Literature DB >> 25038681

Data fusion for food authentication. Combining rare earth elements and trace metals to discriminate "Fava Santorinis" from other yellow split peas using chemometric tools.

Spiros A Drivelos1, Kevin Higgins2, John H Kalivas2, Serkos A Haroutounian1, Constantinos A Georgiou3.   

Abstract

"Fava Santorinis", is a protected designation of origin (PDO) yellow split pea species growing only in the island of Santorini in Greece. Due to its nutritional quality and taste, it has gained a high monetary value. Thus, it is prone to adulteration with other yellow split peas. In order to discriminate "Fava Santorinis" from other yellow split peas, four classification methods utilising rare earth elements (REEs) measured through inductively coupled plasma-mass spectrometry (ICP-MS) are studied. The four classification processes are orthogonal projection analysis (OPA), Mahalanobis distance (MD), partial least squares discriminant analysis (PLS-DA) and k nearest neighbours (KNN). Since it is known that trace elements are often useful to determine geographical origin of food products, we further quantitated for trace elements using ICP-MS. Presented in this paper are results using the four classification processes based on the fusion of the REEs data with the trace element data. Overall, the OPA method was found to perform best with up to 100% accuracy using the fused data.
Copyright © 2014 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Fava beans; Food authentication; Geographical discrimination; Rare earth elements; Trace elements

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Year:  2014        PMID: 25038681     DOI: 10.1016/j.foodchem.2014.03.083

Source DB:  PubMed          Journal:  Food Chem        ISSN: 0308-8146            Impact factor:   7.514


  3 in total

1.  Rare earth elements distribution in grapevine varieties grown on volcanic soils: an example from Mount Etna (Sicily, Italy).

Authors:  Carmelisa D'Antone; Rosalda Punturo; Carmela Vaccaro
Journal:  Environ Monit Assess       Date:  2017-03-13       Impact factor: 2.513

2.  Rare Earths as Authenticity Markers for the Discrimination of Greek and Turkish Pistachios Using Elemental Metabolomics and Chemometrics.

Authors:  Natasa P Kalogiouri; Natalia Manousi; Dimitris Klaoudatos; Thomas Spanos; Vilson Topi; George A Zachariadis
Journal:  Foods       Date:  2021-02-07

3.  A tool to assure the geographical origin of local food products (glasshouse tomatoes) using labeling with rare earth elements.

Authors:  Donata Bandoniene; Thomas Meisel; Alessandra Rachetti; Christoph Walkner
Journal:  J Sci Food Agric       Date:  2018-06-12       Impact factor: 3.638

  3 in total

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