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...

Full description

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
id UNACIONAL2_04da0337b7b7d3c1e9c4715d54574f2f
oai_identifier_str oai:repositorio.unal.edu.co:unal/40449
network_acronym_str UNACIONAL2
network_name_str Universidad Nacional de Colombia
repository_id_str
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_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
bitstream.checksum.fl_str_mv 58dfc5c9a65fd258ff79cd5b7d2717e8
33b9b031fb994a84c066e1a081e34c8d
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
repository.name.fl_str_mv Repositorio Institucional Universidad Nacional de Colombia
repository.mail.fl_str_mv repositorio_nal@unal.edu.co
_version_ 1814089597955604480