Artículo
Ability of in situ canopy spectroscopy to differentiate genotype by environment interaction in wheat
Arias, Claudia Vanina
; Montero Bulacio, Enrique
; Rigalli, Nicolas Francisco
; Romagnoli, Martín
; Curin, Facundo
; González, Fernanda Gabriela
; Otegui, Maria Elena
; Portapila, Margarita Isabel
Fecha de publicación:
03/2021
Editorial:
Taylor & Francis Ltd
Revista:
International Journal of Remote Sensing
ISSN:
0143-1161
Idioma:
Inglés
Tipo de recurso:
Artículo publicado
Clasificación temática:
Resumen
In recent years, the application of remote sensing techniques is gaining a growing interest and importance in agriculture. Researchers often combine data from near-infrared and red spectral bands according to their specific objectives. These types of combinations present the disadvantage of lack of sensitivity due to using a single or limited group of bands. In this work on-farm canopy spectral reflectance (CSR) data, composing of ten spectral bands (SBs) plus four spectral vegetation indices (SVIs), is considered in a joint manner to set up a methodology capable to identify genotype by environment interaction (GxE) in wheat. Spectral data are analysed over five wheat genotypes grown in five different environments. Historically breeders have recognized the potentially negative implications of GxE in selection and cultivar deployment and have focused on developing tools and resources to quantify it. We propose to perform a statistical batch processing, applying two-way analysis of variance to multiple spectral data, with genotype and environment as fixed factors. Results prove that this methodology performs well in both directions, capturing differences between genotypes within a single environment, and between environments for a single genotype, representing a step forward to converting spectral data into knowledge for the subject of GxE.
Palabras clave:
CANOPY SPECTRAL REFLECTANCE
,
JOINT SPECTRAL ANALYSIS
,
GXE
,
ON FARM CSR
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Articulos(CIFASIS)
Articulos de CENTRO INT.FRANCO ARG.D/CS D/L/INF.Y SISTEM.
Articulos de CENTRO INT.FRANCO ARG.D/CS D/L/INF.Y SISTEM.
Articulos(SEDE CENTRAL)
Articulos de SEDE CENTRAL
Articulos de SEDE CENTRAL
Citación
Arias, Claudia Vanina; Montero Bulacio, Enrique; Rigalli, Nicolas Francisco; Romagnoli, Martín; Curin, Facundo; et al.; Ability of in situ canopy spectroscopy to differentiate genotype by environment interaction in wheat; Taylor & Francis Ltd; International Journal of Remote Sensing; 42; 10; 3-2021; 3660-3680
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