Advanced spatial metrics analysis in cellular automata land use and cover change modeling
This paper proposes an approach for a more effective definition of cellular automata transition rules for landscape change modeling using an advanced spatial metrics analysis. This approach considers a four-stage methodology based on: (i) the search for the appropriate spatial metrics with minimal c...
- Autores:
-
Zamyatin, Alexander
Cabral, Pedro
- Tipo de recurso:
- Article of journal
- Fecha de publicación:
- 2011
- Institución:
- Universidad Nacional de Colombia
- Repositorio:
- Universidad Nacional de Colombia
- Idioma:
- spa
- OAI Identifier:
- oai:repositorio.unal.edu.co:unal/40449
- Acceso en línea:
- https://repositorio.unal.edu.co/handle/unal/40449
http://bdigital.unal.edu.co/30546/
- Palabra clave:
- LUCC modeling
spatial metrics
geocomputation
spatial metrics contribution level
- Rights
- openAccess
- License
- Atribución-NoComercial 4.0 Internacional
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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_abf2Zamyatin, Alexanderbce434e6-bcb9-4937-ac13-2487344f2f18300Cabral, Pedrod6d3ab71-22d6-42f7-9678-620bb2eaa7ad3002019-06-28T09:33:51Z2019-06-28T09:33:51Z2011https://repositorio.unal.edu.co/handle/unal/40449http://bdigital.unal.edu.co/30546/This paper proposes an approach for a more effective definition of cellular automata transition rules for landscape change modeling using an advanced spatial metrics analysis. This approach considers a four-stage methodology based on: (i) the search for the appropriate spatial metrics with minimal correlations; (ii) the selection of the appropriate neighborhood size; (iii) the selection of the appropriate technique for spatial metrics application; and (iv) the analysis of the contribution level of each spatial metric for joint use. The case study uses an initial set of 7 spatial metrics of which 4 are selected for modeling. Results show a better model performance when compared to modeling without any spatial metrics or with the initial set of 7 metrics.application/pdfspaUniversidad Nacional de Colombia Sede Medellínhttp://revistas.unal.edu.co/index.php/dyna/article/view/29386Universidad Nacional de Colombia Revistas electrónicas UN DynaDynaDyna; Vol. 78, núm. 170 (2011); 42-50 DYNA; Vol. 78, núm. 170 (2011); 42-50 2346-2183 0012-7353Zamyatin, Alexander and Cabral, Pedro (2011) Advanced spatial metrics analysis in cellular automata land use and cover change modeling. Dyna; Vol. 78, núm. 170 (2011); 42-50 DYNA; Vol. 78, núm. 170 (2011); 42-50 2346-2183 0012-7353 .Advanced spatial metrics analysis in cellular automata land use and cover change modelingArtículo 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/ARTLUCC modelingspatial metricsgeocomputationspatial metrics contribution levelORIGINAL29386-105923-1-PB.pdfapplication/pdf1305682https://repositorio.unal.edu.co/bitstream/unal/40449/1/29386-105923-1-PB.pdf58dfc5c9a65fd258ff79cd5b7d2717e8MD51THUMBNAIL29386-105923-1-PB.pdf.jpg29386-105923-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg9354https://repositorio.unal.edu.co/bitstream/unal/40449/2/29386-105923-1-PB.pdf.jpg33b9b031fb994a84c066e1a081e34c8dMD52unal/40449oai:repositorio.unal.edu.co:unal/404492024-01-25 23:06:22.702Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co |
dc.title.spa.fl_str_mv |
Advanced spatial metrics analysis in cellular automata land use and cover change modeling |
title |
Advanced spatial metrics analysis in cellular automata land use and cover change modeling |
spellingShingle |
Advanced spatial metrics analysis in cellular automata land use and cover change modeling LUCC modeling spatial metrics geocomputation spatial metrics contribution level |
title_short |
Advanced spatial metrics analysis in cellular automata land use and cover change modeling |
title_full |
Advanced spatial metrics analysis in cellular automata land use and cover change modeling |
title_fullStr |
Advanced spatial metrics analysis in cellular automata land use and cover change modeling |
title_full_unstemmed |
Advanced spatial metrics analysis in cellular automata land use and cover change modeling |
title_sort |
Advanced spatial metrics analysis in cellular automata land use and cover change modeling |
dc.creator.fl_str_mv |
Zamyatin, Alexander Cabral, Pedro |
dc.contributor.author.spa.fl_str_mv |
Zamyatin, Alexander Cabral, Pedro |
dc.subject.proposal.spa.fl_str_mv |
LUCC modeling spatial metrics geocomputation spatial metrics contribution level |
topic |
LUCC modeling spatial metrics geocomputation spatial metrics contribution level |
description |
This paper proposes an approach for a more effective definition of cellular automata transition rules for landscape change modeling using an advanced spatial metrics analysis. This approach considers a four-stage methodology based on: (i) the search for the appropriate spatial metrics with minimal correlations; (ii) the selection of the appropriate neighborhood size; (iii) the selection of the appropriate technique for spatial metrics application; and (iv) the analysis of the contribution level of each spatial metric for joint use. The case study uses an initial set of 7 spatial metrics of which 4 are selected for modeling. Results show a better model performance when compared to modeling without any spatial metrics or with the initial set of 7 metrics. |
publishDate |
2011 |
dc.date.issued.spa.fl_str_mv |
2011 |
dc.date.accessioned.spa.fl_str_mv |
2019-06-28T09:33:51Z |
dc.date.available.spa.fl_str_mv |
2019-06-28T09:33:51Z |
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 |
status_str |
publishedVersion |
dc.identifier.uri.none.fl_str_mv |
https://repositorio.unal.edu.co/handle/unal/40449 |
dc.identifier.eprints.spa.fl_str_mv |
http://bdigital.unal.edu.co/30546/ |
url |
https://repositorio.unal.edu.co/handle/unal/40449 http://bdigital.unal.edu.co/30546/ |
dc.language.iso.spa.fl_str_mv |
spa |
language |
spa |
dc.relation.spa.fl_str_mv |
http://revistas.unal.edu.co/index.php/dyna/article/view/29386 |
dc.relation.ispartof.spa.fl_str_mv |
Universidad Nacional de Colombia Revistas electrónicas UN Dyna Dyna |
dc.relation.ispartofseries.none.fl_str_mv |
Dyna; Vol. 78, núm. 170 (2011); 42-50 DYNA; Vol. 78, núm. 170 (2011); 42-50 2346-2183 0012-7353 |
dc.relation.references.spa.fl_str_mv |
Zamyatin, Alexander and Cabral, Pedro (2011) Advanced spatial metrics analysis in cellular automata land use and cover change modeling. Dyna; Vol. 78, núm. 170 (2011); 42-50 DYNA; Vol. 78, núm. 170 (2011); 42-50 2346-2183 0012-7353 . |
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 |
institution |
Universidad Nacional de Colombia |
bitstream.url.fl_str_mv |
https://repositorio.unal.edu.co/bitstream/unal/40449/1/29386-105923-1-PB.pdf https://repositorio.unal.edu.co/bitstream/unal/40449/2/29386-105923-1-PB.pdf.jpg |
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