Title :
MOGAMESH: A multi-objective algorithm for node placement in wireless mesh networks based on genetic algorithms
Author :
De Marco, Giuseppe
Author_Institution :
Dept. of Inf. & Syst. Eng., Toyota Technol. Inst., Nagoya, Japan
Abstract :
The optimal placement of mesh nodes of an infrastructure wireless mesh network is considered. The optimization is performed w.r.t. two objectives, i.e. installation cost and coverage probability. Mesh nodes with directional antennae are assumed. In this regard, we propose MOGAMESH, a 2-stages multi-objective evolutionary optimization algorithm which tries to optimize the two objectives by means of genetic algorithms, where individuals or solutions are represented by network graphs. In the first stage, candidate network topologies are found by letting a population of graphs evolve. Iteratively, a non-dominated sorting technique classifies individuals which are then selected for the evolution process. Solutions are individuals belonging to the Pareto front, i.e. the set of all non-dominated solutions. In the second stage, a link elimination algorithm further reduces the number of links of the network. In this way, MOGAMESH can provide the network designer with the maximum number of devices to install for every mesh node along with candidate network topologies. We analyze the performance of MOGAMESH for realistic instances of a wireless mesh network with increasing user density.
Keywords :
directive antennas; genetic algorithms; radio links; radio networks; telecommunication network topology; 2-stage multiobjective evolutionary optimization algorithm; MOGAMESH; Pareto front; coverage probability; directional antennae; genetic algorithms; link elimination algorithm; network graphs; network link; network topology; node placement; wireless mesh networks; Algorithm design and analysis; Cascading style sheets; Costs; Directive antennas; Genetic algorithms; Genetic engineering; Iterative algorithms; Network topology; Systems engineering and theory; Wireless mesh networks;
Conference_Titel :
Wireless Communication Systems, 2009. ISWCS 2009. 6th International Symposium on
Conference_Location :
Tuscany
Print_ISBN :
978-1-4244-3584-5
Electronic_ISBN :
978-1-4244-3584-5
DOI :
10.1109/ISWCS.2009.5285321