Combining NIR spectroscopy with chemometrics for discriminating naturally ripened banana and calcium carbide ripened banana

Calcium carbide is prohibited as a fruit ripening agent in many countries due to its harmful effects. Current methods for detecting calcium carbide in fruit involve time-consuming and destructive chemical analysis techniques, necessitating the need for non-destructive and rapid detection techniques. This study combined near infrared (NIR) spectroscopy with chemometrics to detect two banana varieties ripened with calcium carbide in different forms when they are peeled or unpeeled. Sixteen linear discriminant analysis (LDA) models were developed with high average classification accuracies for classifying banana based on the mode used to ripen banana, type of carbide treatment and the duration of soaking banana in carbide solution. Banana colour was predicted with partial least squared regression (PLSR) models with R<sup>2</sup>CV > 0.74, RMSECV and <5.4 and RPD close to 3. NIR coupled with chemometrics has good potential as a technique for detecting carbide ripened banana even if the banana is peeled or not.

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Publication Details

Journal
npj Science of Food
Published
2024-10-26
DOI
https://doi.org/10.1038/s41538-024-00327-1
Citations
4
Primary Topic
Spectroscopy and Chemometric Analyses
Type
article
Field-Weighted Citation Impact
0.94

Funders

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article

Combining NIR spectroscopy with chemometrics for discriminating naturally ripened banana and calcium carbide ripened banana

John‐Lewis Zinia Zaukuu, Zoltán Kovács, Eric Tetteh Mensah, Sheila Mensah et al.
4 citations
npj Science of Food
Spectroscopy and Chemometric Analyses
0.94
article

Combining NIR spectroscopy with chemometrics for discriminating naturally ripened banana and calcium carbide ripened banana

John‐Lewis Zinia Zaukuu, Zoltán Kovács, Eric Tetteh Mensah, Sheila Mensah, Florence Akomanin-Mensah, Solomon Wiredu
article en
4 citations

Abstract

Calcium carbide is prohibited as a fruit ripening agent in many countries due to its harmful effects. Current methods for detecting calcium carbide in fruit involve time-consuming and destructive chemical analysis techniques, necessitating the need for non-destructive and rapid detection techniques. This study combined near infrared (NIR) spectroscopy with chemometrics to detect two banana varieties ripened with calcium carbide in different forms when they are peeled or unpeeled. Sixteen linear discriminant analysis (LDA) models were developed with high average classification accuracies for classifying banana based on the mode used to ripen banana, type of carbide treatment and the duration of soaking banana in carbide solution. Banana colour was predicted with partial least squared regression (PLSR) models with R<sup>2</sup>CV > 0.74, RMSECV and <5.4 and RPD close to 3. NIR coupled with chemometrics has good potential as a technique for detecting carbide ripened banana even if the banana is peeled or not.

npj Science of FoodVol. 8(1)
Kwame Nkrumah University of Science and Technology (GH), Hungarian Academy of Sciences (HU)
Kwame Nkrumah University of Science and Technology
Reduced inequalities
Openalex Percentile: Top 28%
Spectroscopy and Chemometric Analyses
0.94
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Combining NIR spectroscopy with chemometrics for discriminating naturally ripened banana and calcium carbide ripened banana — John‐Lewis Zinia Zaukuu, Zoltán Kovács, et al. · npj Science of Food (2024) | TGRS Research Map | TGRS