Literature DB >> 31749469

Characterization and classification of wines according to geographical origin, vintage and specific variety based on elemental content: a new chemometric approach.

Ioana Feher1, Dana Alina Magdas1, Adriana Dehelean1, Costel Sârbu2.   

Abstract

A highly informative chemometric approach using elemental data to distinguish and classify wine samples according to different criteria was successfully developed. The robust chemometric methods, such fuzzy principal component analysis (FPCA), FPCA combined with linear discriminant analysis (LDA), namely FPCA-LDA and mainly fuzzy divisive hierarchical associative-clustering (FDHAC), including also classical methods (HCA, PCA and PCA-LDA) were efficaciously applied for characterization and classification of white wines according to the geographical origin, vintage or specific variety. The correct rate of classification applying LDA was 100% in all cases, but more compact groups have been obtained for FPCA scores. A similar separation of samples resulted also when the FDHAC was employed. In addition, FDHAC offers an excellent possibility to associate each fuzzy partition of wine samples to a fuzzy set of specific characteristics, finding in this way very specific elemental contents and fuzzy markers according to the degrees of membership (DOMs). © Association of Food Scientists & Technologists (India) 2019.

Entities:  

Keywords:  Chemometrics; Elemental data; Fuzzy clustering; ICP-MS; Wine

Year:  2019        PMID: 31749469      PMCID: PMC6838274          DOI: 10.1007/s13197-019-03991-4

Source DB:  PubMed          Journal:  J Food Sci Technol        ISSN: 0022-1155            Impact factor:   2.701


  18 in total

1.  Principal component analysis versus fuzzy principal component analysis A case study: the quality of danube water (1985-1996).

Authors:  C Sârbu; H F Pop
Journal:  Talanta       Date:  2005-03-15       Impact factor: 6.057

2.  Characterization of wines according the geographical origin by analysis of isotopes and minerals and the influence of harvest on the isotope values.

Authors:  S V Dutra; L Adami; A R Marcon; G J Carnieli; C A Roani; F R Spinelli; S Leonardelli; R Vanderlinde
Journal:  Food Chem       Date:  2013-05-09       Impact factor: 7.514

3.  Climatic and geographical dependence of the H, C and O stable isotope ratios of Italian wine.

Authors:  Federica Camin; Nikola Dordevic; Ron Wehrens; Markus Neteler; Luca Delucchi; Geert Postma; Lutgarde Buydens
Journal:  Anal Chim Acta       Date:  2014-10-09       Impact factor: 6.558

4.  Prediction of the fate of Hg and other contaminants in soil around a former chlor-alkali plant using Fuzzy Hierarchical Cross-Clustering approach.

Authors:  Tiberiu Frenţiu; Michaela Ponta; Costel Sârbu
Journal:  Chemosphere       Date:  2015-06-04       Impact factor: 7.086

5.  Statistical methods for improving verification of claims of origin for Italian wines based on stable isotope ratios.

Authors:  N Dordevic; R Wehrens; G J Postma; L M C Buydens; F Camin
Journal:  Anal Chim Acta       Date:  2012-11-03       Impact factor: 6.558

6.  Targeted and nontargeted wine analysis by (1)h NMR spectroscopy combined with multivariate statistical analysis. Differentiation of important parameters: grape variety, geographical origin, year of vintage.

Authors:  Rolf Godelmann; Fang Fang; Eberhard Humpfer; Birk Schütz; Melanie Bansbach; Hartmut Schäfer; Manfred Spraul
Journal:  J Agric Food Chem       Date:  2013-05-29       Impact factor: 5.279

7.  O-H-C isotope ratio determination in wine in order to be used as a fingerprint of its regional origin.

Authors:  B Raco; E Dotsika; D Poutoukis; R Battaglini; P Chantzi
Journal:  Food Chem       Date:  2014-07-22       Impact factor: 7.514

8.  Using pH variations to improve the discrimination of wines by 3D front face fluorescence spectroscopy associated to Independent Components Analysis.

Authors:  Rita Saad; Delphine Jouan-Rimbaud Bouveresse; Nathalie Locquet; Douglas N Rutledge
Journal:  Talanta       Date:  2016-03-10       Impact factor: 6.057

9.  Controlling protected designation of origin of wine by Raman spectroscopy.

Authors:  Luisa Mandrile; Giuseppe Zeppa; Andrea Mario Giovannozzi; Andrea Mario Rossi
Journal:  Food Chem       Date:  2016-05-02       Impact factor: 7.514

10.  Characterization of Clinically Relevant Fungi via SERS Fingerprinting Assisted by Novel Chemometric Models.

Authors:  Nicoleta Elena Dina; Ana Maria Raluca Gherman; Vasile Chiş; Costel Sârbu; Andreas Wieser; David Bauer; Christoph Haisch
Journal:  Anal Chem       Date:  2018-02-02       Impact factor: 6.986

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