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...

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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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oai_identifier_str oai:repositorio.unal.edu.co:unal/60406
network_acronym_str UNACIONAL2
network_name_str Universidad Nacional de Colombia
repository_id_str
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
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dc.identifier.issn.spa.fl_str_mv ISSN: 2346-2183
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url https://repositorio.unal.edu.co/handle/unal/60406
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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
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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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spelling 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