Influence of Forest Plantation Characteristics on GEDI Returned Energy Distribution
Main Author: | |
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Publication Date: | 2024 |
Other Authors: | , , , , , |
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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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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1834482478528593920 |