Title of article :
Efficient citywide planning of open WiFi access networks using novel grouping harmony searchheuristics
Author/Authors :
Massimo and Landa-Torres، نويسنده , , I. and Gil-Lopez، نويسنده , , S. and Del Ser، نويسنده , , J. and Salcedo-Sanz، نويسنده , , S. and Manjarres، نويسنده , , D. and Portilla-Figueras، نويسنده , , J.A.، نويسنده ,
Pages :
7
From page :
1124
To page :
1130
Abstract :
This paper proposes the application of a novel meta-heuristic algorithm to the metropolitan wireless local area network deployment problem. In this problem, the coverage level of the deployed network must be maximized while meeting an assigned maximum budget, set beforehand. Specifically, we propose an approach based on the Harmony Search (HS) algorithm, with three main technical contributions: (1)the adaptation of the HS algorithm to a grouping scheme; (2)the adaptation of the improvisation operators driving the algorithm to the specific characteristics of the optimization problem to be tackled; and (3)its performance assessment via a simulated experiment inspired by real statistics in the city of Bilbao (Basque Country, northern Spain). Moreover, a comparison study of the proposed algorithm with a previous published grouping genetic algorithm is carried out, to further validate its performance. In light of the simulation results obtained from extensive experiments and several complexity considerations, we conclude that the proposed algorithm outperforms its genetically inspired counterpart, not only in terms of computation time, but also in the coverage level of the solution obtained.
Keywords :
Harmony Search Algorithm , genetic algorithm , WiFi network design problem , Grouping encoding , Hybrid algorithms
Journal title :
Astroparticle Physics
Record number :
2047752
Link To Document :
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