DocumentCode
2408661
Title
Genetical Swarm Optimization (GSO): a class of Population-based Algorithms for Antenna Design
Author
Grimaccia, F. ; Mussetta, M. ; Pirinoli, P. ; Zich, R.E.
Author_Institution
Dipt. di Elettrotecnica, Politecnico di Milano, Italy
fYear
2006
fDate
10-11 Oct. 2006
Firstpage
467
Lastpage
471
Abstract
In this paper a new effective optimization algorithm called genetical swarm optimization (GSO) is presented. This is a hybrid algorithm developed in order to combine in the most effective way the properties of two of the most popular evolutionary optimization approaches now in use for the optimization of electromagnetic structures, the particle swarm optimization (PSO) and genetic algorithms (GA). This algorithm is essentially, as PSO and GA, a population-based heuristic search technique, which can be used to solve combinatorial optimization problems, modeled on the concepts of natural selection and evolution (GA) but also based on cultural and social rules derived from the analysis of the swarm intelligence and from the interaction among particles (PSO). Preliminary analyses are here presented with respect to the other optimization techniques dealing with a classical optimization problem. The optimized design of a printed reflectarray antenna is finally reported with numerical results.
Keywords
antenna theory; genetic algorithms; microstrip antenna arrays; particle swarm optimisation; search problems; antenna design; combinatorial optimization problems; electromagnetic structure optimization; evolutionary optimization; genetic algorithms; genetical swarm optimization; particle swarm optimization; population-based algorithms; population-based heuristic search technique; printed reflectarray antenna; swarm intelligence; Algorithm design and analysis; Convergence; Cultural differences; Design optimization; Evolutionary computation; Genetic algorithms; Genetic mutations; Particle swarm optimization; Reflector antennas; Search methods; Evolutionary optimization; hybridization strategies; reflectarray antennas;
fLanguage
English
Publisher
ieee
Conference_Titel
Communications and Electronics, 2006. ICCE '06. First International Conference on
Conference_Location
Hanoi
Print_ISBN
1-4244-0568-8
Electronic_ISBN
1-4244-0569-6
Type
conf
DOI
10.1109/CCE.2006.350871
Filename
4156522
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