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

Detalhes bibliográficos
Autor(a) principal: Miranda,André M. L.
Data de Publicação: 2014
Outros Autores: Lima,Fabio de O., Rocha,Helder R. de O., Vijaykumar,Nadamudi, Francês,Carlos R. L., Segatto,Marcelo E. V., Costa,João C. W. A.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Journal of Microwaves. Optoelectronics and Electromagnetic Applications
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2179-10742014000100001
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 Wavelength assignment using a hybrid evolutionary computation to reduce cross-phase modulationCross-Phase ModulationDense Wave Division MultiplexEvolutionary ComputationWavelength Assignment AlgorithmsIn 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.Sociedade Brasileira de Microondas e Optoeletrônica e Sociedade Brasileira de Eletromagnetismo2014-06-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S2179-10742014000100001Journal of Microwaves, Optoelectronics and Electromagnetic Applications v.13 n.1 2014reponame:Journal of Microwaves. Optoelectronics and Electromagnetic Applicationsinstname:Sociedade Brasileira de Microondas e Optoeletrônica (SBMO)instacron:SBMO10.1590/S2179-10742014000100001info:eu-repo/semantics/openAccessMiranda,André M. L.Lima,Fabio de O.Rocha,Helder R. de O.Vijaykumar,NadamudiFrancês,Carlos R. L.Segatto,Marcelo E. V.Costa,João C. W. A.eng2014-07-31T00:00:00Zoai:scielo:S2179-10742014000100001Revistahttp://www.jmoe.org/index.php/jmoe/indexONGhttps://old.scielo.br/oai/scielo-oai.php||editor_jmoe@sbmo.org.br2179-10742179-1074opendoar:2014-07-31T00:00Journal of Microwaves. Optoelectronics and Electromagnetic Applications - Sociedade Brasileira de Microondas e Optoeletrônica (SBMO)false
dc.title.none.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 M. L.
Cross-Phase Modulation
Dense Wave Division Multiplex
Evolutionary Computation
Wavelength Assignment Algorithms
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 M. L.
author_facet Miranda,André M. L.
Lima,Fabio de O.
Rocha,Helder R. de O.
Vijaykumar,Nadamudi
Francês,Carlos R. L.
Segatto,Marcelo E. V.
Costa,João C. W. A.
author_role author
author2 Lima,Fabio de O.
Rocha,Helder R. de O.
Vijaykumar,Nadamudi
Francês,Carlos R. L.
Segatto,Marcelo E. V.
Costa,João C. W. A.
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv Miranda,André M. L.
Lima,Fabio de O.
Rocha,Helder R. de O.
Vijaykumar,Nadamudi
Francês,Carlos R. L.
Segatto,Marcelo E. V.
Costa,João C. W. A.
dc.subject.por.fl_str_mv Cross-Phase Modulation
Dense Wave Division Multiplex
Evolutionary Computation
Wavelength Assignment Algorithms
topic Cross-Phase Modulation
Dense Wave Division Multiplex
Evolutionary Computation
Wavelength Assignment Algorithms
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.none.fl_str_mv 2014-06-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2179-10742014000100001
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dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/S2179-10742014000100001
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dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Sociedade Brasileira de Microondas e Optoeletrônica e Sociedade Brasileira de Eletromagnetismo
publisher.none.fl_str_mv Sociedade Brasileira de Microondas e Optoeletrônica e Sociedade Brasileira de Eletromagnetismo
dc.source.none.fl_str_mv Journal of Microwaves, Optoelectronics and Electromagnetic Applications v.13 n.1 2014
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instname_str Sociedade Brasileira de Microondas e Optoeletrônica (SBMO)
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institution SBMO
reponame_str Journal of Microwaves. Optoelectronics and Electromagnetic Applications
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repository.name.fl_str_mv Journal of Microwaves. Optoelectronics and Electromagnetic Applications - Sociedade Brasileira de Microondas e Optoeletrônica (SBMO)
repository.mail.fl_str_mv ||editor_jmoe@sbmo.org.br
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