Performance of multiobjective computational intelligence algorithms for the routing and wavelength assignment problem

This paper presents an evaluation performance of computational intelligence algorithms based on the multiobjective theory for the solution of the Routing and Wavelength Assignment problem (RWA) in optical networks. The study evaluates the Firefly Algorithm, the Differential Evolutionary Algorithm, t...

Full description

Autores:
Patiño, Jorge
Montes, Bryan
Puerto, Gustavo
Tipo de recurso:
Article of journal
Fecha de publicación:
2016
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/67627
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/67627
http://bdigital.unal.edu.co/68656/
Palabra clave:
62 Ingeniería y operaciones afines / Engineering
Heuristic algorithms
multiobjective algorithms
optical networks
RWA problem.
Algoritmos heurísticos
algoritmos multiobjetivo
problema RWA
redes ópticas.
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional
Description
Summary:This paper presents an evaluation performance of computational intelligence algorithms based on the multiobjective theory for the solution of the Routing and Wavelength Assignment problem (RWA) in optical networks. The study evaluates the Firefly Algorithm, the Differential Evolutionary Algorithm, the Simulated Annealing Algorithm and two versions of the Particle Swarm Optimization algorithm. The paper provides a description of the multiobjective algorithms; then, an evaluation based on the performance provided by the multiobjective algorithms versus mono-objective approaches when dealing with different traffic loads, different numberof wavelengths and wavelength conversion process over the NSFNet topology is presented. Simulation results show that monoobjective algorithms properly solve the RWA problem for low values of data traffic and low number of wavelengths. However, the multiobjective approaches adapt better to online traffic when the number of wavelengths available in the network increases as well as when wavelength conversion is implemented in the nodes.