The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers

Bibliographic Details
Main Author: PACA, Victor Hugo da Motta
Publication Date: 2019
Other Authors: ESPINOZA-DÁVALOS, Gonzalo E., HESSELS, Tim M., MOREIRA, Daniel Medeiros, COMAIR, Georges F., BASTIAANSSEN, Wim G. M.
Format: Article
Language: eng
Source: Repositório Institucional de Geociências - RIGEO
dARK ID: ark:/79692/001300000kcmd
Download full: https://rigeo.sgb.gov.br/handle/doc/20921
https://doi.org/10.1186/s13717-019-0158-8
Summary: Actual evapotranspiration (ET) is a major component of the water balance. While several international flux measurement programs have been executed in the tropical rain forest of the Amazon, those measurements represent the evaporative process at a few selected sites only. The aim of this study is to obtain the spatial distribution of ET, using remote sensing techniques, across the entire Amazon River Basin. Results from six global ET products based on remote sensing techniques (GLEAM, SEBS, ALEXI, CMRSET, MOD16, and SSEBop) were merged to obtain an ensemble prediction of the ET rates for the complex and in-accessible environment of the Amazon at a spatial resolution of 250 m. The study shows that the basin-wide average ET is 1316 mm/year with a standard deviation of 192 mm/year. This new ET-Amazon product was validated against seven different historic flux tower measurements. The energy balance closure of the in situ measurements varied between 86 and 116%. Only months with more than 70% completeness of in situ measurements were considered for validation. Different procedures for closure correction were included in the analyses. The correlation between measured and remotely sensed ET is good (R2 > 0.97 for consecutive periods of 2 to 12 months), and the bias correction is negligible for the energy balance residual method, which seemed most favorable. Monthly ET values have more uncertainty. The monthly RMSE values vary between 7.4 and 27.8 mm/month (the average RMSE is 22.2 mm/month), and the coefficient of determination (R2) varies between 0.48 and 0.87 (the average R2 is 0.53). The ET from the water balance is 1380 mm/year, being − 64 mm/year difference and 4.6% less than ET derived from the water balance. The evaporation from the Amazon basin inside Brazil is 5063 km3/year, followed by Peru with 1165 km3/year. ET-Amazon shows more spatial details and accuracy than alternative global ET products such as LandFlux-EVAL, Model Tree Ensemble (MTE), and WACMOS-ET. This justifies the development of new regional ET products.
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spelling The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towersEVAPOTRANSPIRAÇÃORIO AMAZONASAMAZÔNIATORRES DE FLUXOEVAPOTRANSPIRATIONAMAZON RIVER BASINET - AMAZON PRODUTCTFLUX TOWERS MEASUREMENTSActual evapotranspiration (ET) is a major component of the water balance. While several international flux measurement programs have been executed in the tropical rain forest of the Amazon, those measurements represent the evaporative process at a few selected sites only. The aim of this study is to obtain the spatial distribution of ET, using remote sensing techniques, across the entire Amazon River Basin. Results from six global ET products based on remote sensing techniques (GLEAM, SEBS, ALEXI, CMRSET, MOD16, and SSEBop) were merged to obtain an ensemble prediction of the ET rates for the complex and in-accessible environment of the Amazon at a spatial resolution of 250 m. The study shows that the basin-wide average ET is 1316 mm/year with a standard deviation of 192 mm/year. This new ET-Amazon product was validated against seven different historic flux tower measurements. The energy balance closure of the in situ measurements varied between 86 and 116%. Only months with more than 70% completeness of in situ measurements were considered for validation. Different procedures for closure correction were included in the analyses. The correlation between measured and remotely sensed ET is good (R2 > 0.97 for consecutive periods of 2 to 12 months), and the bias correction is negligible for the energy balance residual method, which seemed most favorable. Monthly ET values have more uncertainty. The monthly RMSE values vary between 7.4 and 27.8 mm/month (the average RMSE is 22.2 mm/month), and the coefficient of determination (R2) varies between 0.48 and 0.87 (the average R2 is 0.53). The ET from the water balance is 1380 mm/year, being − 64 mm/year difference and 4.6% less than ET derived from the water balance. The evaporation from the Amazon basin inside Brazil is 5063 km3/year, followed by Peru with 1165 km3/year. ET-Amazon shows more spatial details and accuracy than alternative global ET products such as LandFlux-EVAL, Model Tree Ensemble (MTE), and WACMOS-ET. This justifies the development of new regional ET products.SpringerOpen2019-04-16T13:17:32Z2019-04-16T13:17:32Z2019-02-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfPACA, V. H. M. et al. The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers. Ecological Processes, v. 8, n. 6, p. 1-20, 2019.2192-1709 (electronic)https://rigeo.sgb.gov.br/handle/doc/20921https://doi.org/10.1186/s13717-019-0158-8ark:/79692/001300000kcmdengPACA, Victor Hugo da MottaESPINOZA-DÁVALOS, Gonzalo E.HESSELS, Tim M.MOREIRA, Daniel MedeirosCOMAIR, Georges F.BASTIAANSSEN, Wim G. M.info:eu-repo/semantics/openAccessreponame:Repositório Institucional de Geociências - RIGEOinstname:Companhia de Pesquisa de Recursos Minerais (CPRM)instacron:CPRM2025-04-16T12:18:53Zoai:rigeo.sgb.gov.br:doc/20921Repositório InstitucionalONGhttps://rigeo.sgb.gov.br/oai/requestrigeo@sgb.gov.bropendoar:43362025-04-16T12:18:53Repositório Institucional de Geociências - RIGEO - Companhia de Pesquisa de Recursos Minerais (CPRM)false
dc.title.none.fl_str_mv The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers
title The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers
spellingShingle The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers
PACA, Victor Hugo da Motta
EVAPOTRANSPIRAÇÃO
RIO AMAZONAS
AMAZÔNIA
TORRES DE FLUXO
EVAPOTRANSPIRATION
AMAZON RIVER BASIN
ET - AMAZON PRODUTCT
FLUX TOWERS MEASUREMENTS
title_short The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers
title_full The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers
title_fullStr The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers
title_full_unstemmed The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers
title_sort The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers
author PACA, Victor Hugo da Motta
author_facet PACA, Victor Hugo da Motta
ESPINOZA-DÁVALOS, Gonzalo E.
HESSELS, Tim M.
MOREIRA, Daniel Medeiros
COMAIR, Georges F.
BASTIAANSSEN, Wim G. M.
author_role author
author2 ESPINOZA-DÁVALOS, Gonzalo E.
HESSELS, Tim M.
MOREIRA, Daniel Medeiros
COMAIR, Georges F.
BASTIAANSSEN, Wim G. M.
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv PACA, Victor Hugo da Motta
ESPINOZA-DÁVALOS, Gonzalo E.
HESSELS, Tim M.
MOREIRA, Daniel Medeiros
COMAIR, Georges F.
BASTIAANSSEN, Wim G. M.
dc.subject.por.fl_str_mv EVAPOTRANSPIRAÇÃO
RIO AMAZONAS
AMAZÔNIA
TORRES DE FLUXO
EVAPOTRANSPIRATION
AMAZON RIVER BASIN
ET - AMAZON PRODUTCT
FLUX TOWERS MEASUREMENTS
topic EVAPOTRANSPIRAÇÃO
RIO AMAZONAS
AMAZÔNIA
TORRES DE FLUXO
EVAPOTRANSPIRATION
AMAZON RIVER BASIN
ET - AMAZON PRODUTCT
FLUX TOWERS MEASUREMENTS
description Actual evapotranspiration (ET) is a major component of the water balance. While several international flux measurement programs have been executed in the tropical rain forest of the Amazon, those measurements represent the evaporative process at a few selected sites only. The aim of this study is to obtain the spatial distribution of ET, using remote sensing techniques, across the entire Amazon River Basin. Results from six global ET products based on remote sensing techniques (GLEAM, SEBS, ALEXI, CMRSET, MOD16, and SSEBop) were merged to obtain an ensemble prediction of the ET rates for the complex and in-accessible environment of the Amazon at a spatial resolution of 250 m. The study shows that the basin-wide average ET is 1316 mm/year with a standard deviation of 192 mm/year. This new ET-Amazon product was validated against seven different historic flux tower measurements. The energy balance closure of the in situ measurements varied between 86 and 116%. Only months with more than 70% completeness of in situ measurements were considered for validation. Different procedures for closure correction were included in the analyses. The correlation between measured and remotely sensed ET is good (R2 > 0.97 for consecutive periods of 2 to 12 months), and the bias correction is negligible for the energy balance residual method, which seemed most favorable. Monthly ET values have more uncertainty. The monthly RMSE values vary between 7.4 and 27.8 mm/month (the average RMSE is 22.2 mm/month), and the coefficient of determination (R2) varies between 0.48 and 0.87 (the average R2 is 0.53). The ET from the water balance is 1380 mm/year, being − 64 mm/year difference and 4.6% less than ET derived from the water balance. The evaporation from the Amazon basin inside Brazil is 5063 km3/year, followed by Peru with 1165 km3/year. ET-Amazon shows more spatial details and accuracy than alternative global ET products such as LandFlux-EVAL, Model Tree Ensemble (MTE), and WACMOS-ET. This justifies the development of new regional ET products.
publishDate 2019
dc.date.none.fl_str_mv 2019-04-16T13:17:32Z
2019-04-16T13:17:32Z
2019-02-15
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv PACA, V. H. M. et al. The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers. Ecological Processes, v. 8, n. 6, p. 1-20, 2019.
2192-1709 (electronic)
https://rigeo.sgb.gov.br/handle/doc/20921
https://doi.org/10.1186/s13717-019-0158-8
dc.identifier.dark.fl_str_mv ark:/79692/001300000kcmd
identifier_str_mv PACA, V. H. M. et al. The spatial variability of actual evapotranspiration across the Amazon River Basin based on remote sensing products validated with flux towers. Ecological Processes, v. 8, n. 6, p. 1-20, 2019.
2192-1709 (electronic)
ark:/79692/001300000kcmd
url https://rigeo.sgb.gov.br/handle/doc/20921
https://doi.org/10.1186/s13717-019-0158-8
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv SpringerOpen
publisher.none.fl_str_mv SpringerOpen
dc.source.none.fl_str_mv reponame:Repositório Institucional de Geociências - RIGEO
instname:Companhia de Pesquisa de Recursos Minerais (CPRM)
instacron:CPRM
instname_str Companhia de Pesquisa de Recursos Minerais (CPRM)
instacron_str CPRM
institution CPRM
reponame_str Repositório Institucional de Geociências - RIGEO
collection Repositório Institucional de Geociências - RIGEO
repository.name.fl_str_mv Repositório Institucional de Geociências - RIGEO - Companhia de Pesquisa de Recursos Minerais (CPRM)
repository.mail.fl_str_mv rigeo@sgb.gov.br
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