Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine

ABSTRACT : The Atrato River Delta in Northwestern Colombia has experienced notable geomorphological changes in its shoreline in recent years. We analyze these changes, associated with erosion and progradation, using Landsat imagery and Google Earth Engine (GEE) algorithms to automatically identify t...

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Autores:
Vélez Castaño, José Daniel
Betancurth Montes, Gloria Liliana
Cañón Barriga, Julio Eduardo
Tipo de recurso:
Article of investigation
Fecha de publicación:
2021
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/24965
Acceso en línea:
http://hdl.handle.net/10495/24965
https://revistas.udea.edu.co/index.php/ingenieria/article/view/340933
Palabra clave:
Zona costera
Coastal zones
Algoritmo
Algorithms
Geodinámica
Geodynamics
Sensores remotos
Aplicación de la computación
http://vocabularies.unesco.org/thesaurus/concept5507
http://vocabularies.unesco.org/thesaurus/concept2024
http://vocabularies.unesco.org/thesaurus/concept158
Rights
openAccess
License
http://creativecommons.org/licenses/by-nc-sa/2.5/co/
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dc.title.spa.fl_str_mv Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine
dc.title.alternative.spa.fl_str_mv Erosión y progradación en el delta del río Atrato : Análisis espaciotemporal con Google Earth Engine
title Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine
spellingShingle Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine
Zona costera
Coastal zones
Algoritmo
Algorithms
Geodinámica
Geodynamics
Sensores remotos
Aplicación de la computación
http://vocabularies.unesco.org/thesaurus/concept5507
http://vocabularies.unesco.org/thesaurus/concept2024
http://vocabularies.unesco.org/thesaurus/concept158
title_short Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine
title_full Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine
title_fullStr Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine
title_full_unstemmed Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine
title_sort Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth Engine
dc.creator.fl_str_mv Vélez Castaño, José Daniel
Betancurth Montes, Gloria Liliana
Cañón Barriga, Julio Eduardo
dc.contributor.author.none.fl_str_mv Vélez Castaño, José Daniel
Betancurth Montes, Gloria Liliana
Cañón Barriga, Julio Eduardo
dc.subject.unesco.none.fl_str_mv Zona costera
Coastal zones
Algoritmo
Algorithms
Geodinámica
Geodynamics
topic Zona costera
Coastal zones
Algoritmo
Algorithms
Geodinámica
Geodynamics
Sensores remotos
Aplicación de la computación
http://vocabularies.unesco.org/thesaurus/concept5507
http://vocabularies.unesco.org/thesaurus/concept2024
http://vocabularies.unesco.org/thesaurus/concept158
dc.subject.lemb.none.fl_str_mv Sensores remotos
dc.subject.proposal.spa.fl_str_mv Aplicación de la computación
dc.subject.unescouri.none.fl_str_mv http://vocabularies.unesco.org/thesaurus/concept5507
http://vocabularies.unesco.org/thesaurus/concept2024
http://vocabularies.unesco.org/thesaurus/concept158
description ABSTRACT : The Atrato River Delta in Northwestern Colombia has experienced notable geomorphological changes in its shoreline in recent years. We analyze these changes, associated with erosion and progradation, using Landsat imagery and Google Earth Engine (GEE) algorithms to automatically identify the changes in an annual basis over 33 years (1986–2019). We compare the results with manual delineations on the same imagery using ArcGIS, obtaining similar outcomes, although GEE is much more efficient in processing large amounts of imagery compared with handmade procedures. We identify with good accuracy trends in erosion and progradation areas along the mouths and sides of the delta. Our algorithm performs well at delineating the shorelines, although special care must be taken to clean the images from clouds and shadows that may alter the definition of the shoreline. Results show that the Atrato delta has lost around 10 km2 due to erosion and has gained around 18 km2 in progradation during the period of assessment. Overall, progradation is the dominant process at the delta’s mouths, while erosion is dominant only in areas far from the mouths, which agrees with a river-dominated environment of high sediment loads and is coherent with other studies made in the region. The algorithm in GEE is a versatile tool, appropriate to assess short and long-term changes of coastal areas that do not count with land-based information.
publishDate 2021
dc.date.accessioned.none.fl_str_mv 2021-12-10T21:47:28Z
dc.date.available.none.fl_str_mv 2021-12-10T21:47:28Z
dc.date.issued.none.fl_str_mv 2021
dc.type.spa.fl_str_mv info:eu-repo/semantics/article
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dc.identifier.citation.spa.fl_str_mv Vélez-Castaño J. D., Betancurth-Montes G. L., and Cañón-Barriga J. E., “Erosion and progradation in the Atrato River delta: A spatiotemporal analysis with Google Earth Engine”, Rev.Fac.Ing.Univ.Antioquia, no. 99, pp. 83-98, Jun. 2021.
dc.identifier.issn.none.fl_str_mv 0120-6230
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10495/24965
dc.identifier.doi.none.fl_str_mv 10.17533/udea.redin.20200688
dc.identifier.eissn.none.fl_str_mv 2422-2844
dc.identifier.url.spa.fl_str_mv https://revistas.udea.edu.co/index.php/ingenieria/article/view/340933
identifier_str_mv Vélez-Castaño J. D., Betancurth-Montes G. L., and Cañón-Barriga J. E., “Erosion and progradation in the Atrato River delta: A spatiotemporal analysis with Google Earth Engine”, Rev.Fac.Ing.Univ.Antioquia, no. 99, pp. 83-98, Jun. 2021.
0120-6230
10.17533/udea.redin.20200688
2422-2844
url http://hdl.handle.net/10495/24965
https://revistas.udea.edu.co/index.php/ingenieria/article/view/340933
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.ispartofjournalabbrev.spa.fl_str_mv Rev. Fac. Ing. Univ. Antioquia
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eu_rights_str_mv openAccess
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dc.publisher.spa.fl_str_mv Universidad de Antioquia, Facultad de Ingeniería
dc.publisher.place.spa.fl_str_mv Medellín, Colombia
institution Universidad de Antioquia
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spelling Vélez Castaño, José DanielBetancurth Montes, Gloria LilianaCañón Barriga, Julio Eduardo2021-12-10T21:47:28Z2021-12-10T21:47:28Z2021Vélez-Castaño J. D., Betancurth-Montes G. L., and Cañón-Barriga J. E., “Erosion and progradation in the Atrato River delta: A spatiotemporal analysis with Google Earth Engine”, Rev.Fac.Ing.Univ.Antioquia, no. 99, pp. 83-98, Jun. 2021.0120-6230http://hdl.handle.net/10495/2496510.17533/udea.redin.202006882422-2844https://revistas.udea.edu.co/index.php/ingenieria/article/view/340933ABSTRACT : The Atrato River Delta in Northwestern Colombia has experienced notable geomorphological changes in its shoreline in recent years. We analyze these changes, associated with erosion and progradation, using Landsat imagery and Google Earth Engine (GEE) algorithms to automatically identify the changes in an annual basis over 33 years (1986–2019). We compare the results with manual delineations on the same imagery using ArcGIS, obtaining similar outcomes, although GEE is much more efficient in processing large amounts of imagery compared with handmade procedures. We identify with good accuracy trends in erosion and progradation areas along the mouths and sides of the delta. Our algorithm performs well at delineating the shorelines, although special care must be taken to clean the images from clouds and shadows that may alter the definition of the shoreline. Results show that the Atrato delta has lost around 10 km2 due to erosion and has gained around 18 km2 in progradation during the period of assessment. Overall, progradation is the dominant process at the delta’s mouths, while erosion is dominant only in areas far from the mouths, which agrees with a river-dominated environment of high sediment loads and is coherent with other studies made in the region. The algorithm in GEE is a versatile tool, appropriate to assess short and long-term changes of coastal areas that do not count with land-based information.RESUMEN : El delta de río Atrato localizado en el noroccidente de Colombia ha experimentado cambios geomorfológicos en su línea costera recientemente. Analizamos estos cambios, asociados a procesos erosivos y de progradación usando imágenes Landsat y la plataforma Google Earth Engine (GEE) para identificar estos cambios anualmente de forma automática en un periodo de 33 años (1986–2019). Comparamos estos resultados con la delineación manual de la misma línea costera usando las mismas imágenes mediante ArcGIS y se obtuvieron resultados similares. Se destaca que GEE es más eficiente para procesar grandes cantidades de imágenes, comparado con el procedimiento manual. Identificamos tendencias de las áreas progradadas y erosionadas con buena precisión en el delta. Nuestro algoritmo realizó una buena delineación de las líneas costeras, previo filtrado de la nubosidad y las sombras de las imágenes puesto que podrían alterar la definición de estas. Los resultados muestran que el delta ha perdido cerca de 10 km2 debido a la erosión y ha ganado alrededor de 18 km2 por la progradación. La progradación domina en las bocas del delta, mientras que la erosión en áreas alejadas de estas. Esto concuerda con un delta de dominio fluvial con altas cargas de sedimentos y es coherente con estudios realizados en la misma zona. El algoritmo es una herramienta versátil, apropiada para evaluar cambios en el corto y largo plazo de áreas costeras sin información in situ.16application/pdfengUniversidad de Antioquia, Facultad de IngenieríaMedellín, Colombiainfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARTArtículo de investigaciónhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-sa/2.5/co/http://purl.org/coar/access_right/c_abf2https://creativecommons.org/licenses/by-nc-sa/4.0/Erosion and progradation in the Atrato River delta : A spatiotemporal analysis with Google Earth EngineErosión y progradación en el delta del río Atrato : Análisis espaciotemporal con Google Earth EngineZona costeraCoastal zonesAlgoritmoAlgorithmsGeodinámicaGeodynamicsSensores remotosAplicación de la computaciónhttp://vocabularies.unesco.org/thesaurus/concept5507http://vocabularies.unesco.org/thesaurus/concept2024http://vocabularies.unesco.org/thesaurus/concept158Rev. Fac. Ing. Univ. AntioquiaRevista Facultad de Ingeniería Universidad de Antioquia839899CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81051http://bibliotecadigital.udea.edu.co/bitstream/10495/24965/2/license_rdfe2060682c9c70d4d30c83c51448f4eedMD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://bibliotecadigital.udea.edu.co/bitstream/10495/24965/3/license.txt8a4605be74aa9ea9d79846c1fba20a33MD53ORIGINALVélezJosé_2021_ErosionProgradationAtrato.pdfVélezJosé_2021_ErosionProgradationAtrato.pdfArtículo de investigaciónapplication/pdf679400http://bibliotecadigital.udea.edu.co/bitstream/10495/24965/1/V%c3%a9lezJos%c3%a9_2021_ErosionProgradationAtrato.pdfdb3b6e3a6a01b34e47ae06c2691a1144MD5110495/24965oai:bibliotecadigital.udea.edu.co:10495/249652021-12-10 16:47:29.389Repositorio Institucional Universidad de Antioquiaandres.perez@udea.edu.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