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
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

e23000

Informations 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.

Auteurs

Sandia Machado (S)

LAQV, REQUIMTE, Department of Chemical Sciences, Laboratory of Applied Chemistry, Faculty of Pharmacy, University of Porto, Rua de Jorge Viterbo Ferreira nº 228, 4050-313 Porto, Portugal.

Luisa Barreiros (L)

LAQV, REQUIMTE, Department of Chemical Sciences, Laboratory of Applied Chemistry, Faculty of Pharmacy, University of Porto, Rua de Jorge Viterbo Ferreira nº 228, 4050-313 Porto, Portugal.
Escola Superior de Saúde, Instituto Politécnico do Porto, Rua Dr. António Bernardino de Almeida 400, 4200-072, Porto, Portugal.

António R Graça (AR)

Departamento de Investigação e Desenvolvimento, SOGRAPE Vinhos S.A., Aldeia Nova, 4430-852, Avintes, Portugal.

Manuel Madeira (M)

Forest Research Centre (CEF), School of Agriculture (ISA), University of Lisbon (ULisboa), Tapada da Ajuda, 1399-017 Lisboa, Portugal.

Ricardo N M J Páscoa (RNMJ)

LAQV, REQUIMTE, Department of Chemical Sciences, Laboratory of Applied Chemistry, Faculty of Pharmacy, University of Porto, Rua de Jorge Viterbo Ferreira nº 228, 4050-313 Porto, Portugal.

Marcela A Segundo (MA)

LAQV, REQUIMTE, Department of Chemical Sciences, Laboratory of Applied Chemistry, Faculty of Pharmacy, University of Porto, Rua de Jorge Viterbo Ferreira nº 228, 4050-313 Porto, Portugal.

João A Lopes (JA)

Research Institute for Medicines (iMed-ULisboa), Faculty of Pharmarcy, University of Lisbon, Av. Prof. Gama Pinto, 1649-003, Lisboa, Portugal.

Classifications MeSH