Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation

Detalhes bibliográficos
Autor(a) principal: MIRANDA, André Moacir Lage
Data de Publicação: 2014
Outros Autores: LIMA, Fabio de Oliveira, ROCHA, Helder Roberto de Oliveira, VIJAYKUMAR, Nandamudi Lankalapalli, FRANCÊS, Carlos Renato Lisboa, SEGATTO, Marcelo Eduardo Vieira, COSTA, João Crisóstomo Weyl Albuquerque
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFPA
Texto Completo: http://repositorio.ufpa.br/jspui/handle/2011/6294
Resumo: In this paper, we propose a hybrid methodology based on Graph-Coloring and Genetic Algorithm (GA) to solve the Wavelength Assignment (WA) problem in optical networks, impaired by physical layer effects. Our proposal was developed for a static scenario where the physical topology and traffic matrix are known a priori. First, we used fixed shortest-path routing to attend demand requests over the physical topology and the graph-coloring algorithm to minimize the number of necessary wavelengths. Then, we applied the genetic algorithm to solve WA. The GA finds the wavelength activation order on the wavelengths grid with the aim of reducing the Cross-Phase Modulation (XPM) effect; the variance due to the XPM was used as a function of fitness to evaluate the feasibility of the selected WA solution. Its performance is compared with the First-Fit algorithm in two different scenarios, and has shown a reduction in blocking probability up to 37.14% when considered both XPM and residual dispersion effects and up to 71.42% when only considered XPM effect. Moreover, it was possible to reduce by 57.14% the number of wavelengths.
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spelling 2015-02-09T14:04:06Z2015-02-09T14:04:06Z2014-06MIRANDA, André M. L. et al. Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation. Journal of Microwaves, Optoelectronics and Electromagnetic Applications, São Caetano do Sul, v. 13, n. 1, p. 1-15, jan./jun. 2014. Disponível em: <http://www.scielo.br/pdf/jmoea/v13n1/a01v13n1.pdf>. Acesso em: 05 fev. 2015. <http://dx.doi.org/10.1590/S2179-10742014000100001>.2179-1074http://repositorio.ufpa.br/jspui/handle/2011/6294In this paper, we propose a hybrid methodology based on Graph-Coloring and Genetic Algorithm (GA) to solve the Wavelength Assignment (WA) problem in optical networks, impaired by physical layer effects. Our proposal was developed for a static scenario where the physical topology and traffic matrix are known a priori. First, we used fixed shortest-path routing to attend demand requests over the physical topology and the graph-coloring algorithm to minimize the number of necessary wavelengths. Then, we applied the genetic algorithm to solve WA. The GA finds the wavelength activation order on the wavelengths grid with the aim of reducing the Cross-Phase Modulation (XPM) effect; the variance due to the XPM was used as a function of fitness to evaluate the feasibility of the selected WA solution. Its performance is compared with the First-Fit algorithm in two different scenarios, and has shown a reduction in blocking probability up to 37.14% when considered both XPM and residual dispersion effects and up to 71.42% when only considered XPM effect. Moreover, it was possible to reduce by 57.14% the number of wavelengths.engModulação de fase cruzadaRedes ópticasAlgoritmos genéticosComputação evolutivaWavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulationinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleMIRANDA, André Moacir LageLIMA, Fabio de OliveiraROCHA, Helder Roberto de OliveiraVIJAYKUMAR, Nandamudi LankalapalliFRANCÊS, Carlos Renato LisboaSEGATTO, Marcelo Eduardo VieiraCOSTA, João Crisóstomo Weyl Albuquerqueinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFPAinstname:Universidade Federal do Pará (UFPA)instacron:UFPAORIGINALArtigo_WavelengthAssignmentUsing.pdfArtigo_WavelengthAssignmentUsing.pdfapplication/pdf1114225http://repositorio.ufpa.br/oai/bitstream/2011/6294/1/Artigo_WavelengthAssignmentUsing.pdfe5ba818a6bf0cc8daafff9a9364d8294MD51CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849http://repositorio.ufpa.br/oai/bitstream/2011/6294/2/license_url4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-822901http://repositorio.ufpa.br/oai/bitstream/2011/6294/3/license_textf31e50b6e7efabe2b8433fb87ca0b542MD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-822190http://repositorio.ufpa.br/oai/bitstream/2011/6294/4/license_rdf19e8a2b57ef43c09f4d7071d2153c97dMD54LICENSElicense.txtlicense.txttext/plain; charset=utf-81703http://repositorio.ufpa.br/oai/bitstream/2011/6294/5/license.txta12ee01655d4f43dacf016d5e6168febMD55TEXTArtigo_WavelengthAssignmentUsing.pdf.txtArtigo_WavelengthAssignmentUsing.pdf.txtExtracted texttext/plain43459http://repositorio.ufpa.br/oai/bitstream/2011/6294/6/Artigo_WavelengthAssignmentUsing.pdf.txtb5ea692dde8a294e7d0eae164f84d681MD562011/62942017-12-14 10:26:23.523oai:repositorio.ufpa.br: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Repositório InstitucionalPUBhttp://repositorio.ufpa.br/oai/requestriufpabc@ufpa.bropendoar:21232017-12-14T13:26:23Repositório Institucional da UFPA - Universidade Federal do Pará (UFPA)false
dc.title.pt_BR.fl_str_mv Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation
title Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation
spellingShingle Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation
MIRANDA, André Moacir Lage
Modulação de fase cruzada
Redes ópticas
Algoritmos genéticos
Computação evolutiva
title_short Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation
title_full Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation
title_fullStr Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation
title_full_unstemmed Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation
title_sort Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation
author MIRANDA, André Moacir Lage
author_facet MIRANDA, André Moacir Lage
LIMA, Fabio de Oliveira
ROCHA, Helder Roberto de Oliveira
VIJAYKUMAR, Nandamudi Lankalapalli
FRANCÊS, Carlos Renato Lisboa
SEGATTO, Marcelo Eduardo Vieira
COSTA, João Crisóstomo Weyl Albuquerque
author_role author
author2 LIMA, Fabio de Oliveira
ROCHA, Helder Roberto de Oliveira
VIJAYKUMAR, Nandamudi Lankalapalli
FRANCÊS, Carlos Renato Lisboa
SEGATTO, Marcelo Eduardo Vieira
COSTA, João Crisóstomo Weyl Albuquerque
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv MIRANDA, André Moacir Lage
LIMA, Fabio de Oliveira
ROCHA, Helder Roberto de Oliveira
VIJAYKUMAR, Nandamudi Lankalapalli
FRANCÊS, Carlos Renato Lisboa
SEGATTO, Marcelo Eduardo Vieira
COSTA, João Crisóstomo Weyl Albuquerque
dc.subject.por.fl_str_mv Modulação de fase cruzada
Redes ópticas
Algoritmos genéticos
Computação evolutiva
topic Modulação de fase cruzada
Redes ópticas
Algoritmos genéticos
Computação evolutiva
description In this paper, we propose a hybrid methodology based on Graph-Coloring and Genetic Algorithm (GA) to solve the Wavelength Assignment (WA) problem in optical networks, impaired by physical layer effects. Our proposal was developed for a static scenario where the physical topology and traffic matrix are known a priori. First, we used fixed shortest-path routing to attend demand requests over the physical topology and the graph-coloring algorithm to minimize the number of necessary wavelengths. Then, we applied the genetic algorithm to solve WA. The GA finds the wavelength activation order on the wavelengths grid with the aim of reducing the Cross-Phase Modulation (XPM) effect; the variance due to the XPM was used as a function of fitness to evaluate the feasibility of the selected WA solution. Its performance is compared with the First-Fit algorithm in two different scenarios, and has shown a reduction in blocking probability up to 37.14% when considered both XPM and residual dispersion effects and up to 71.42% when only considered XPM effect. Moreover, it was possible to reduce by 57.14% the number of wavelengths.
publishDate 2014
dc.date.issued.fl_str_mv 2014-06
dc.date.accessioned.fl_str_mv 2015-02-09T14:04:06Z
dc.date.available.fl_str_mv 2015-02-09T14:04:06Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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dc.identifier.citation.fl_str_mv MIRANDA, André M. L. et al. Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation. Journal of Microwaves, Optoelectronics and Electromagnetic Applications, São Caetano do Sul, v. 13, n. 1, p. 1-15, jan./jun. 2014. Disponível em: <http://www.scielo.br/pdf/jmoea/v13n1/a01v13n1.pdf>. Acesso em: 05 fev. 2015. <http://dx.doi.org/10.1590/S2179-10742014000100001>.
dc.identifier.uri.fl_str_mv http://repositorio.ufpa.br/jspui/handle/2011/6294
dc.identifier.issn.none.fl_str_mv 2179-1074
identifier_str_mv MIRANDA, André M. L. et al. Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulation. Journal of Microwaves, Optoelectronics and Electromagnetic Applications, São Caetano do Sul, v. 13, n. 1, p. 1-15, jan./jun. 2014. Disponível em: <http://www.scielo.br/pdf/jmoea/v13n1/a01v13n1.pdf>. Acesso em: 05 fev. 2015. <http://dx.doi.org/10.1590/S2179-10742014000100001>.
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