Non-destructive estimation of the leaf weight and leaf area in common bean

Regression models to predict leaf area and leaf weight in common bean (Phaseolus vulgaris) were fitted using the three leaflets of the leaves. A total of 1504 leaves from 40 genotypes were collected, covering a large range of leaf sizes. Width, length, area, and weight were measured for each leaflet. The total leaf area and weight was obtained by the sum of left, central, and right leaflets. The dataset was randomly divided into training and validation sets. The training set was used for model fitting and selection, and the validation dataset was used to obtain statistics for model prediction ability. The leaf area and leaf weight were modeled using different linear regression models based on the length and width of the leaflet. Polynomial regressions involving both length and width of the leaflet provided very good models to estimate the expected area (R2 = 0.978) and weight (R2 = 0.820) of leaves.

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Bibliographic Details
Main Authors: Suárez Salazar, Juan C., Casanoves, Fernando, Di Rienzo, Julio
Other Authors: Pasquale Losciale
Format: Artículo biblioteca
Language:English
Published: MDPI 2022
Subjects:FRIJOL (PHASEOLUS), COMMON BEANS, PHASEOLUS VULGARIS, SUPERFICIE FOLIAR, LEAF AREA, ANATOMIA DE LA PLANTA, PLANT ANATOMY, LEAF MORPHOLOGY, MODEL VALIDATION, Sede Central,
Online Access:https://repositorio.catie.ac.cr/handle/11554/11687
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spelling dig-catie-11554-116872023-11-16T16:23:54Z Non-destructive estimation of the leaf weight and leaf area in common bean Suárez Salazar, Juan C. Casanoves, Fernando Di Rienzo, Julio Pasquale Losciale FRIJOL (PHASEOLUS) COMMON BEANS PHASEOLUS VULGARIS PHASEOLUS VULGARIS SUPERFICIE FOLIAR LEAF AREA ANATOMIA DE LA PLANTA PLANT ANATOMY LEAF MORPHOLOGY MODEL VALIDATION Sede Central Regression models to predict leaf area and leaf weight in common bean (Phaseolus vulgaris) were fitted using the three leaflets of the leaves. A total of 1504 leaves from 40 genotypes were collected, covering a large range of leaf sizes. Width, length, area, and weight were measured for each leaflet. The total leaf area and weight was obtained by the sum of left, central, and right leaflets. The dataset was randomly divided into training and validation sets. The training set was used for model fitting and selection, and the validation dataset was used to obtain statistics for model prediction ability. The leaf area and leaf weight were modeled using different linear regression models based on the length and width of the leaflet. Polynomial regressions involving both length and width of the leaflet provided very good models to estimate the expected area (R2 = 0.978) and weight (R2 = 0.820) of leaves. 2022-03-16T19:17:46Z 2022-03-16T19:17:46Z 2022 Artículo https://repositorio.catie.ac.cr/handle/11554/11687 openAccess en Agronomy https://doi.org/10.3390/agronomy12030711 14 páginas application/pdf Basel (Switzerland) MDPI Agronomy; Vol. 12, no. 3
institution CATIE
collection DSpace
country Costa Rica
countrycode CR
component Bibliográfico
access En linea
databasecode dig-catie
tag biblioteca
region America Central
libraryname Biblioteca Conmemorativa Orton
language English
topic FRIJOL (PHASEOLUS)
COMMON BEANS
PHASEOLUS VULGARIS
PHASEOLUS VULGARIS
SUPERFICIE FOLIAR
LEAF AREA
ANATOMIA DE LA PLANTA
PLANT ANATOMY
LEAF MORPHOLOGY
MODEL VALIDATION
Sede Central
FRIJOL (PHASEOLUS)
COMMON BEANS
PHASEOLUS VULGARIS
PHASEOLUS VULGARIS
SUPERFICIE FOLIAR
LEAF AREA
ANATOMIA DE LA PLANTA
PLANT ANATOMY
LEAF MORPHOLOGY
MODEL VALIDATION
Sede Central
spellingShingle FRIJOL (PHASEOLUS)
COMMON BEANS
PHASEOLUS VULGARIS
PHASEOLUS VULGARIS
SUPERFICIE FOLIAR
LEAF AREA
ANATOMIA DE LA PLANTA
PLANT ANATOMY
LEAF MORPHOLOGY
MODEL VALIDATION
Sede Central
FRIJOL (PHASEOLUS)
COMMON BEANS
PHASEOLUS VULGARIS
PHASEOLUS VULGARIS
SUPERFICIE FOLIAR
LEAF AREA
ANATOMIA DE LA PLANTA
PLANT ANATOMY
LEAF MORPHOLOGY
MODEL VALIDATION
Sede Central
Suárez Salazar, Juan C.
Casanoves, Fernando
Di Rienzo, Julio
Non-destructive estimation of the leaf weight and leaf area in common bean
description Regression models to predict leaf area and leaf weight in common bean (Phaseolus vulgaris) were fitted using the three leaflets of the leaves. A total of 1504 leaves from 40 genotypes were collected, covering a large range of leaf sizes. Width, length, area, and weight were measured for each leaflet. The total leaf area and weight was obtained by the sum of left, central, and right leaflets. The dataset was randomly divided into training and validation sets. The training set was used for model fitting and selection, and the validation dataset was used to obtain statistics for model prediction ability. The leaf area and leaf weight were modeled using different linear regression models based on the length and width of the leaflet. Polynomial regressions involving both length and width of the leaflet provided very good models to estimate the expected area (R2 = 0.978) and weight (R2 = 0.820) of leaves.
author2 Pasquale Losciale
author_facet Pasquale Losciale
Suárez Salazar, Juan C.
Casanoves, Fernando
Di Rienzo, Julio
format Artículo
topic_facet FRIJOL (PHASEOLUS)
COMMON BEANS
PHASEOLUS VULGARIS
PHASEOLUS VULGARIS
SUPERFICIE FOLIAR
LEAF AREA
ANATOMIA DE LA PLANTA
PLANT ANATOMY
LEAF MORPHOLOGY
MODEL VALIDATION
Sede Central
author Suárez Salazar, Juan C.
Casanoves, Fernando
Di Rienzo, Julio
author_sort Suárez Salazar, Juan C.
title Non-destructive estimation of the leaf weight and leaf area in common bean
title_short Non-destructive estimation of the leaf weight and leaf area in common bean
title_full Non-destructive estimation of the leaf weight and leaf area in common bean
title_fullStr Non-destructive estimation of the leaf weight and leaf area in common bean
title_full_unstemmed Non-destructive estimation of the leaf weight and leaf area in common bean
title_sort non-destructive estimation of the leaf weight and leaf area in common bean
publisher MDPI
publishDate 2022
url https://repositorio.catie.ac.cr/handle/11554/11687
work_keys_str_mv AT suarezsalazarjuanc nondestructiveestimationoftheleafweightandleafareaincommonbean
AT casanovesfernando nondestructiveestimationoftheleafweightandleafareaincommonbean
AT dirienzojulio nondestructiveestimationoftheleafweightandleafareaincommonbean
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