Title :
A multi-objective network design for real traffic models of the internet by means of a parallel framework for solving NP-hard problems
Author :
Lanza-Gutiérrez, José M. ; Gómez-Pulido, Juan A. ; Vega-Rodríguez, Miguel A. ; Sánchez, Juan M.
Author_Institution :
Dept. of Technol. of Comput. & Commun., Univ. of Extremadura, Cáceres, Spain
Abstract :
The design and optimization of a communication network is a complex task, because it involves a lot of factors. The two most important factors are the network cost and the communications delay. We have tackled this NP-hard multi-objective optimization problem using two metaheuristics not used before: NSGA-II and SPEA-II, demonstrating that SPEA-II offers better results than NSGA-II. In order to facilitate the programming tasks, we have used the PISA framework. This paper proposes also a novel PISA parallelization based on MPI that allows distributing work load between computer cluster nodes, increasing thus the productivity.
Keywords :
Internet; optimisation; parallel programming; problem solving; telecommunication traffic; Internet; MPI; NP-hard problem; NSGA-II; PISA; SPEA-II; communications delay; metaheuristics; multiobjective network design; optimization; parallel framework; problem solving; real traffic models; Algorithm design and analysis; Biomedical monitoring; Clustering algorithms; Delay; Monitoring; Network topology; Optimization; Communication networks; PISA framework; metaheuristics; multi-objective optimization; parallelism;
Conference_Titel :
Nature and Biologically Inspired Computing (NaBIC), 2011 Third World Congress on
Conference_Location :
Salamanca
Print_ISBN :
978-1-4577-1122-0
DOI :
10.1109/NaBIC.2011.6089449