Literature DB >> 33375212

Application of Ultraviolet-Visible Absorption Spectroscopy with Machine Learning Techniques for the Classification of Cretan Wines.

Aggelos Philippidis1, Emmanouil Poulakis1, Renate Kontzedaki1,2, Emmanouil Orfanakis1,3, Aikaterini Symianaki1, Aikaterini Zoumi1, Michalis Velegrakis1.   

Abstract

The present study was aimed at the identification, differentiation and characterization of red and white Cretan wines, which are described with Protected Geographical Indication (PGI), using ultraviolet-visible absorption spectroscopy. Specifically, the grape variety, the wine aging process and the role of barrel/container type were investigated. The combination of spectroscopic results with machine learning-based modelling demonstrated the use of absorption spectroscopy as a facile and low-cost technique in wine analysis. In this study, a clear discrimination among grape varieties was revealed. Moreover, a grouping of samples according to aging period and container type of maturation was accomplished, for the first time.

Entities:  

Keywords:  Cretan wines; Greek wines; OPLS-DA; acacia barrel; aging; chemometrics; container; grape varieties; machine learning; multivariate analysis; oak barrel; spectral analysis; ultraviolet–visible spectroscopy; wine discrimination; wine maturation

Year:  2020        PMID: 33375212     DOI: 10.3390/foods10010009

Source DB:  PubMed          Journal:  Foods        ISSN: 2304-8158


  2 in total

1.  Comparative Evaluation of Different Targeted and Untargeted Analytical Approaches to Assess Greek Extra Virgin Olive Oil Quality and Authentication.

Authors:  Sofia Drakopoulou; Emmanouil Orfanakis; Ioulia Karagiannaki; Fragiskos Gaitis; Stavroula Skoulika; Andreas Papaioannou; George Boukouvalas; George Petropoulos; Vassilios Katsoudas; Renate Kontzedaki; Aggelos Philippidis; Aikaterini Zoumi; Marilena Dasenaki; Nikolaos S Thomaidis; Michalis Velegrakis
Journal:  Molecules       Date:  2022-02-16       Impact factor: 4.411

2.  Combination of Machine Learning and Analytical Correlations for Establishing Quantitative Compliance between the Trolox Equivalent Antioxidant Capacity Values Obtained via Electron Paramagnetic Resonance and Ultraviolet-Visible Spectroscopies.

Authors:  Eugene B Postnikov; Mariola Bartoszek; Justyna Polak; Mirosław Chorążewski
Journal:  Int J Mol Sci       Date:  2022-10-03       Impact factor: 6.208

  2 in total

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