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

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...

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Veröffentlicht in:Talanta (Oxford) 2020-02, Vol.208, p.120364-120364, Article 120364
Hauptverfasser: Jarboui, Amira, Marx, Ítala M.G., Veloso, Ana C.A., Vilaça, Daniel, Correia, Daniela M., Dias, Luís G., Mokkadem, Yassin, Peres, António M.
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container_title Talanta (Oxford)
container_volume 208
creator Jarboui, Amira
Marx, Ítala M.G.
Veloso, Ana C.A.
Vilaça, Daniel
Correia, Daniela M.
Dias, Luís G.
Mokkadem, Yassin
Peres, António M.
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. [Display omitted] •A lab-made potentiometric E-tongue was designed for perfume analysis.•Lipid sensor membranes allowed establishing interactions with odorant compounds.•E-tongue-LDA-SA showed to be a powerful perfume classifier tool.•Men and women perfumes successful discrimination.•Perfume olfactory family and storage time-periods correctly assessed.
doi_str_mv 10.1016/j.talanta.2019.120364
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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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subjects 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
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