Calibration of a Species-Specific Spectral Vegetation Index for Leaf Area 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, consistin...

Full description

Bibliographic Details
Main Authors: Guerric le Maire, Claire Marsden, Yann Nouvellon, José-Luiz Stape, Flávio Jorge Ponzoni
Format: Article
Language:English
Published: MDPI AG 2012-11-01
Series:Remote Sensing
Subjects:
Online Access:http://www.mdpi.com/2072-4292/4/12/3766
id doaj-b80ca2bb94f14dce84c2ab53107ab30c
record_format Article
spelling doaj-b80ca2bb94f14dce84c2ab53107ab30c2020-11-25T01:06:41ZengMDPI AGRemote Sensing2072-42922012-11-014123766378010.3390/rs4123766Calibration of a Species-Specific Spectral Vegetation Index for Leaf Area Index (LAI) Monitoring: Example with MODIS Reflectance Time-Series on Eucalyptus PlantationsGuerric le MaireClaire MarsdenYann NouvellonJosé-Luiz StapeFlávio Jorge PonzoniThe 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.http://www.mdpi.com/2072-4292/4/12/3766remote sensingeucalyptEucVIMOD13Q1radiative transfer modelPROSAIL
collection DOAJ
language English
format Article
sources DOAJ
author Guerric le Maire
Claire Marsden
Yann Nouvellon
José-Luiz Stape
Flávio Jorge Ponzoni
spellingShingle Guerric le Maire
Claire Marsden
Yann Nouvellon
José-Luiz Stape
Flávio Jorge Ponzoni
Calibration of a Species-Specific Spectral Vegetation Index for Leaf Area Index (LAI) Monitoring: Example with MODIS Reflectance Time-Series on Eucalyptus Plantations
Remote Sensing
remote sensing
eucalypt
EucVI
MOD13Q1
radiative transfer model
PROSAIL
author_facet Guerric le Maire
Claire Marsden
Yann Nouvellon
José-Luiz Stape
Flávio Jorge Ponzoni
author_sort Guerric le Maire
title Calibration of a Species-Specific Spectral Vegetation Index for Leaf Area Index (LAI) Monitoring: Example with MODIS Reflectance Time-Series on Eucalyptus Plantations
title_short Calibration of a Species-Specific Spectral Vegetation Index for Leaf Area Index (LAI) Monitoring: Example with MODIS Reflectance Time-Series on Eucalyptus Plantations
title_full Calibration of a Species-Specific Spectral Vegetation Index for Leaf Area Index (LAI) Monitoring: Example with MODIS Reflectance Time-Series on Eucalyptus Plantations
title_fullStr Calibration of a Species-Specific Spectral Vegetation Index for Leaf Area 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 Area Index (LAI) Monitoring: Example with MODIS Reflectance Time-Series on Eucalyptus Plantations
title_sort calibration of a species-specific spectral vegetation index for leaf area index (lai) monitoring: example with modis reflectance time-series on eucalyptus plantations
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2012-11-01
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.
topic remote sensing
eucalypt
EucVI
MOD13Q1
radiative transfer model
PROSAIL
url http://www.mdpi.com/2072-4292/4/12/3766
work_keys_str_mv AT guerriclemaire calibrationofaspeciesspecificspectralvegetationindexforleafareaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
AT clairemarsden calibrationofaspeciesspecificspectralvegetationindexforleafareaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
AT yannnouvellon calibrationofaspeciesspecificspectralvegetationindexforleafareaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
AT joseluizstape calibrationofaspeciesspecificspectralvegetationindexforleafareaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
AT flaviojorgeponzoni calibrationofaspeciesspecificspectralvegetationindexforleafareaindexlaimonitoringexamplewithmodisreflectancetimeseriesoneucalyptusplantations
_version_ 1725188736567738368