Title :
Performance assessment of Meta-PSO on EM optimization problems
Author :
Selleri, S. ; Mussetta, M. ; Pirinoli, P. ; Zich, R.E. ; Matekovits, L.
Author_Institution :
Dept. of Electron. & Telecommun., Florence Univ., Florence
Abstract :
Meta-PSO has been recently developed as an enhancement of the particle swarm optimization (PSO) method and it has been proposed to be applied to different electromagnetic optimization problems. Because of the complexity of this kind of problems, the associated cost function is in general computationally expensive. A fast convergence of the optimization algorithm is hence required to attain results in short time. The variations proposed over the standard algorithm, referred to as Undifferentiated and Differentiated Meta-PSO, aimed to enhance the global search capability, and to improve the algorithm convergence, are introduced. In order to assess their effectiveness, the different techniques have been applied the optimization of a planar array.
Keywords :
convergence of numerical methods; electromagnetic field theory; particle swarm optimisation; EM optimization; Meta-PSO; convergence; electromagnetic problem; particle swarm optimization; performance assessment; Antenna accessories; Convergence; Cost function; Design optimization; Microwave antenna arrays; Microwave theory and techniques; Optimization methods; Particle swarm optimization; Planar arrays; Stochastic processes; Arrays; Optimization; Particle Swarm;
Conference_Titel :
Communications and Electronics, 2008. ICCE 2008. Second International Conference on
Conference_Location :
Hoi an
Print_ISBN :
978-1-4244-2425-2
Electronic_ISBN :
978-1-4244-2426-9
DOI :
10.1109/CCE.2008.4578989