Airborne laser scanning for terrain modeling in the Amazon forest
Autor(a) principal: | |
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Data de Publicação: | 2018 |
Outros Autores: | , , , , , |
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. |
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Acta Amazonica |
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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 |