Detection of open-pit mining zones by implementing spectral indices and image fusion techniques
This article aims to present the results of the application of different proposed spectral indices and image fusion techniques for the detection of open-pit mining zones, located to the north-east of Antioquia, Colombia; having as reference mining and no mining zones samples obtained from visual cha...
- Autores:
-
Castellanos-Quiroz, Henry Omar A.
Ramírez-Daza, Héctor Mauricio
Ivanova, Yulia
- Tipo de recurso:
- Article of journal
- Fecha de publicación:
- 2017
- Institución:
- Universidad Nacional de Colombia
- Repositorio:
- Universidad Nacional de Colombia
- Idioma:
- spa
- OAI Identifier:
- oai:repositorio.unal.edu.co:unal/60406
- Acceso en línea:
- https://repositorio.unal.edu.co/handle/unal/60406
http://bdigital.unal.edu.co/58738/
- Palabra clave:
- 62 Ingeniería y operaciones afines / Engineering
Open-pit mining
spectral indices
images fusion
Fisher discriminant function analysis
Minería a cielo abierto
índices espectrales
fusión de imágenes
relación discriminante Fisher
- Rights
- openAccess
- License
- Atribución-NoComercial 4.0 Internacional
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Universidad Nacional de Colombia |
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|
dc.title.spa.fl_str_mv |
Detection of open-pit mining zones by implementing spectral indices and image fusion techniques |
title |
Detection of open-pit mining zones by implementing spectral indices and image fusion techniques |
spellingShingle |
Detection of open-pit mining zones by implementing spectral indices and image fusion techniques 62 Ingeniería y operaciones afines / Engineering Open-pit mining spectral indices images fusion Fisher discriminant function analysis Minería a cielo abierto índices espectrales fusión de imágenes relación discriminante Fisher |
title_short |
Detection of open-pit mining zones by implementing spectral indices and image fusion techniques |
title_full |
Detection of open-pit mining zones by implementing spectral indices and image fusion techniques |
title_fullStr |
Detection of open-pit mining zones by implementing spectral indices and image fusion techniques |
title_full_unstemmed |
Detection of open-pit mining zones by implementing spectral indices and image fusion techniques |
title_sort |
Detection of open-pit mining zones by implementing spectral indices and image fusion techniques |
dc.creator.fl_str_mv |
Castellanos-Quiroz, Henry Omar A. Ramírez-Daza, Héctor Mauricio Ivanova, Yulia |
dc.contributor.author.spa.fl_str_mv |
Castellanos-Quiroz, Henry Omar A. Ramírez-Daza, Héctor Mauricio Ivanova, Yulia |
dc.subject.ddc.spa.fl_str_mv |
62 Ingeniería y operaciones afines / Engineering |
topic |
62 Ingeniería y operaciones afines / Engineering Open-pit mining spectral indices images fusion Fisher discriminant function analysis Minería a cielo abierto índices espectrales fusión de imágenes relación discriminante Fisher |
dc.subject.proposal.spa.fl_str_mv |
Open-pit mining spectral indices images fusion Fisher discriminant function analysis Minería a cielo abierto índices espectrales fusión de imágenes relación discriminante Fisher |
description |
This article aims to present the results of the application of different proposed spectral indices and image fusion techniques for the detection of open-pit mining zones, located to the north-east of Antioquia, Colombia; having as reference mining and no mining zones samples obtained from visual characterization of pictorial-morphological properties of the open-pit mining zones in the study area. This research used high resolution (UltraCam-D y RapidEye) and medium resolution (Landsat 8 LDCM) imagery, where the latter was defined as the main input for the application of the spectral indices and image fusion techniques. The development of the proposed methodological design and the statistical analysis of the images, presented the Brovey transformed image fusion technique -on its band 2-as the one with the highest discriminant potential for open-pit mining zone; the classification of the results were determined between the thresholds of pixel values from 0.3225 -defined as the discriminant breakpoint-to the maximum value of the mining group samples, corresponding to 0.5237. |
publishDate |
2017 |
dc.date.issued.spa.fl_str_mv |
2017-04-01 |
dc.date.accessioned.spa.fl_str_mv |
2019-07-02T18:14:40Z |
dc.date.available.spa.fl_str_mv |
2019-07-02T18:14:40Z |
dc.type.spa.fl_str_mv |
Artículo de revista |
dc.type.coar.fl_str_mv |
http://purl.org/coar/resource_type/c_2df8fbb1 |
dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/article |
dc.type.version.spa.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.coar.spa.fl_str_mv |
http://purl.org/coar/resource_type/c_6501 |
dc.type.coarversion.spa.fl_str_mv |
http://purl.org/coar/version/c_970fb48d4fbd8a85 |
dc.type.content.spa.fl_str_mv |
Text |
dc.type.redcol.spa.fl_str_mv |
http://purl.org/redcol/resource_type/ART |
format |
http://purl.org/coar/resource_type/c_6501 |
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publishedVersion |
dc.identifier.issn.spa.fl_str_mv |
ISSN: 2346-2183 |
dc.identifier.uri.none.fl_str_mv |
https://repositorio.unal.edu.co/handle/unal/60406 |
dc.identifier.eprints.spa.fl_str_mv |
http://bdigital.unal.edu.co/58738/ |
identifier_str_mv |
ISSN: 2346-2183 |
url |
https://repositorio.unal.edu.co/handle/unal/60406 http://bdigital.unal.edu.co/58738/ |
dc.language.iso.spa.fl_str_mv |
spa |
language |
spa |
dc.relation.spa.fl_str_mv |
https://revistas.unal.edu.co/index.php/dyna/article/view/60368 |
dc.relation.ispartof.spa.fl_str_mv |
Universidad Nacional de Colombia Revistas electrónicas UN Dyna Dyna |
dc.relation.references.spa.fl_str_mv |
Castellanos-Quiroz, Henry Omar A. and Ramírez-Daza, Héctor Mauricio and Ivanova, Yulia (2017) Detection of open-pit mining zones by implementing spectral indices and image fusion techniques. DYNA, 84 (201). pp. 42-49. ISSN 2346-2183 |
dc.rights.spa.fl_str_mv |
Derechos reservados - Universidad Nacional de Colombia |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
dc.rights.license.spa.fl_str_mv |
Atribución-NoComercial 4.0 Internacional |
dc.rights.uri.spa.fl_str_mv |
http://creativecommons.org/licenses/by-nc/4.0/ |
dc.rights.accessrights.spa.fl_str_mv |
info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Atribución-NoComercial 4.0 Internacional Derechos reservados - Universidad Nacional de Colombia http://creativecommons.org/licenses/by-nc/4.0/ http://purl.org/coar/access_right/c_abf2 |
eu_rights_str_mv |
openAccess |
dc.format.mimetype.spa.fl_str_mv |
application/pdf |
dc.publisher.spa.fl_str_mv |
Universidad Nacional de Colombia (Sede Medellín). Facultad de Minas. |
institution |
Universidad Nacional de Colombia |
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https://repositorio.unal.edu.co/bitstream/unal/60406/1/60368-328474-2-PB.pdf https://repositorio.unal.edu.co/bitstream/unal/60406/2/60368-328474-2-PB.pdf.jpg |
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Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Castellanos-Quiroz, Henry Omar A.8ed47e8f-25bd-40f8-8cc4-97b3bba624be300Ramírez-Daza, Héctor Mauricio5300ecf5-76fd-4634-97f7-e98e4d7c8cd9300Ivanova, Yulia488f864f-5bfd-4c5d-a869-dfe5773f80853002019-07-02T18:14:40Z2019-07-02T18:14:40Z2017-04-01ISSN: 2346-2183https://repositorio.unal.edu.co/handle/unal/60406http://bdigital.unal.edu.co/58738/This article aims to present the results of the application of different proposed spectral indices and image fusion techniques for the detection of open-pit mining zones, located to the north-east of Antioquia, Colombia; having as reference mining and no mining zones samples obtained from visual characterization of pictorial-morphological properties of the open-pit mining zones in the study area. This research used high resolution (UltraCam-D y RapidEye) and medium resolution (Landsat 8 LDCM) imagery, where the latter was defined as the main input for the application of the spectral indices and image fusion techniques. The development of the proposed methodological design and the statistical analysis of the images, presented the Brovey transformed image fusion technique -on its band 2-as the one with the highest discriminant potential for open-pit mining zone; the classification of the results were determined between the thresholds of pixel values from 0.3225 -defined as the discriminant breakpoint-to the maximum value of the mining group samples, corresponding to 0.5237.Se presentan los resultados de la aplicación de diferentes índices espectrales y técnicas de fusión de imágenes de sensores remotos propuestos para la detección de zonas mineras a cielo abierto, localizadas en el sector nor-oriental del departamento de Antioquia, Colombia, tomando como referencia muestras de minería y no minería, identificadas a partir de la caracterización visual de propiedades pictoricomorfológicas de zonas mineras a cielo abierto en el área de estudio, utilizando imágenes de alta resolución (UltraCam-D y Rapid Eye) y mediana resolución (Landsat 8 LDCM), estas últimas fueron definidas como el insumo principal para la aplicación de los índices espectrales y técnicas de fusión de imágenes. El desarrollo del diseño metodológico propuesto y el análisis estadístico de las imágenes, evidenciaron que la técnica de fusión de imágenes, transformada de Brovey -en su banda 2- presenta mayor potencial discriminante para la identificación de zonas mineras a cielo abierto; la clasificación de los resultados se determinó entre el rango de valores de pixel de 0.3225 -constituido como el punto de corte discriminante- hasta el valor máximo de las muestras del grupo de minería, correspondiente a 0.5237.application/pdfspaUniversidad Nacional de Colombia (Sede Medellín). Facultad de Minas.https://revistas.unal.edu.co/index.php/dyna/article/view/60368Universidad Nacional de Colombia Revistas electrónicas UN DynaDynaCastellanos-Quiroz, Henry Omar A. and Ramírez-Daza, Héctor Mauricio and Ivanova, Yulia (2017) Detection of open-pit mining zones by implementing spectral indices and image fusion techniques. DYNA, 84 (201). pp. 42-49. ISSN 2346-218362 Ingeniería y operaciones afines / EngineeringOpen-pit miningspectral indicesimages fusionFisher discriminant function analysisMinería a cielo abiertoíndices espectralesfusión de imágenesrelación discriminante FisherDetection of open-pit mining zones by implementing spectral indices and image fusion techniquesArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTORIGINAL60368-328474-2-PB.pdfapplication/pdf1361751https://repositorio.unal.edu.co/bitstream/unal/60406/1/60368-328474-2-PB.pdff17b612c5672a7629300c7a43a884c56MD51THUMBNAIL60368-328474-2-PB.pdf.jpg60368-328474-2-PB.pdf.jpgGenerated Thumbnailimage/jpeg9807https://repositorio.unal.edu.co/bitstream/unal/60406/2/60368-328474-2-PB.pdf.jpgcaabbb1a7bbab3fe0c527b5e026b4616MD52unal/60406oai:repositorio.unal.edu.co:unal/604062023-04-06 23:05:57.516Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co |