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Discrimination of Robusta AmazĂ´nico coffee farmed by indigenous and non-indigenous people in Amazon: comparing benchtop and portable NIR using ComDim and duplex.

Authors :
Baqueta MR
Valderrama P
Alves EA
Pallone JAL
Marini F
Source :
The Analyst [Analyst] 2023 Mar 27; Vol. 148 (7), pp. 1524-1533. Date of Electronic Publication: 2023 Mar 27.
Publication Year :
2023

Abstract

Robusta Amazônico is the name given to the Amazonian coffee that has been becoming popular and has recently been registered as a geographical indication in Brazil. It is produced by indigenous and non-indigenous coffee producers in regions that are geographically very close to one another. There is a need to authenticate whether coffee is truly produced by indigenous people and near-infrared (NIR) spectroscopy is an excellent technique for this. To meet the substantial trend towards NIR spectroscopy miniaturization, this work compared benchtop and portable NIR instruments to discriminate Robusta Amazônico samples using partial least squares discriminant analysis (PLS-DA). To ensure the results to be fairly comparable and, at the same time, to guarantee representative selection of both training and test set for the discriminant analysis, a sample selection strategy based on coupling ComDim multi-block analysis and the duplex algorithm was applied. Different pre-processing techniques were tested to create multiple matrices to be used in ComDim, as well as to build the discriminant models. The best PLS-DA model for benchtop NIR provided an accuracy of 96% for the test samples, while for the portable NIR the correct classification rate was 92%. It was demonstrated that portable NIR provides similar results to benchtop NIR for coffee origin classification by performing an unbiased sample selection strategy.

Details

Language :
English
ISSN :
1364-5528
Volume :
148
Issue :
7
Database :
MEDLINE
Journal :
The Analyst
Publication Type :
Academic Journal
Accession number :
36866727
Full Text :
https://doi.org/10.1039/d3an00104k