Title :
A multi-objective PSO strategy for energy-efficient ad-hoc networking
Author :
Olascuaga-Cabrera, J. Guadalupe ; López-Mellado, Ernesto ; Mendez-Vazquez, Andres
Author_Institution :
CINVESTAV Unidad Guadalajara, Zapopan, Mexico
Abstract :
In this work, virtual backbone generation in ad-hoc networks under constraints of limited energy resources is addressed through a novel global optimization method. It is based on the maximal independent set approach which is stated as a multi-objective optimization problem to represent the different functional constraints of the backbone generation. A discrete version of a Particle Swarm Optimization strategy is proposed for searching Pareto optimal solutions under the multi-objective cost function. Finally, a diversity-based indicator is applied to prove that the Pareto frontier has a uniform distribution in the non-dominated solutions.
Keywords :
Pareto distribution; Pareto optimisation; ad hoc networks; diversity reception; particle swarm optimisation; Pareto frontier; Pareto optimal solutions; ad-hoc networks; diversity-based indicator; energy resources; energy-efficient ad-hoc networking; functional constraints; global optimization method; maximal independent set approach; multiobjective PSO strategy; multiobjective cost function; multiobjective optimization problem; nondominated solutions; particle swarm optimization strategy; uniform distribution; virtual backbone generation; Ad hoc networks; Equations; Logic gates; Optimization; Random variables; Wireless communication; Wireless sensor networks; Ad-hoc networking; Energy-efficient; Maximal independent set; Multi-objective PSO;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4577-0652-3
DOI :
10.1109/ICSMC.2011.6083994