Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution

Bibliographic Details
Main Author: Pourrahmati, Manizheh Rajab
Publication Date: 2024
Other Authors: Le Maire, Guerric, Baghdadi, Nicolas, Scolforo, Henrique Ferraco, Alcarde Alvares, Clayton [UNESP], Stape, Jose Luiz [UNESP], Fayad, Ibrahim
Format: Conference object
Language: eng
Source: Repositório Institucional da UNESP
Download full: http://dx.doi.org/10.1109/IGARSS53475.2024.10640828
https://hdl.handle.net/11449/306257
Summary: This study explores the impact of Eucalyptus plantation characteristics and environmental factors on GEDI returned energy distribution. Random Forest (RF) regression was used to analyze the effect of a diverse parcel-scale Eucalyptus plantation characteristics including trees height, planting density, soil properties, understorey presence, environmental conditions and NDVI generated from Sentinel-2 as a proxy of leaf area index on the GEDI relative heights (RHn). According to the findings, as the vertical distance from the ground increases (from RH5 to RH100), the most important variable explaining a given relative height changes from NDVIto Volume. Moreover, at higher quantiles of the returned energy, the behavior of the GEDI metrics becomes more dependent on a narrower set of forest and environmental characteristics. However, at low RH values, the interplay of complex canopy structures and environmental factors necessitates a combination of features to explain the observed variations.
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spelling Influence of Forest Plantation Characteristics on GEDI Returned Energy DistributionEucalyptus plantationGEDI metricsRandom forestThis study explores the impact of Eucalyptus plantation characteristics and environmental factors on GEDI returned energy distribution. Random Forest (RF) regression was used to analyze the effect of a diverse parcel-scale Eucalyptus plantation characteristics including trees height, planting density, soil properties, understorey presence, environmental conditions and NDVI generated from Sentinel-2 as a proxy of leaf area index on the GEDI relative heights (RHn). According to the findings, as the vertical distance from the ground increases (from RH5 to RH100), the most important variable explaining a given relative height changes from NDVIto Volume. Moreover, at higher quantiles of the returned energy, the behavior of the GEDI metrics becomes more dependent on a narrower set of forest and environmental characteristics. However, at low RH values, the interplay of complex canopy structures and environmental factors necessitates a combination of features to explain the observed variations.University of Montpellier Inrae Umr TetisCirad Umr Eco&SolsUniv Montpellier Cirad Inra Ird Institut Agro Eco&SolsSuzano Sa, Estrada Limeira, 391, SPSao Paulo State University (UNESP) Forest ScienceKayrros SasLSCE/IPSL CEA-CNRS9 Uvsq Laboratoire des Sciences du Climat et de l'EnvironnementSao Paulo State University (UNESP) Forest ScienceUmr TetisUmr Eco&SolsEco&SolsSuzano SaUniversidade Estadual Paulista (UNESP)Kayrros SasLaboratoire des Sciences du Climat et de l'EnvironnementPourrahmati, Manizheh RajabLe Maire, GuerricBaghdadi, NicolasScolforo, Henrique FerracoAlcarde Alvares, Clayton [UNESP]Stape, Jose Luiz [UNESP]Fayad, Ibrahim2025-04-29T20:05:46Z2024-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject4531-4534http://dx.doi.org/10.1109/IGARSS53475.2024.10640828International Geoscience and Remote Sensing Symposium (IGARSS), p. 4531-4534.https://hdl.handle.net/11449/30625710.1109/IGARSS53475.2024.106408282-s2.0-85204889099Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengInternational Geoscience and Remote Sensing Symposium (IGARSS)info:eu-repo/semantics/openAccess2025-04-30T13:57:23Zoai:repositorio.unesp.br:11449/306257Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestrepositoriounesp@unesp.bropendoar:29462025-04-30T13:57:23Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
title Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
spellingShingle Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
Pourrahmati, Manizheh Rajab
Eucalyptus plantation
GEDI metrics
Random forest
title_short Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
title_full Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
title_fullStr Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
title_full_unstemmed Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
title_sort Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
author Pourrahmati, Manizheh Rajab
author_facet Pourrahmati, Manizheh Rajab
Le Maire, Guerric
Baghdadi, Nicolas
Scolforo, Henrique Ferraco
Alcarde Alvares, Clayton [UNESP]
Stape, Jose Luiz [UNESP]
Fayad, Ibrahim
author_role author
author2 Le Maire, Guerric
Baghdadi, Nicolas
Scolforo, Henrique Ferraco
Alcarde Alvares, Clayton [UNESP]
Stape, Jose Luiz [UNESP]
Fayad, Ibrahim
author2_role author
author
author
author
author
author
dc.contributor.none.fl_str_mv Umr Tetis
Umr Eco&Sols
Eco&Sols
Suzano Sa
Universidade Estadual Paulista (UNESP)
Kayrros Sas
Laboratoire des Sciences du Climat et de l'Environnement
dc.contributor.author.fl_str_mv Pourrahmati, Manizheh Rajab
Le Maire, Guerric
Baghdadi, Nicolas
Scolforo, Henrique Ferraco
Alcarde Alvares, Clayton [UNESP]
Stape, Jose Luiz [UNESP]
Fayad, Ibrahim
dc.subject.por.fl_str_mv Eucalyptus plantation
GEDI metrics
Random forest
topic Eucalyptus plantation
GEDI metrics
Random forest
description This study explores the impact of Eucalyptus plantation characteristics and environmental factors on GEDI returned energy distribution. Random Forest (RF) regression was used to analyze the effect of a diverse parcel-scale Eucalyptus plantation characteristics including trees height, planting density, soil properties, understorey presence, environmental conditions and NDVI generated from Sentinel-2 as a proxy of leaf area index on the GEDI relative heights (RHn). According to the findings, as the vertical distance from the ground increases (from RH5 to RH100), the most important variable explaining a given relative height changes from NDVIto Volume. Moreover, at higher quantiles of the returned energy, the behavior of the GEDI metrics becomes more dependent on a narrower set of forest and environmental characteristics. However, at low RH values, the interplay of complex canopy structures and environmental factors necessitates a combination of features to explain the observed variations.
publishDate 2024
dc.date.none.fl_str_mv 2024-01-01
2025-04-29T20:05:46Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1109/IGARSS53475.2024.10640828
International Geoscience and Remote Sensing Symposium (IGARSS), p. 4531-4534.
https://hdl.handle.net/11449/306257
10.1109/IGARSS53475.2024.10640828
2-s2.0-85204889099
url http://dx.doi.org/10.1109/IGARSS53475.2024.10640828
https://hdl.handle.net/11449/306257
identifier_str_mv International Geoscience and Remote Sensing Symposium (IGARSS), p. 4531-4534.
10.1109/IGARSS53475.2024.10640828
2-s2.0-85204889099
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv International Geoscience and Remote Sensing Symposium (IGARSS)
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 4531-4534
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv repositoriounesp@unesp.br
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