Airborne laser scanning for terrain modeling in the Amazon forest

Detalhes bibliográficos
Autor(a) principal: ANDRADE,Mariana Silva
Data de Publicação: 2018
Outros Autores: GORGENS,Eric Bastos, REIS,Cristiano Rodrigues, CANTINHO,Roberta Zecchini, ASSIS,Mauro, SATO,Luciane, OMETTO,Jean Pierre Henry Balbaud
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Acta Amazonica
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672018000400271
Resumo: ABSTRACT Very few studies have been devoted to understanding the digital terrain model (DTM) creation for Amazon forests. DTM has a special and important role when airborne laser scanning is used to estimate vegetation biomass. We examined the influence of pulse density, spatial resolution, filter algorithms, vegetation density and slope on the DTM quality. Three Amazonian forested areas were surveyed with airborne laser scanning, and each original point cloud was reduced targeting to 20, 15, 10, 8, 6, 4, 2, 1, 0.75, 0.5 and 0.25 pulses per square meter based on a random resampling process. The DTM from resampled clouds was compared with the reference DTM produced from the original LiDAR data by calculating the deviation pixel by pixel and summarizing it through the root mean square error (RMSE). The DTM from resampled clouds were also evaluated considering the level of agreement with the reference DTM. Our study showed a clear trade-off between the return density and the horizontal resolution. Higher forest canopy density demanded higher return density or lower DTM resolution.
id INPA-3_aaeefc7ca7fd662d5c002863910373fb
oai_identifier_str oai:scielo:S0044-59672018000400271
network_acronym_str INPA-3
network_name_str Acta Amazonica
repository_id_str
spelling Airborne laser scanning for terrain modeling in the Amazon forestground filterairborne LiDARdigital terrain modelDTMALSABSTRACT Very few studies have been devoted to understanding the digital terrain model (DTM) creation for Amazon forests. DTM has a special and important role when airborne laser scanning is used to estimate vegetation biomass. We examined the influence of pulse density, spatial resolution, filter algorithms, vegetation density and slope on the DTM quality. Three Amazonian forested areas were surveyed with airborne laser scanning, and each original point cloud was reduced targeting to 20, 15, 10, 8, 6, 4, 2, 1, 0.75, 0.5 and 0.25 pulses per square meter based on a random resampling process. The DTM from resampled clouds was compared with the reference DTM produced from the original LiDAR data by calculating the deviation pixel by pixel and summarizing it through the root mean square error (RMSE). The DTM from resampled clouds were also evaluated considering the level of agreement with the reference DTM. Our study showed a clear trade-off between the return density and the horizontal resolution. Higher forest canopy density demanded higher return density or lower DTM resolution.Instituto Nacional de Pesquisas da Amazônia2018-12-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672018000400271Acta Amazonica v.48 n.4 2018reponame:Acta Amazonicainstname:Instituto Nacional de Pesquisas da Amazônia (INPA)instacron:INPA10.1590/1809-4392201800132info:eu-repo/semantics/openAccessANDRADE,Mariana SilvaGORGENS,Eric BastosREIS,Cristiano RodriguesCANTINHO,Roberta ZecchiniASSIS,MauroSATO,LucianeOMETTO,Jean Pierre Henry Balbaudeng2018-10-25T00:00:00Zoai:scielo:S0044-59672018000400271Revistahttps://acta.inpa.gov.br/PUBhttps://old.scielo.br/oai/scielo-oai.phpacta@inpa.gov.br||acta@inpa.gov.br1809-43920044-5967opendoar:2018-10-25T00:00Acta Amazonica - Instituto Nacional de Pesquisas da Amazônia (INPA)false
dc.title.none.fl_str_mv Airborne laser scanning for terrain modeling in the Amazon forest
title Airborne laser scanning for terrain modeling in the Amazon forest
spellingShingle Airborne laser scanning for terrain modeling in the Amazon forest
ANDRADE,Mariana Silva
ground filter
airborne LiDAR
digital terrain model
DTM
ALS
title_short Airborne laser scanning for terrain modeling in the Amazon forest
title_full Airborne laser scanning for terrain modeling in the Amazon forest
title_fullStr Airborne laser scanning for terrain modeling in the Amazon forest
title_full_unstemmed Airborne laser scanning for terrain modeling in the Amazon forest
title_sort Airborne laser scanning for terrain modeling in the Amazon forest
author ANDRADE,Mariana Silva
author_facet ANDRADE,Mariana Silva
GORGENS,Eric Bastos
REIS,Cristiano Rodrigues
CANTINHO,Roberta Zecchini
ASSIS,Mauro
SATO,Luciane
OMETTO,Jean Pierre Henry Balbaud
author_role author
author2 GORGENS,Eric Bastos
REIS,Cristiano Rodrigues
CANTINHO,Roberta Zecchini
ASSIS,Mauro
SATO,Luciane
OMETTO,Jean Pierre Henry Balbaud
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv ANDRADE,Mariana Silva
GORGENS,Eric Bastos
REIS,Cristiano Rodrigues
CANTINHO,Roberta Zecchini
ASSIS,Mauro
SATO,Luciane
OMETTO,Jean Pierre Henry Balbaud
dc.subject.por.fl_str_mv ground filter
airborne LiDAR
digital terrain model
DTM
ALS
topic ground filter
airborne LiDAR
digital terrain model
DTM
ALS
description ABSTRACT Very few studies have been devoted to understanding the digital terrain model (DTM) creation for Amazon forests. DTM has a special and important role when airborne laser scanning is used to estimate vegetation biomass. We examined the influence of pulse density, spatial resolution, filter algorithms, vegetation density and slope on the DTM quality. Three Amazonian forested areas were surveyed with airborne laser scanning, and each original point cloud was reduced targeting to 20, 15, 10, 8, 6, 4, 2, 1, 0.75, 0.5 and 0.25 pulses per square meter based on a random resampling process. The DTM from resampled clouds was compared with the reference DTM produced from the original LiDAR data by calculating the deviation pixel by pixel and summarizing it through the root mean square error (RMSE). The DTM from resampled clouds were also evaluated considering the level of agreement with the reference DTM. Our study showed a clear trade-off between the return density and the horizontal resolution. Higher forest canopy density demanded higher return density or lower DTM resolution.
publishDate 2018
dc.date.none.fl_str_mv 2018-12-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672018000400271
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0044-59672018000400271
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/1809-4392201800132
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Instituto Nacional de Pesquisas da Amazônia
publisher.none.fl_str_mv Instituto Nacional de Pesquisas da Amazônia
dc.source.none.fl_str_mv Acta Amazonica v.48 n.4 2018
reponame:Acta Amazonica
instname:Instituto Nacional de Pesquisas da Amazônia (INPA)
instacron:INPA
instname_str Instituto Nacional de Pesquisas da Amazônia (INPA)
instacron_str INPA
institution INPA
reponame_str Acta Amazonica
collection Acta Amazonica
repository.name.fl_str_mv Acta Amazonica - Instituto Nacional de Pesquisas da Amazônia (INPA)
repository.mail.fl_str_mv acta@inpa.gov.br||acta@inpa.gov.br
_version_ 1752129840823140352