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Color Classification for Red Alcohol Vinegar to Control the Quality of the End-Product

dc.contributor.authorNalhiati, Giovanna [UNESP]
dc.contributor.authorBorges, Gabriel Gonçalves [UNESP]
dc.contributor.authorSperança, Marco Aurelio [UNESP]
dc.contributor.authorPereira, Fabiola Manhas Verbi [UNESP]
dc.contributor.institutionUniversidade Estadual Paulista (UNESP)
dc.contributor.institutionNational Institute of Alternative Technologies for Detection Toxicological Assessment and Removal of Micropollutants and Radioactive Substances (INCT-DATREM)
dc.date.accessioned2023-07-29T13:19:01Z
dc.date.available2023-07-29T13:19:01Z
dc.date.issued2023-01-01
dc.description.abstractA feasible analytical method aimed at the quality control of red alcohol vinegar is introduced, with no need for dilutions, filtration, or expensive instrumentation to perform the analysis. The remarkable benefit is no need to add chemicals. Thirty sample solutions were prepared to aim to produce vinegar with good quality following a 22 central composite design (CCD), with a central point (625:3) and axial points (-2;2) . The poor taste and quality parameters were also tested with sample contents far from the central point (1.5-fold). Data from square images converted into color histograms of red (R), green (G), and blue (B), hue (H), saturation (S), and value or intensity (V) or (I), relative colors of RGB denoted as r, b, and g, and luminosity (L) was used for the calculations of multivariate classification models, such as k-nearest neighbors (kNN), soft independent modeling of class analogy (SIMCA), and partial least squares–discriminant analysis (PLS-DA), and the figures of merit showed that the reliability of the multivariate classification models was higher than 0.9 for accuracy, sensitivity, and specificity. Afterward, a low-cost and easy-to-use analytical method can aid in identifying operational errors and end-product out-of-specifications.en
dc.description.affiliationGroup of Alternative Analytical Approaches (GAAA) Bioenergy Research Institute (IPBEN) Institute of Chemistry São Paulo State University (UNESP), São Paulo
dc.description.affiliationNational Institute of Alternative Technologies for Detection Toxicological Assessment and Removal of Micropollutants and Radioactive Substances (INCT-DATREM), São Paulo
dc.description.affiliationUnespGroup of Alternative Analytical Approaches (GAAA) Bioenergy Research Institute (IPBEN) Institute of Chemistry São Paulo State University (UNESP), São Paulo
dc.identifierhttp://dx.doi.org/10.1007/s12161-023-02509-1
dc.identifier.citationFood Analytical Methods.
dc.identifier.doi10.1007/s12161-023-02509-1
dc.identifier.issn1936-976X
dc.identifier.issn1936-9751
dc.identifier.scopus2-s2.0-85161355986
dc.identifier.urihttp://hdl.handle.net/11449/247546
dc.language.isoeng
dc.relation.ispartofFood Analytical Methods
dc.sourceScopus
dc.subjectChemometrics
dc.subjectColor
dc.subjectDigital image
dc.subjectSustainability
dc.subjectVinegar
dc.titleColor Classification for Red Alcohol Vinegar to Control the Quality of the End-Producten
dc.typeArtigopt
dspace.entity.typePublication
relation.isOrgUnitOfPublicationbc74a1ce-4c4c-4dad-8378-83962d76c4fd
relation.isOrgUnitOfPublication.latestForDiscoverybc74a1ce-4c4c-4dad-8378-83962d76c4fd
unesp.author.orcid0000-0002-8117-2108[4]
unesp.campusUniversidade Estadual Paulista (UNESP), Instituto de Química, Araraquarapt
unesp.campusUniversidade Estadual Paulista (UNESP), Instituto de Pesquisa em Bioenergia, Rio Claropt

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