Assessing the differences of two vineyards soils' by NIR spectroscopy and chemometrics.
Chemometrics
NIR spectroscopy
PCA
PLS
PLS-DA
Soils
Journal
Heliyon
ISSN: 2405-8440
Titre abrégé: Heliyon
Pays: England
ID NLM: 101672560
Informations de publication
Date de publication:
Dec 2023
Dec 2023
Historique:
received:
27
09
2023
revised:
09
11
2023
accepted:
23
11
2023
medline:
21
12
2023
pubmed:
21
12
2023
entrez:
21
12
2023
Statut:
epublish
Résumé
Soil properties influence greatly the status of vine plants which consequently influences the quality of wine. Therefore, in the context of viticulture management, it is extremely important to assess the physical and chemical parameters of vineyards soils. In this study, the soils of two vineyards were analysed by near-infrared (NIR) spectroscopy and established analytical reference procedures. The main objective of this study was to verify if NIR spectroscopy is a potential tool to discriminate the soils of both vineyards as well as to quantify differences of soil's parameters. For that, a total of eight sampling spots were selected at each vineyard taking into consideration the soil type and sampled at different depths. The data analysis was performed using analysis of variance (ANOVA), principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) and partial least squares (PLS) regression. The ANOVA results revealed that 12 out of the 18 parameters analysed through the reference procedures can be considered statistically different (p < 0.05). Regarding PCA, the obtained results revealed a clear separation between the scores of both vineyards either considering NIR spectra or the chemical parameters. The PLS-DA model was able to obtain 100 % of correct predictions for the discrimination of both vineyards. PLS regression analysis using NIR spectra revealed R
Identifiants
pubmed: 38125488
doi: 10.1016/j.heliyon.2023.e23000
pii: S2405-8440(23)10208-8
pmc: PMC10731239
doi:
Types de publication
Journal Article
Langues
eng
Pagination
e23000Informations de copyright
© 2023 Published by Elsevier Ltd.
Déclaration de conflit d'intérêts
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.