Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations

The leaf area index (LAI) is a key characteristic of forest ecosystems. Estimations of LAI from satellite images generally rely on spectral vegetation indices (SVIs) or radiative transfer model (RTM) inversions. We have developed a new and precise method suitable for practical application, consisting of building a species-specific SVI that is best-suited to both sensor and vegetation characteristics. Such an SVI requires calibration on a large number of representative vegetation conditions. We developed a two-step approach: (1) estimation of LAI on a subset of satellite data through RTM inversion; and (2) the calibration of a vegetation index on these estimated LAI. We applied this methodology to Eucalyptus plantations which have highly variable LAI in time and space. Previous results showed that an RTM inversion of Moderate Resolution Imaging Spectroradiometer (MODIS) near-infrared and red reflectance allowed good retrieval performance (R2 = 0.80, RMSE = 0.41), but was computationally difficult. Here, the RTM results were used to calibrate a dedicated vegetation index (called "EucVI") which gave similar LAI retrieval results but in a simpler way. The R2 of the regression between measured and EucVI-simulated LAI values on a validation dataset was 0.68, and the RMSE was 0.49. The additional use of stand age and day of year in the SVI equation slightly increased the performance of the index (R2 = 0.77 and RMSE = 0.41). This simple index opens the way to an easily applicable retrieval of Eucalyptus LAI from MODIS data, which could be used in an operational way.

Saved in:
Bibliographic Details
Main Authors: Le Maire, Guerric, Marsden, Claire, Nouvellon, Yann, Stape, Jose Luiz, Ponzoni, Flávio Jorge
Format: article biblioteca
Language:eng
Subjects:F40 - Écologie végétale, F62 - Physiologie végétale - Croissance et développement, U30 - Méthodes de recherche, K10 - Production forestière, U10 - Informatique, mathématiques et statistiques, Eucalyptus, plantations, indice de surface foliaire, méthodologie, télédétection, spectrométrie, réflectométrie, modélisation environnementale, mesure (activité), âge, variation saisonnière, spectroscopie infrarouge, http://aims.fao.org/aos/agrovoc/c_2683, http://aims.fao.org/aos/agrovoc/c_5990, http://aims.fao.org/aos/agrovoc/c_35196, http://aims.fao.org/aos/agrovoc/c_12522, http://aims.fao.org/aos/agrovoc/c_6498, http://aims.fao.org/aos/agrovoc/c_7283, http://aims.fao.org/aos/agrovoc/c_36855, http://aims.fao.org/aos/agrovoc/c_9000056, http://aims.fao.org/aos/agrovoc/c_4668, http://aims.fao.org/aos/agrovoc/c_186, http://aims.fao.org/aos/agrovoc/c_24894, http://aims.fao.org/aos/agrovoc/c_28568,
Online Access:http://agritrop.cirad.fr/567128/
http://agritrop.cirad.fr/567128/1/document_567128.pdf
Tags: Add Tag
No Tags, Be the first to tag this record!
id dig-cirad-fr-567128
record_format koha
spelling dig-cirad-fr-5671282024-01-28T21:05:56Z http://agritrop.cirad.fr/567128/ http://agritrop.cirad.fr/567128/ Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations. Le Maire Guerric, Marsden Claire, Nouvellon Yann, Stape Jose Luiz, Ponzoni Flávio Jorge. 2012. Remote Sensing, 4 (2) : 3766-3780.https://doi.org/10.3390/rs4123766 <https://doi.org/10.3390/rs4123766> Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations Le Maire, Guerric Marsden, Claire Nouvellon, Yann Stape, Jose Luiz Ponzoni, Flávio Jorge eng 2012 Remote Sensing F40 - Écologie végétale F62 - Physiologie végétale - Croissance et développement U30 - Méthodes de recherche K10 - Production forestière U10 - Informatique, mathématiques et statistiques Eucalyptus plantations indice de surface foliaire méthodologie télédétection spectrométrie réflectométrie modélisation environnementale mesure (activité) âge variation saisonnière spectroscopie infrarouge http://aims.fao.org/aos/agrovoc/c_2683 http://aims.fao.org/aos/agrovoc/c_5990 http://aims.fao.org/aos/agrovoc/c_35196 http://aims.fao.org/aos/agrovoc/c_12522 http://aims.fao.org/aos/agrovoc/c_6498 http://aims.fao.org/aos/agrovoc/c_7283 http://aims.fao.org/aos/agrovoc/c_36855 http://aims.fao.org/aos/agrovoc/c_9000056 http://aims.fao.org/aos/agrovoc/c_4668 http://aims.fao.org/aos/agrovoc/c_186 http://aims.fao.org/aos/agrovoc/c_24894 http://aims.fao.org/aos/agrovoc/c_28568 The leaf area index (LAI) is a key characteristic of forest ecosystems. Estimations of LAI from satellite images generally rely on spectral vegetation indices (SVIs) or radiative transfer model (RTM) inversions. We have developed a new and precise method suitable for practical application, consisting of building a species-specific SVI that is best-suited to both sensor and vegetation characteristics. Such an SVI requires calibration on a large number of representative vegetation conditions. We developed a two-step approach: (1) estimation of LAI on a subset of satellite data through RTM inversion; and (2) the calibration of a vegetation index on these estimated LAI. We applied this methodology to Eucalyptus plantations which have highly variable LAI in time and space. Previous results showed that an RTM inversion of Moderate Resolution Imaging Spectroradiometer (MODIS) near-infrared and red reflectance allowed good retrieval performance (R2 = 0.80, RMSE = 0.41), but was computationally difficult. Here, the RTM results were used to calibrate a dedicated vegetation index (called "EucVI") which gave similar LAI retrieval results but in a simpler way. The R2 of the regression between measured and EucVI-simulated LAI values on a validation dataset was 0.68, and the RMSE was 0.49. The additional use of stand age and day of year in the SVI equation slightly increased the performance of the index (R2 = 0.77 and RMSE = 0.41). This simple index opens the way to an easily applicable retrieval of Eucalyptus LAI from MODIS data, which could be used in an operational way. article info:eu-repo/semantics/article Journal Article info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/567128/1/document_567128.pdf application/pdf Cirad license info:eu-repo/semantics/openAccess https://agritrop.cirad.fr/mention_legale.html https://doi.org/10.3390/rs4123766 10.3390/rs4123766 info:eu-repo/semantics/altIdentifier/doi/10.3390/rs4123766 info:eu-repo/semantics/altIdentifier/purl/https://doi.org/10.3390/rs4123766
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 F40 - Écologie végétale
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
K10 - Production forestière
U10 - Informatique, mathématiques et statistiques
Eucalyptus
plantations
indice de surface foliaire
méthodologie
télédétection
spectrométrie
réflectométrie
modélisation environnementale
mesure (activité)
âge
variation saisonnière
spectroscopie infrarouge
http://aims.fao.org/aos/agrovoc/c_2683
http://aims.fao.org/aos/agrovoc/c_5990
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_12522
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_7283
http://aims.fao.org/aos/agrovoc/c_36855
http://aims.fao.org/aos/agrovoc/c_9000056
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_186
http://aims.fao.org/aos/agrovoc/c_24894
http://aims.fao.org/aos/agrovoc/c_28568
F40 - Écologie végétale
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
K10 - Production forestière
U10 - Informatique, mathématiques et statistiques
Eucalyptus
plantations
indice de surface foliaire
méthodologie
télédétection
spectrométrie
réflectométrie
modélisation environnementale
mesure (activité)
âge
variation saisonnière
spectroscopie infrarouge
http://aims.fao.org/aos/agrovoc/c_2683
http://aims.fao.org/aos/agrovoc/c_5990
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_12522
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_7283
http://aims.fao.org/aos/agrovoc/c_36855
http://aims.fao.org/aos/agrovoc/c_9000056
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_186
http://aims.fao.org/aos/agrovoc/c_24894
http://aims.fao.org/aos/agrovoc/c_28568
spellingShingle F40 - Écologie végétale
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
K10 - Production forestière
U10 - Informatique, mathématiques et statistiques
Eucalyptus
plantations
indice de surface foliaire
méthodologie
télédétection
spectrométrie
réflectométrie
modélisation environnementale
mesure (activité)
âge
variation saisonnière
spectroscopie infrarouge
http://aims.fao.org/aos/agrovoc/c_2683
http://aims.fao.org/aos/agrovoc/c_5990
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_12522
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_7283
http://aims.fao.org/aos/agrovoc/c_36855
http://aims.fao.org/aos/agrovoc/c_9000056
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_186
http://aims.fao.org/aos/agrovoc/c_24894
http://aims.fao.org/aos/agrovoc/c_28568
F40 - Écologie végétale
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
K10 - Production forestière
U10 - Informatique, mathématiques et statistiques
Eucalyptus
plantations
indice de surface foliaire
méthodologie
télédétection
spectrométrie
réflectométrie
modélisation environnementale
mesure (activité)
âge
variation saisonnière
spectroscopie infrarouge
http://aims.fao.org/aos/agrovoc/c_2683
http://aims.fao.org/aos/agrovoc/c_5990
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_12522
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_7283
http://aims.fao.org/aos/agrovoc/c_36855
http://aims.fao.org/aos/agrovoc/c_9000056
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_186
http://aims.fao.org/aos/agrovoc/c_24894
http://aims.fao.org/aos/agrovoc/c_28568
Le Maire, Guerric
Marsden, Claire
Nouvellon, Yann
Stape, Jose Luiz
Ponzoni, Flávio Jorge
Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations
description The leaf area index (LAI) is a key characteristic of forest ecosystems. Estimations of LAI from satellite images generally rely on spectral vegetation indices (SVIs) or radiative transfer model (RTM) inversions. We have developed a new and precise method suitable for practical application, consisting of building a species-specific SVI that is best-suited to both sensor and vegetation characteristics. Such an SVI requires calibration on a large number of representative vegetation conditions. We developed a two-step approach: (1) estimation of LAI on a subset of satellite data through RTM inversion; and (2) the calibration of a vegetation index on these estimated LAI. We applied this methodology to Eucalyptus plantations which have highly variable LAI in time and space. Previous results showed that an RTM inversion of Moderate Resolution Imaging Spectroradiometer (MODIS) near-infrared and red reflectance allowed good retrieval performance (R2 = 0.80, RMSE = 0.41), but was computationally difficult. Here, the RTM results were used to calibrate a dedicated vegetation index (called "EucVI") which gave similar LAI retrieval results but in a simpler way. The R2 of the regression between measured and EucVI-simulated LAI values on a validation dataset was 0.68, and the RMSE was 0.49. The additional use of stand age and day of year in the SVI equation slightly increased the performance of the index (R2 = 0.77 and RMSE = 0.41). This simple index opens the way to an easily applicable retrieval of Eucalyptus LAI from MODIS data, which could be used in an operational way.
format article
topic_facet F40 - Écologie végétale
F62 - Physiologie végétale - Croissance et développement
U30 - Méthodes de recherche
K10 - Production forestière
U10 - Informatique, mathématiques et statistiques
Eucalyptus
plantations
indice de surface foliaire
méthodologie
télédétection
spectrométrie
réflectométrie
modélisation environnementale
mesure (activité)
âge
variation saisonnière
spectroscopie infrarouge
http://aims.fao.org/aos/agrovoc/c_2683
http://aims.fao.org/aos/agrovoc/c_5990
http://aims.fao.org/aos/agrovoc/c_35196
http://aims.fao.org/aos/agrovoc/c_12522
http://aims.fao.org/aos/agrovoc/c_6498
http://aims.fao.org/aos/agrovoc/c_7283
http://aims.fao.org/aos/agrovoc/c_36855
http://aims.fao.org/aos/agrovoc/c_9000056
http://aims.fao.org/aos/agrovoc/c_4668
http://aims.fao.org/aos/agrovoc/c_186
http://aims.fao.org/aos/agrovoc/c_24894
http://aims.fao.org/aos/agrovoc/c_28568
author Le Maire, Guerric
Marsden, Claire
Nouvellon, Yann
Stape, Jose Luiz
Ponzoni, Flávio Jorge
author_facet Le Maire, Guerric
Marsden, Claire
Nouvellon, Yann
Stape, Jose Luiz
Ponzoni, Flávio Jorge
author_sort Le Maire, Guerric
title Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations
title_short Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations
title_full Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations
title_fullStr Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations
title_full_unstemmed Calibration of a species-specific spectral vegetation index for leaf Aaea index (LAI) monitoring: Example with MODIS Reflectance time-series on eucalyptus plantations
title_sort calibration of a species-specific spectral vegetation index for leaf aaea index (lai) monitoring: example with modis reflectance time-series on eucalyptus plantations
url http://agritrop.cirad.fr/567128/
http://agritrop.cirad.fr/567128/1/document_567128.pdf
work_keys_str_mv AT lemaireguerric calibrationofaspeciesspecificspectralvegetationindexforleafaaeaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
AT marsdenclaire calibrationofaspeciesspecificspectralvegetationindexforleafaaeaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
AT nouvellonyann calibrationofaspeciesspecificspectralvegetationindexforleafaaeaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
AT stapejoseluiz calibrationofaspeciesspecificspectralvegetationindexforleafaaeaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
AT ponzoniflaviojorge calibrationofaspeciesspecificspectralvegetationindexforleafaaeaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
_version_ 1792498372976836608