title: Comparative study on the use of anthocyanin profile, color image analysis and near-infrared hyperspectral imaging as tools to discriminate between four autochthonous red grape cultivars from La Rioja (Spain).
abstract: Three independent methodologies were investigated to achieve the differentiation of red grapes from different grape varieties (Garnacha, Graciano, Mazuelo and Tempranillo) collected from five vineyards located in the D.O.Ca. Rioja. Anthocyanin chromatographic analysis, color image analysis and near infrared hyperspectral imaging were carried out for the grapes. Then, a Stepwise Linear Discriminant Analysis (SLDA) was developed for each data set in order to discriminate grapes according to their grape variety. As a result, using anthocyanin profile, color image analysis and near infrared hyperspectral imaging respectively, 88%, 54% and 100% of the samples were correctly classified in the internal validation process and 86%, 52% and 86% were correctly classified in the leave-one-out cross-validation process.
authors.affiliation: Food Colour & Quality Laboratory, Department of Nutrition & Food Science, Universidad de Sevilla, Facultad de Farmacia, 41012 Sevilla, Spain.
authors.forename: Julio
authors.initials: J
authors.lastname: Nogales-Bueno
authors.affiliation: Food Colour & Quality Laboratory, Department of Nutrition & Food Science, Universidad de Sevilla, Facultad de Farmacia, 41012 Sevilla, Spain.
authors.forename: Francisco José
authors.initials: FJ
authors.lastname: Rodríguez-Pulido
authors.affiliation: Food Colour & Quality Laboratory, Department of Nutrition & Food Science, Universidad de Sevilla, Facultad de Farmacia, 41012 Sevilla, Spain.
authors.forename: Francisco José
authors.initials: FJ
authors.lastname: Heredia
authors.affiliation: Food Colour & Quality Laboratory, Department of Nutrition & Food Science, Universidad de Sevilla, Facultad de Farmacia, 41012 Sevilla, Spain. Electronic address: jmhhierro@us.es.
authors.forename: José Miguel
authors.initials: JM
authors.lastname: Hernández-Hierro
mesh_terms: D000872:Anthocyanins / Q000032:analysis*; D003116:Color; D003952:Diagnostic Imaging; D016002:Discriminant Analysis; D025341:Principal Component Analysis; D019265:Spectroscopy, Near-Infrared / Q000379:methods*; D027843:Vitis / Q000737:chemistry*; D014920:Wine / Q000032:analysis* / Q000145:classification*
chemical_list: D000872:Anthocyanins
keywords: Anthocyanin profile; Chemometrics; Color image analysis; Grapes; Near infrared hyperspectral imaging; Stepwise linear discriminant analysis