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Classification of Honey Powder Composition by FTIR Spectroscopy Coupled with Chemometric Analysis
Fourier transform infrared spectroscopy (FTIR) in connection with chemometric analysis were used as a fast and direct approach to classify spray dried honey powder compositions in terms of honey content, the type of diluent (water or skim milk), and carrier (maltodextrin or skim milk powder) used fo...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9229643/ https://www.ncbi.nlm.nih.gov/pubmed/35744924 http://dx.doi.org/10.3390/molecules27123800 |
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author | Matwijczuk, Arkadiusz Budziak-Wieczorek, Iwona Czernel, Grzegorz Karcz, Dariusz Barańska, Alicja Jedlińska, Aleksandra Samborska, Katarzyna |
author_facet | Matwijczuk, Arkadiusz Budziak-Wieczorek, Iwona Czernel, Grzegorz Karcz, Dariusz Barańska, Alicja Jedlińska, Aleksandra Samborska, Katarzyna |
author_sort | Matwijczuk, Arkadiusz |
collection | PubMed |
description | Fourier transform infrared spectroscopy (FTIR) in connection with chemometric analysis were used as a fast and direct approach to classify spray dried honey powder compositions in terms of honey content, the type of diluent (water or skim milk), and carrier (maltodextrin or skim milk powder) used for the preparation of feed solutions before spray drying. Eleven variants of honey powders containing different amounts of honey, the type of carrier, and the diluent were investigated and compared to pure honey and carrier materials. Chemometric discrimination of samples was achieved by principal component analysis (PCA), hierarchical clustering analysis (HCA), linear discriminant analysis (LDA), and partial least squares-discriminant analysis (PLS-DA) modelling procedures performed on the FTIR preprocessed spectral data for the fingerprint region (1800–750 cm(−1)) and the extended region (3600–750 cm(−1)). As a result, it was noticed that the type of carrier is a significant factor during the classification of different samples of powdered multifloral honey. PCA divided the samples based on the type of carrier, and additionally among maltodextrin-honey powders it was possible to distinguish the type of diluent. The result obtained by PCA-LDA and PLS-DA scores yielded a clear separation between four classes of samples and showed a very good discrimination between the different honey powder with a 100.0% correct overall classification rate of the samples. |
format | Online Article Text |
id | pubmed-9229643 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92296432022-06-25 Classification of Honey Powder Composition by FTIR Spectroscopy Coupled with Chemometric Analysis Matwijczuk, Arkadiusz Budziak-Wieczorek, Iwona Czernel, Grzegorz Karcz, Dariusz Barańska, Alicja Jedlińska, Aleksandra Samborska, Katarzyna Molecules Article Fourier transform infrared spectroscopy (FTIR) in connection with chemometric analysis were used as a fast and direct approach to classify spray dried honey powder compositions in terms of honey content, the type of diluent (water or skim milk), and carrier (maltodextrin or skim milk powder) used for the preparation of feed solutions before spray drying. Eleven variants of honey powders containing different amounts of honey, the type of carrier, and the diluent were investigated and compared to pure honey and carrier materials. Chemometric discrimination of samples was achieved by principal component analysis (PCA), hierarchical clustering analysis (HCA), linear discriminant analysis (LDA), and partial least squares-discriminant analysis (PLS-DA) modelling procedures performed on the FTIR preprocessed spectral data for the fingerprint region (1800–750 cm(−1)) and the extended region (3600–750 cm(−1)). As a result, it was noticed that the type of carrier is a significant factor during the classification of different samples of powdered multifloral honey. PCA divided the samples based on the type of carrier, and additionally among maltodextrin-honey powders it was possible to distinguish the type of diluent. The result obtained by PCA-LDA and PLS-DA scores yielded a clear separation between four classes of samples and showed a very good discrimination between the different honey powder with a 100.0% correct overall classification rate of the samples. MDPI 2022-06-13 /pmc/articles/PMC9229643/ /pubmed/35744924 http://dx.doi.org/10.3390/molecules27123800 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Matwijczuk, Arkadiusz Budziak-Wieczorek, Iwona Czernel, Grzegorz Karcz, Dariusz Barańska, Alicja Jedlińska, Aleksandra Samborska, Katarzyna Classification of Honey Powder Composition by FTIR Spectroscopy Coupled with Chemometric Analysis |
title | Classification of Honey Powder Composition by FTIR Spectroscopy Coupled with Chemometric Analysis |
title_full | Classification of Honey Powder Composition by FTIR Spectroscopy Coupled with Chemometric Analysis |
title_fullStr | Classification of Honey Powder Composition by FTIR Spectroscopy Coupled with Chemometric Analysis |
title_full_unstemmed | Classification of Honey Powder Composition by FTIR Spectroscopy Coupled with Chemometric Analysis |
title_short | Classification of Honey Powder Composition by FTIR Spectroscopy Coupled with Chemometric Analysis |
title_sort | classification of honey powder composition by ftir spectroscopy coupled with chemometric analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9229643/ https://www.ncbi.nlm.nih.gov/pubmed/35744924 http://dx.doi.org/10.3390/molecules27123800 |
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