Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite
Descripción del Articulo
In some regions of the world, like southern Ecuador, meteorological data are scarce or do not exist. However, the data from products estimated by satellite are an alternative in these places and, in remote areas, can be the sole source of information available. This study evaluated the precipitation...
Autores: | , , , , |
---|---|
Formato: | artículo |
Fecha de Publicación: | 2019 |
Institución: | Servicio Nacional de Meteorología e Hidrología del Perú |
Repositorio: | SENAMHI-Institucional |
Lenguaje: | inglés |
OAI Identifier: | oai:repositorio.senamhi.gob.pe:20.500.12542/73 |
Enlace del recurso: | http://repositorio.senamhi.gob.pe/handle/20.500.12542/73 |
Nivel de acceso: | acceso abierto |
Materia: | CEQUEAU CMORPH ERA-Interim Hydrological modelling PERSIANN-CDR TRMM-3B42 https://purl.org/pe-repo/ocde/ford#1.05.11 |
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dc.title.en_US.fl_str_mv |
Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite |
dc.title.alternative.en_US.fl_str_mv |
Modelado de caudales diarios en una cuenca del sur del Ecuador con precipitación y temperatura estimadas por satélite |
title |
Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite |
spellingShingle |
Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite Balcázar, L. CEQUEAU CMORPH ERA-Interim Hydrological modelling PERSIANN-CDR TRMM-3B42 https://purl.org/pe-repo/ocde/ford#1.05.11 |
title_short |
Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite |
title_full |
Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite |
title_fullStr |
Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite |
title_full_unstemmed |
Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite |
title_sort |
Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satellite |
author |
Balcázar, L. |
author_facet |
Balcázar, L. Bâ, K.M. Díaz-Delgado, C. Quentin, E. Minga-León, S. |
author_role |
author |
author2 |
Bâ, K.M. Díaz-Delgado, C. Quentin, E. Minga-León, S. |
author2_role |
author author author author |
dc.contributor.author.fl_str_mv |
Balcázar, L. Bâ, K.M. Díaz-Delgado, C. Quentin, E. Minga-León, S. |
dc.subject.en_US.fl_str_mv |
CEQUEAU CMORPH ERA-Interim Hydrological modelling PERSIANN-CDR TRMM-3B42 |
topic |
CEQUEAU CMORPH ERA-Interim Hydrological modelling PERSIANN-CDR TRMM-3B42 https://purl.org/pe-repo/ocde/ford#1.05.11 |
dc.subject.ocde.none.fl_str_mv |
https://purl.org/pe-repo/ocde/ford#1.05.11 |
description |
In some regions of the world, like southern Ecuador, meteorological data are scarce or do not exist. However, the data from products estimated by satellite are an alternative in these places and, in remote areas, can be the sole source of information available. This study evaluated the precipitation products CMORPH, PERSIANN-CDR and TRMM-3B42, and ERA-Interim temperature on the basin of the Catamayo River, located in southern Ecuador. CMORPH overestimates in average 50 % of the precipitation observed, while PERSIANN-CDR and TRMM-3B42 underestimate in average 20 and 10 %. Thus, the bias of the precipitation products was corrected with rain gauges. The CEQUEAU model was calibrated with the observed and estimated data (original and corrected) at 0.25°/~27 km of spatial resolution with the objective of modelling the daily discharges of the Catamayo River at Vicin station. The efficiency of the modelling was quantified with the following mathematical criteria: Nash-Sutcliffe efficiency coefficient (NSE), BIAS percentage (PBIAS) and coefficient of determination (r2). The results according to the NSE criterion, in the periods of calibration and validation, were 0.80 and 0.75 with the observed data, and with the satellite data (original): TRMM-3B42, 0.84 and 0.79, PERSIANN-CDR, 0.80 and 0.65, and CMORPH, 0.59 and 0.39. Correction of the bias of the estimated rainfall was positive when modelling with the CMORPH product and quite low with PERSIANN-CDR and TRMM-3B42. This study reveals the advantage of using satellite products to simulate the discharges in ungauged basins, in addition to using these data in their original spatial scale on the distributed hydrological models. |
publishDate |
2019 |
dc.date.accessioned.none.fl_str_mv |
2019-07-27T14:20:32Z |
dc.date.available.none.fl_str_mv |
2019-07-27T14:20:32Z |
dc.date.issued.fl_str_mv |
2019-05 |
dc.type.en_US.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
dc.identifier.issn.none.fl_str_mv |
1405-3195 |
dc.identifier.uri.none.fl_str_mv |
http://repositorio.senamhi.gob.pe/handle/20.500.12542/73 |
dc.identifier.isni.es_PE.fl_str_mv |
0000 0001 0746 0446 |
identifier_str_mv |
1405-3195 0000 0001 0746 0446 |
url |
http://repositorio.senamhi.gob.pe/handle/20.500.12542/73 |
dc.language.iso.en_US.fl_str_mv |
eng |
language |
eng |
dc.rights.es_PE.fl_str_mv |
info:eu-repo/semantics/openAccess |
dc.rights.*.fl_str_mv |
Attribution-NonCommercial-ShareAlike 3.0 United States |
dc.rights.uri.*.fl_str_mv |
http://creativecommons.org/licenses/by-nc-sa/3.0/us/ |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
Attribution-NonCommercial-ShareAlike 3.0 United States http://creativecommons.org/licenses/by-nc-sa/3.0/us/ |
dc.format.es_PE.fl_str_mv |
application/pdf |
dc.publisher.en_US.fl_str_mv |
Institución de Enseñanza e Investigación en Ciencias Agrícolas |
dc.source.es_PE.fl_str_mv |
Servicio Nacional de Meteorología e Hidrología del Perú Repositorio Institucional - SENAMHI |
dc.source.none.fl_str_mv |
reponame:SENAMHI-Institucional instname:Servicio Nacional de Meteorología e Hidrología del Perú instacron:SENAMHI |
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Servicio Nacional de Meteorología e Hidrología del Perú |
instacron_str |
SENAMHI |
institution |
SENAMHI |
reponame_str |
SENAMHI-Institucional |
collection |
SENAMHI-Institucional |
dc.source.volume.es_PE.fl_str_mv |
53 |
dc.source.issue.es_PE.fl_str_mv |
4 |
dc.source.initialpage.es_PE.fl_str_mv |
465 |
dc.source.endpage.es_PE.fl_str_mv |
486 |
dc.source.journal.es_PE.fl_str_mv |
Agrociencia |
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Balcázar, L.Bâ, K.M.Díaz-Delgado, C.Quentin, E.Minga-León, S.2019-07-27T14:20:32Z2019-07-27T14:20:32Z2019-051405-3195http://repositorio.senamhi.gob.pe/handle/20.500.12542/730000 0001 0746 0446In some regions of the world, like southern Ecuador, meteorological data are scarce or do not exist. However, the data from products estimated by satellite are an alternative in these places and, in remote areas, can be the sole source of information available. This study evaluated the precipitation products CMORPH, PERSIANN-CDR and TRMM-3B42, and ERA-Interim temperature on the basin of the Catamayo River, located in southern Ecuador. CMORPH overestimates in average 50 % of the precipitation observed, while PERSIANN-CDR and TRMM-3B42 underestimate in average 20 and 10 %. Thus, the bias of the precipitation products was corrected with rain gauges. The CEQUEAU model was calibrated with the observed and estimated data (original and corrected) at 0.25°/~27 km of spatial resolution with the objective of modelling the daily discharges of the Catamayo River at Vicin station. The efficiency of the modelling was quantified with the following mathematical criteria: Nash-Sutcliffe efficiency coefficient (NSE), BIAS percentage (PBIAS) and coefficient of determination (r2). The results according to the NSE criterion, in the periods of calibration and validation, were 0.80 and 0.75 with the observed data, and with the satellite data (original): TRMM-3B42, 0.84 and 0.79, PERSIANN-CDR, 0.80 and 0.65, and CMORPH, 0.59 and 0.39. Correction of the bias of the estimated rainfall was positive when modelling with the CMORPH product and quite low with PERSIANN-CDR and TRMM-3B42. This study reveals the advantage of using satellite products to simulate the discharges in ungauged basins, in addition to using these data in their original spatial scale on the distributed hydrological models.Revisión por paresapplication/pdfengInstitución de Enseñanza e Investigación en Ciencias Agrícolasinfo:eu-repo/semantics/openAccessAttribution-NonCommercial-ShareAlike 3.0 United Stateshttp://creativecommons.org/licenses/by-nc-sa/3.0/us/Servicio Nacional de Meteorología e Hidrología del PerúRepositorio Institucional - SENAMHI534465486Agrocienciareponame:SENAMHI-Institucionalinstname:Servicio Nacional de Meteorología e Hidrología del Perúinstacron:SENAMHICEQUEAUCMORPHERA-InterimHydrological modellingPERSIANN-CDRTRMM-3B42https://purl.org/pe-repo/ocde/ford#1.05.11Daily discharges modelling in a basin in southern Ecuador with precipitation and temperature estimated by satelliteModelado de caudales diarios en una cuenca del sur del Ecuador con precipitación y temperatura estimadas por satéliteinfo:eu-repo/semantics/articleORIGINALart-1.pdfart-1.pdfapplication/pdf935685http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/73/1/art-1.pdf71619d14fa243242bd22aa162f337537MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81037http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/73/2/license_rdf80294ba9ff4c5b4f07812ee200fbc42fMD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/73/3/license.txt8a4605be74aa9ea9d79846c1fba20a33MD53TEXTart-1.pdf.txtart-1.pdf.txtExtracted texttext/plain85860http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/73/4/art-1.pdf.txt736aaa9dade6b9337961cda747554651MD54THUMBNAILart-1.pdf.jpgart-1.pdf.jpgGenerated Thumbnailimage/jpeg6747http://repositorio.senamhi.gob.pe/bitstream/20.500.12542/73/5/art-1.pdf.jpgfee0e2c400263c4e4e221a69377a359cMD5520.500.12542/73oai:repositorio.senamhi.gob.pe:20.500.12542/732021-01-25 16:55:58.484Repositorio Institucional SENAMHIrepositorio@senamhi.gob.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 |
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La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).