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On-line system based on hyperspectral information to estimate acidity, moisture and peroxides in olive oil samples

dc.contributor.authorMartínez Gila, Diego Manuel
dc.contributor.authorCano Marchal, Pablo
dc.contributor.authorGámez García, Javier
dc.contributor.authorGómez Ortega, Juan
dc.date.accessioned2024-02-07T00:22:24Z
dc.date.available2024-02-07T00:22:24Z
dc.date.issued2015-06-18
dc.description.abstractThe analysis of the quality of virgin olive oil involves the determination of a series of properties, such as chemical indexes and organoleptic characteristics. In addition, the determination of these properties in real-time could be useful in order to improve the olive oil extraction process since the process parameters could be regulated with the real-time moisture information. In this paper, the feasibility of using a non-invasive hyperspectral device, in order to determine on-line three parameters of the olive oil (free acidity, peroxide index and moisture) is studied. In order to study the correlation between these parameters and the information obtained by the hyperspectral sensor (absorption level), three different methods were applied: genetic algorithms (GA), least absolute shrinkage and selection operator (LASSO), and successive projection algorithm (SPA). From the experimental results, reduced values in cross validation were obtained and the optimal wavelengths were pointed out.es_ES
dc.description.sponsorshipDPI2011-27284, TEP2009-5363 and AGR-6429.es_ES
dc.identifier.citationMartínez Gila, D., Cano Marchal, P., Gámez García, J., & Gómez Ortega, J. (2015). On-line system based on hyperspectral information to estimate acidity, moisture and peroxides in olive oil samples. Computers and Electronics in Agriculture, 116, 1–7. https://doi.org/10.1016/j.compag.2015.06.002es_ES
dc.identifier.issn1872-7107es_ES
dc.identifier.otherhttp://dx.doi.org/10.1016/j.compag.2015.06.002es_ES
dc.identifier.urihttps://www.sciencedirect.com/science/article/pii/S0168169915001593es_ES
dc.identifier.urihttps://hdl.handle.net/10953/2112
dc.language.isoenges_ES
dc.publisherELSEVIERes_ES
dc.relation.ispartofComputers and Electronics in Agriculturees_ES
dc.rightsAtribución-NoComercial-SinDerivadas 3.0 España*
dc.rights.accessRightsinfo:eu-repo/semantics/openAccesses_ES
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/*
dc.subjectOlive oiles_ES
dc.subjectProcess controles_ES
dc.subjectHyperspectral imaginges_ES
dc.subjectMachine learninges_ES
dc.titleOn-line system based on hyperspectral information to estimate acidity, moisture and peroxides in olive oil sampleses_ES
dc.typeinfo:eu-repo/semantics/articlees_ES
dc.type.versioninfo:eu-repo/semantics/acceptedVersiones_ES

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