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Combining UDT with XGBoost to identify the geographical origin of black beans by near-infrared spectroscopy

This study aims to rapidly and non-destructively identify the geographical origin of black beans (Phaseolus vulgaris) using a portable near-infrared (NIR) spectrometer, addressing the challenge of distinguishing black beans due to significant regional variations in quality. A total of 400 black bean...

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Uloženo v:
Hlavní autoři: Zhihang Cao, Xiaohong Wu, Bin Wu, Zexi Zhang, Jun Sun
Médium: Artigo
Jazyk:Inglês
Vydáno: Elsevier 2025-01-01
Edice:Current Research in Food Science
Témata:
Black bean
Near-infrared spectroscopy
Geographical origin
Extreme gradient boosting
Uncorrelated discriminant transform
On-line přístup:http://www.sciencedirect.com/science/article/pii/S2665927125001625
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