Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI

Sugarcane is a semi-perennial grass whose cultivation is characterized by an extended harvest season lasting several months leading to very high spatio-temporal variability of the crop development and radiometry. The objective of this paper is to understand this variability in order to propose appropriate spectral indicators for yield forecast. To do this, we used ground observations and Satellite Pour l'Observation de la Terre (SPOT4) and SPOT5 time series acquired monthly over a 2-year period over Reunion Island and Guadeloupe (French West Indies). We showed that variations in the Normalized Difference Vegetation Index (NDVI) of sugarcane at the field scale are the result of the interaction between the sugarcane crop calendar and plant phenology in a given climatic environment. We linked these variations to crop variables measured in the field (leaf area index and leaf colour), and derived simple, appropriate NDVI-based indicators of sugarcane yield components at the field scale (cane yield and sugar content). For biomass forecast, the best correlation (R2 = 0.78) was obtained with images acquired about 2 months before the harvest season, when all the fields are fully developed but before the maturation stage. For sugar content, a polynomial relationship (R2 = 0.75) was observed between the field NDVI acquired during the maturation stage and sugar content in the stalk.

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Main Authors: Bégué, Agnès, Lebourgeois, Valentine, Bappel, Eric, Todoroff, Pierre, Pellegrino, Anne, Baillarin, Florence, Siegmund, Bertrand
Format: article biblioteca
Language:eng
Subjects:F01 - Culture des plantes, F62 - Physiologie végétale - Croissance et développement, U30 - Méthodes de recherche, U10 - Informatique, mathématiques et statistiques, Saccharum officinarum, rendement des cultures, indice de surface foliaire, télédétection, image spot, http://aims.fao.org/aos/agrovoc/c_6727, http://aims.fao.org/aos/agrovoc/c_10176, http://aims.fao.org/aos/agrovoc/c_35196, http://aims.fao.org/aos/agrovoc/c_6498, http://aims.fao.org/aos/agrovoc/c_16343, http://aims.fao.org/aos/agrovoc/c_6543, http://aims.fao.org/aos/agrovoc/c_36645, http://aims.fao.org/aos/agrovoc/c_3406, http://aims.fao.org/aos/agrovoc/c_3081,
Online Access:http://agritrop.cirad.fr/558072/
http://agritrop.cirad.fr/558072/1/document_558072.pdf
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spelling dig-cirad-fr-5580722024-01-28T18:51:32Z http://agritrop.cirad.fr/558072/ http://agritrop.cirad.fr/558072/ Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI. Bégué Agnès, Lebourgeois Valentine, Bappel Eric, Todoroff Pierre, Pellegrino Anne, Baillarin Florence, Siegmund Bertrand. 2010. International Journal of Remote Sensing, 31 (20) : 5391-5407.https://doi.org/10.1080/01431160903349057 <https://doi.org/10.1080/01431160903349057> Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI Bégué, Agnès Lebourgeois, Valentine Bappel, Eric Todoroff, Pierre Pellegrino, Anne Baillarin, Florence Siegmund, Bertrand eng 2010 International Journal of Remote Sensing F01 - Culture des plantes F62 - Physiologie végétale - Croissance et développement U30 - Méthodes de recherche U10 - Informatique, mathématiques et statistiques Saccharum officinarum rendement des cultures indice de surface foliaire télédétection image spot http://aims.fao.org/aos/agrovoc/c_6727 http://aims.fao.org/aos/agrovoc/c_10176 http://aims.fao.org/aos/agrovoc/c_35196 http://aims.fao.org/aos/agrovoc/c_6498 http://aims.fao.org/aos/agrovoc/c_16343 La Réunion Antilles françaises Guadeloupe France http://aims.fao.org/aos/agrovoc/c_6543 http://aims.fao.org/aos/agrovoc/c_36645 http://aims.fao.org/aos/agrovoc/c_3406 http://aims.fao.org/aos/agrovoc/c_3081 Sugarcane is a semi-perennial grass whose cultivation is characterized by an extended harvest season lasting several months leading to very high spatio-temporal variability of the crop development and radiometry. The objective of this paper is to understand this variability in order to propose appropriate spectral indicators for yield forecast. To do this, we used ground observations and Satellite Pour l'Observation de la Terre (SPOT4) and SPOT5 time series acquired monthly over a 2-year period over Reunion Island and Guadeloupe (French West Indies). We showed that variations in the Normalized Difference Vegetation Index (NDVI) of sugarcane at the field scale are the result of the interaction between the sugarcane crop calendar and plant phenology in a given climatic environment. We linked these variations to crop variables measured in the field (leaf area index and leaf colour), and derived simple, appropriate NDVI-based indicators of sugarcane yield components at the field scale (cane yield and sugar content). For biomass forecast, the best correlation (R2 = 0.78) was obtained with images acquired about 2 months before the harvest season, when all the fields are fully developed but before the maturation stage. For sugar content, a polynomial relationship (R2 = 0.75) was observed between the field NDVI acquired during the maturation stage and sugar content in the stalk. article info:eu-repo/semantics/article Journal Article info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/558072/1/document_558072.pdf application/pdf Cirad license info:eu-repo/semantics/restrictedAccess https://agritrop.cirad.fr/mention_legale.html https://doi.org/10.1080/01431160903349057 10.1080/01431160903349057 info:eu-repo/semantics/altIdentifier/doi/10.1080/01431160903349057 info:eu-repo/semantics/altIdentifier/purl/https://doi.org/10.1080/01431160903349057
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic F01 - Culture des plantes
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
U10 - Informatique, mathématiques et statistiques
Saccharum officinarum
rendement des cultures
indice de surface foliaire
télédétection
image spot
http://aims.fao.org/aos/agrovoc/c_6727
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_16343
http://aims.fao.org/aos/agrovoc/c_6543
http://aims.fao.org/aos/agrovoc/c_36645
http://aims.fao.org/aos/agrovoc/c_3406
http://aims.fao.org/aos/agrovoc/c_3081
F01 - Culture des plantes
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
U10 - Informatique, mathématiques et statistiques
Saccharum officinarum
rendement des cultures
indice de surface foliaire
télédétection
image spot
http://aims.fao.org/aos/agrovoc/c_6727
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_16343
http://aims.fao.org/aos/agrovoc/c_6543
http://aims.fao.org/aos/agrovoc/c_36645
http://aims.fao.org/aos/agrovoc/c_3406
http://aims.fao.org/aos/agrovoc/c_3081
spellingShingle F01 - Culture des plantes
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
U10 - Informatique, mathématiques et statistiques
Saccharum officinarum
rendement des cultures
indice de surface foliaire
télédétection
image spot
http://aims.fao.org/aos/agrovoc/c_6727
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_16343
http://aims.fao.org/aos/agrovoc/c_6543
http://aims.fao.org/aos/agrovoc/c_36645
http://aims.fao.org/aos/agrovoc/c_3406
http://aims.fao.org/aos/agrovoc/c_3081
F01 - Culture des plantes
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
U10 - Informatique, mathématiques et statistiques
Saccharum officinarum
rendement des cultures
indice de surface foliaire
télédétection
image spot
http://aims.fao.org/aos/agrovoc/c_6727
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_16343
http://aims.fao.org/aos/agrovoc/c_6543
http://aims.fao.org/aos/agrovoc/c_36645
http://aims.fao.org/aos/agrovoc/c_3406
http://aims.fao.org/aos/agrovoc/c_3081
Bégué, Agnès
Lebourgeois, Valentine
Bappel, Eric
Todoroff, Pierre
Pellegrino, Anne
Baillarin, Florence
Siegmund, Bertrand
Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI
description Sugarcane is a semi-perennial grass whose cultivation is characterized by an extended harvest season lasting several months leading to very high spatio-temporal variability of the crop development and radiometry. The objective of this paper is to understand this variability in order to propose appropriate spectral indicators for yield forecast. To do this, we used ground observations and Satellite Pour l'Observation de la Terre (SPOT4) and SPOT5 time series acquired monthly over a 2-year period over Reunion Island and Guadeloupe (French West Indies). We showed that variations in the Normalized Difference Vegetation Index (NDVI) of sugarcane at the field scale are the result of the interaction between the sugarcane crop calendar and plant phenology in a given climatic environment. We linked these variations to crop variables measured in the field (leaf area index and leaf colour), and derived simple, appropriate NDVI-based indicators of sugarcane yield components at the field scale (cane yield and sugar content). For biomass forecast, the best correlation (R2 = 0.78) was obtained with images acquired about 2 months before the harvest season, when all the fields are fully developed but before the maturation stage. For sugar content, a polynomial relationship (R2 = 0.75) was observed between the field NDVI acquired during the maturation stage and sugar content in the stalk.
format article
topic_facet F01 - Culture des plantes
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
U10 - Informatique, mathématiques et statistiques
Saccharum officinarum
rendement des cultures
indice de surface foliaire
télédétection
image spot
http://aims.fao.org/aos/agrovoc/c_6727
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_16343
http://aims.fao.org/aos/agrovoc/c_6543
http://aims.fao.org/aos/agrovoc/c_36645
http://aims.fao.org/aos/agrovoc/c_3406
http://aims.fao.org/aos/agrovoc/c_3081
author Bégué, Agnès
Lebourgeois, Valentine
Bappel, Eric
Todoroff, Pierre
Pellegrino, Anne
Baillarin, Florence
Siegmund, Bertrand
author_facet Bégué, Agnès
Lebourgeois, Valentine
Bappel, Eric
Todoroff, Pierre
Pellegrino, Anne
Baillarin, Florence
Siegmund, Bertrand
author_sort Bégué, Agnès
title Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI
title_short Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI
title_full Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI
title_fullStr Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI
title_full_unstemmed Spatio-temporal variability of sugarcane fields and recommendations for yield forecast using NDVI
title_sort spatio-temporal variability of sugarcane fields and recommendations for yield forecast using ndvi
url http://agritrop.cirad.fr/558072/
http://agritrop.cirad.fr/558072/1/document_558072.pdf
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