Title :
A heuristically-driven multi-criteria tool for the design of efficient open WiFi access networks
Author :
Manjarres, D. ; Landa-Torres, I. ; Gil-Lopez, S. ; Ser, J. Del ; Salcedo-Sanz, S.
Author_Institution :
Tecnalia Res. & Innovation, Parque Tecnol. de Bizkaia, Zamudio, Spain
Abstract :
This paper presents a novel heuristic multi-criteria tool capable of generating open-access wireless network deployments by exploiting the existing broadband infrastructure. Specifically, an external user dynamically selects, by virtue of our proposed scheme, a certain network layout depending on the target percentage of non-covered users and cost of the deployment. Network layouts differently balancing the trade-off between these two conflicting objectives are produced by two multi-objective heuristics based on genetic algorithm and harmony search, which are compared to each other through a number of Monte Carlo simulations. In light of the obtained results we conclude that the multi-objective harmony search scheme outperforms its genetically-inspired counterpart in terms of multi-objective quality metrics (hypervolume, epsilon indicator and R-metric). Therefore this tool, further improved by means of ad-hoc designed local search operators, is shown to embody an computationally efficient framework supporting operators in their open access network planning design processes.
Keywords :
Monte Carlo methods; ad hoc networks; broadband networks; genetic algorithms; radio access networks; search problems; telecommunication network planning; wireless LAN; Monte Carlo simulation; R-metric; ad-hoc designed local search operator; broadband infrastructure; epsilon indicator; generating open-access wireless network deployment; genetic algorithm; heuristically-driven multicriteria tool; hypervolume; multiobjective harmony search scheme; multiobjective heuristics; multiobjective quality metrics; network layout; open WiFi access network; open access network planning design; Broadband communication; Conferences; Genetic algorithms; IEEE 802.11 Standards; Internet; Measurement; Search problems;
Conference_Titel :
Computer Aided Modeling and Design of Communication Links and Networks (CAMAD), 2012 IEEE 17th International Workshop on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4673-3123-4
Electronic_ISBN :
978-1-4673-3124-1
DOI :
10.1109/CAMAD.2012.6335384