/j.talanta.2019.1203642018-01-19T10:00:00Z20202020-01-01T00:00:00ZHandlehttp://hdl.handle.net/10198/12077http://purl.org/coar/access_right/c_abf2open accessLinear discriminant analysisPerfume olfactory familyPerfume storage time-periodPotentiometric electronic tongueSimulated annealing algorithm1427842 bytesliteraturehttp://purl.org/coar/resource_type/c_6501journal articlehttp://purl.org/coar/access_right/c_abf2application/pdffulltexthttps://bibliotecadigital.ipb.pt/bitstreams/c46ddab0-c5ab-438d-8df4-261b4ad7fa05/download |
| 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 |
| status | SINGLETON |
| subject.fl_str_mv | Linear discriminant analysis Perfume olfactory family Perfume storage time-period Potentiometric electronic tongue Simulated annealing algorithm |
| title | 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_short | 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 |
| topic | Linear discriminant analysis Perfume olfactory family Perfume storage time-period Potentiometric electronic tongue Simulated annealing algorithm |
| topic_facet | Linear discriminant analysis Perfume olfactory family Perfume storage time-period Potentiometric electronic tongue Simulated annealing algorithm |
| url | http://hdl.handle.net/10198/12077 |
| visible | 1 |