Advanced search
Start date
Betweenand
Related content
(Reference retrieved automatically from Web of Science through information on FAPESP grant and its corresponding number as mentioned in the publication by the authors.)

ex type determination in papaya seeds and leaves using near infrared spectroscopy combined with multivariate techniques and machine learnin

Full text
Author(s):
Silva Fernandes, Thiago Feliph [1] ; de Oliveira Silva, Raissa Vanessa [2] ; Dantas de Freitas, Daniel Lucas [2] ; Sanches, Alex Guimaraes [1] ; da Silva, Maryelle Barros [1] ; Cunha Junior, Luis Carlos [3] ; de Lima, Kassio Gomes [2] ; de Almeida Teixeira, Gustavo Henrique [1]
Total Authors: 8
Affiliation:
[1] Univ Estadual Paulista UNESP, Fac Ciencias Agr & Vet FCAV, Dept Ciencias Prod Agr, Via Acesso Prof Paulo Donato Castellane S-N, BR-14884900 Jaboticabal, SP - Brazil
[2] Univ Fed Rio Grande do Norte, Inst Quim Quim Biol & Quimiometria, Dept Quim, BR-59072970 Natal, RN - Brazil
[3] Univ Fed Goias UFG, Escola Agron, Dept Hort, Campus Samambaia, Av Esperanca S-N, BR-74690900 Goiania, Go - Brazil
Total Affiliations: 3
Document type: Journal article
Source: COMPUTERS AND ELECTRONICS IN AGRICULTURE; v. 193, FEB 2022.
Web of Science Citations: 0
Abstract

Papaya trees (Carica papaya L.) can bear female, hermaphrodite, and male flowers. However, only the hermaphrodite type produces elongate fruit required and appreciated by the consumer market. Sex type determination is carried out based on the plant phenotype after planting the seedlings, increasing the production costs. In this regard, the objective of this study was to verify the feasibility of using near infrared spectroscopy (NIR) as a non-destructive method for sexing papaya trees. The NIR spectra were collected using seeds and leaves of the respective seedlings of the cultivars `T2', `Formosa', and `Calimosa' (Formosa group), and `THB' and `Ouro' (Solo group). By using the seeds, it was possible to obtain a F-score value of 0.81 for the external validation set applying the principal component analysis and quadratic discriminant analysis (PCA-QDA). By using the leaves, the F-score values was slightly lower (0.79) applying PCA and linear discriminant analysis (PCA-LDA). It was possible to use NIR spectroscopy associated with multivariate techniques as a non-destructive method to determine the sex types in papaya trees using both seeds and leaves of the seedlings. (AU)