Development and validation of different hybridization strategies between GA and PSO

2007 IEEE Congress on Evolutionary Computation, CEC 2007

Volumn , Issue , 2007, Pages 2782-2787

  Gandelli, A ^a,b   Grimaccia, F ^a,b   Mussetta, M ^a,b   Pirinoli, P ^a,c   Zich, R E ^a,b  

^a IEEE

^b POLITECNICO DI MILANO   (Italy)

^c POLITECNICO DI TORINO   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

HYBRIDIZATION STRATEGIES; SOCIAL RULES; SWARM INTELLIGENCE;

COMBINATORIAL OPTIMIZATION; COMPUTATIONAL EFFICIENCY; HEURISTIC ALGORITHMS; PARTICLE SWARM OPTIMIZATION (PSO); PROBLEM SOLVING;

GENETIC ALGORITHMS;

EID: 77956581326     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2007.4424823     Document Type: Conference Paper

References (22)

1. E. Alfassio Grimaldi, F. Grimaccia, M. Mussetta, P. Pirinoli, R. E. Zich "A New Hybrid Genetical-Swarm Algorithm for Electromagnetic Optimization", Proceedings of the 3rd International Conference on Computational Electromagnetics and Its Applications, Nov. 1-4, 2004, Beijing, China, pp.157-160.
2. E. Alfassio Grimaldi, F. Grimaccia, M. Mussetta, P. Pirinoli, R. E. Zich "Genetical Swarm Optimization: a New Hybrid Evolutionary Algorithm for Electromagnetic Applications", Proceedings of the 18th International Conference on Applied Electromagnetics, ICECom 2005, Dubrovnik, Croatia, 12-14 October 2005, pp. 269-272.
3. D. E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning, New York, Addison-Wesley, 1989.
4. Y. Rahmat-Samii, E. Michielssen,Electromagnetic Optimization by Genetic Algorithms, New York: Wiley, 1999.
5. J. Kennedy, "The particle swarm: Social adaptation of knowledge", International Conference on Evolutionary Computation, Indianapolis, IN, pp. 303-308, Apr. 1997.
6. M. Clerc, J. Kennedy, "The particle swarm - explosion, stability and convergence in multidimensional complex space", IEEE Transactions on Evolutionary Computation, vol. 6, pp. 58-73, Feb. 2002.
7. G. Ciuprina, D. Ioan, I. Munteanu, "Use of intelligent-particle swarm optimization in electromagnetics", IEEE Transactions on Magnetics, vol. 38, pp.1037-1040, March 2002.
8. J. Arabas, Z. Michalewicz, J. Mulawka, "GA Vs PS - A genetic algorithm with varying population size", Proceedings of IEEE International Conference on Evolutionary Computation, Orlando, 1994, pp. 73-78.
9. R. Tanese, "Distributed genetic algorithm", Proceedings of the International Conference on Genetic Algorithms, 1989, pp. 434-439.
10. F. Grimaccia, M. Mussetta, R.E. Zich, "Genetical Swarm Optimization: Self-Adaptive Hybrid Evolutionary Algorithm for Electromagnetics", IEEE Transactions on Antennas and Propagation, Vol.55, No.3, March 2007, pp. 781-785.
11. A. Gandelli, F. Grimaccia, M. Mussetta, P. Pirinoli, R. E. Zich, "Genetical Swarm Optimization: an Evolutionary Algorithm for Antenna Design", Journal of AUTOMATIKA, Vol. 47, No.3-4, pp. 105-112, 2006.
12. A. Torn, A. Zilinskas, Global Optimization, New York, Springer- Verlag, 1989, vol. 350, Lecture Notes in Computer Science.
13. K. W. C. Ku, M. W. Mak, "Exploring the effects of Lamarckian and Baldwinian learning in evolving recurrent neural networks", IEEE International Conference on Evolutionary Computation, 13-16 April 1997, pp. 617-621.
14. N. Krasnogor, J. Smith, "A tutorial for competent memetic algorithms: model, taxonomy, and design issues", IEEE Transactions on Evolutionary Computation, Vol. 9, No. 5, Oct. 2005, pp. 474-488.
15. H. Ishibuchi, T. Yoshida, T. Murata, "Balance between genetic search and local search in memetic algorithms for multiobjective permutation flowshop scheduling", IEEE Transactions on Evolutionary Computation, Vol. 7, No. 2, April 2003, pp. 204-223.
16. R. Dawkins, The selfish gene, Oxford University Press, Oxford, 1976.
17. P. Moscato, On evolution, search, optimization, genetic algorithms and martial arts: toward memetic algorithms, Tech. Rep. Caltech Concurrent Computation Program, Rep. 826, California Institute of Technology, Pasadena, CA, 1989.
18. D. H. Wolpert, W. G. Macready, "No free lunch theorems for optimization", IEEE Transactions on Evolutionary Computation, vol. 1, no. 1, April 1997, pp. 67-82.
19. D. W. Boeringer, D. H. Werner, "Particle Swarm Optimization Versus Genetic Algorithms for Phased Array Synthesis", IEEE Transactions on Antennas and Propagation, vol. 52, no. 3, pp. 771-779, March 2004.
20. L. Matekovits, M. Mussetta, P. Pirinoli, S. Selleri, R.E. Zich, "Particle swarm optimization of microwave microstrip filters", APS-Symposium, Monterey (CA), 20-26 June 2004.
21. J. Robinson, S. Sinton, Y. Rahmat-Samii, "Particle swarm, genetic algorithm, and their hybrids: optimization of a profiled corrugated horn antenna", IEEE Proceedings of the International Symposium on Antennas and Propagation, vol.1, pp. 314-317, 16-21 June 2002.
22. Chia-Feng Juang,"A Hybrid of Genetic Algorithm and Particle Swarm Optimization for Recurrent Network Design", IEEE Transactions On Systems, Man, And Cybernetics-Part B: Cybernetics, vol. 34, no. 2, pp. 997-1006, April 2004.