Application of supervised chemometric techniques and synchronized excitation-emission spectrofluorometric analysis for the verification of Maltese extra virgin olive oils.
ANN
Chemometrics
EVOO
LDA
Malta
PLS
SEEF
Journal
Journal of food science and technology
ISSN: 0022-1155
Titre abrégé: J Food Sci Technol
Pays: India
ID NLM: 0056471
Informations de publication
Date de publication:
Sep 2022
Sep 2022
Historique:
revised:
10
12
2021
accepted:
11
01
2022
entrez:
25
7
2022
pubmed:
26
7
2022
medline:
26
7
2022
Statut:
ppublish
Résumé
The authentication of virgin olive oil samples usually requires the use of sophisticated and very expensive analytical techniques. In this study, the potential of fluorescence spectroscopy for the authentication and discrimination of Maltese extra virgin olive oils was carried out using synchronized excitation-emission spectroscopy. Samples were collected from various producers around the Maltese islands. Synchronous excitation emission spectra were collected in the region of 240-750 nm with wavelength intervals of 10, 30, 60, 80 120 and 185 nm and subjected to several supervised chemometric procedures. Partial least square regression, linear discriminate analysis, and artificial neural network were used to define the origin of the Maltese olive oil against olive oils derived from other neighboring countries in the Mediterranean region. After subjecting the spectroscopic data to different pre-treatments and variable selection procedures results obtained evidenced a higher classification accuracy. This accuracy and predictability were highly dependent on the wave interval used and on the chemometric method used, however it was found that in general spectra obtained using δ 10 nm were deemed the most appropriate, with PLS, ANN and LDA reaching 100% accuracy and predictability in discriminating Maltese extra virgin olive oils when using derivatized spectral transformations. The online version contains supplementary material available at 10.1007/s13197-022-05371-x.
Identifiants
pubmed: 35875235
doi: 10.1007/s13197-022-05371-x
pii: 5371
pmc: PMC9304523
doi:
Types de publication
Journal Article
Langues
eng
Pagination
3634-3646Informations de copyright
© Association of Food Scientists & Technologists (India) 2022.
Déclaration de conflit d'intérêts
Conflicts of interestAll authors have read and agreed to the published version of the manuscript. The authors whose names are listed immediately below certify that they have NO affiliations with or involvement in any organization or entity with any financial interest (such as honoraria; educational grants; participation in speakers’ bureaus; membership, employment, consultancies, stock ownership, or other equity interest; and expert testimony or patent-licensing arrangements), or non-financial interest (such as personal or professional relationships, affiliations, knowledge or beliefs) in the subject matter or materials discussed in this manuscript.
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