Scalability of niche PSO

2003 IEEE Swarm Intelligence Symposium, SIS 2003 - Proceedings

Volumn , Issue , 2003, Pages 228-234

  Brits, R ^a   Engelbrecht, A P ^a   Van Den Bergh, F ^a  

^a UNIVERSITY OF PRETORIA   (South Africa)

Author keywords

Africa; Animals; Biological system modeling; Environmental factors; Equations; Evolutionary computation; Eyes; Genetic algorithms; Particle swarm optimization; Scalability

Indexed keywords

ANIMALS; BIOINFORMATICS; BIOLOGICAL SYSTEMS; EVOLUTIONARY ALGORITHMS; GENETIC ALGORITHMS; SCALABILITY; SWARM INTELLIGENCE;

AFRICA; BIOLOGICAL SYSTEM MODELING; ENVIRONMENTAL FACTORS; EQUATIONS; EYES;

PARTICLE SWARM OPTIMIZATION (PSO);

EID: 84942092313     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SIS.2003.1202273     Document Type: Conference Paper

References (25)

1. R. Brits, A. P. Engelbrecht, and F. van den Bergh, "Solving Systems of Unconstrained Equations using Particle Swarm Optimizers," Accepted for IEEE Conference on Systems, Man and Cybernetics, October 2002.
2. R. Brits, "Niching strategies for particle swarm optimization," Master's thesis, Department of Computer Science, University of Pretoria, Pretoria, South Africa, 2002.
3. R. Brits, A. P. Engelbrecht, and F. van den Bergh, "A Niching Particle Swarm Optimizer," in Proceedings of the Conference on Simulated Evolution and Learning, (Singapore), pp. ?-?, November 2002.
4. D. E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning. Addison Wesley, Reading, MA, 1989.
5. J. Kennedy and R. C. Eberhart, "Particle Swarm Optimization," in Proceedings of the IEEE International Conference on Neural Networks, vol. IV. (Perth, Australia), pp. 1942-1948, 1995.
6. J. Kennedy, "Small Worlds and Mega-Minds: Effects of Neighborhood Topology on Particle Swarm Performance," Proceedings of the IEEE Congress on Evolutionary Computation, pp. 1931-1938, July 1999.
7. P. N. Suganthan, "Particle Swarm Optimizer with Neighborhood Operator," Proceedings of the IEEE Congress on Evolutionary Computation, pp. 1958-1961, July 1999.
8. F. van den Bergh, An Analysis of Particle Swarm Optimizers. PhD thesis, Department of Computer Science, University of Pretoria, Pretoria, South Africa, 2002.
9. J. Kennedy, "Stereotyping: Improving Particle Swarm Performance with Cluster Analysis," in Proceedings of the IEEE Congress on Evolutionary Computation, (San Diego, USA), pp. 1507-1512, 2000.
10. F. van den Bergh and A. P. Engelbrecht, "A New Locally Convergent Particle Swarm Optimizer," Accepted for IEEE Conference on Systems, Man and Cybernetics, October 2002.
11. S. W. Mahfoud, Niching Methods for Genetic Algorithms. PhD thesis, Genetic Algorithm Lab, University of Illinois, Illinois, 1995. IlliGAL Rep. 95001.
12. J. Horn, The nature of nicking: Genetic algorithms and the evolution of optimal, cooperative populations. PhD thesis, Urbana, University of Illinois, Illinois, Genetic Algorithm Lab, 1997.
13. D. E. Goldberg and J. Richardson, "Genetic Algorithm with Sharing for Multimodal Function Optimization," in Proceedings of the Second International Conference on Genetic Algorithms, pp. 41-49, 1987.
14. B. L. Miller and M. J. Shaw, "Genetic Algorithms with Dynamic Niche Sharing for Multimodal Function Optimization," tech. rep., Genetic Algorithm Lab, Urbana, University of Illinois, Illinois, December 1995. IlliGAL Rep. 95010.
15. D. Beasley, D. R. Bull, and R. R. Martin, "A Sequential Niching Technique for Multimodal Function Optimization," Evolutionary Computation, vol. 3, no. 2, pp. 101-125, 1993.
16. K. A. de Jong, An Analysis of the Behavior of a Class of Genetic Adaptive Systems. PhD thesis, Department of Computer Science, University of Michigan, Ann Arbor, Michigan, USA, 1975.
17. O. J. Mengshoel and D. E. Goldberg, "Probabilistic Crowding: Deterministic Crowding with Probabilistic Replacement," in Proceedings of the Genetic and Evolutionary Computation Conference 1999, (San Fransisco, USA, Morgan Kaufmann), pp. 409-416, 1999.
18. G. R. Harik, "Finding Multimodal Solutions Using Restricted Tournament Selection," tech. rep., IlliGAL, University of Illinois at Urbana-Champaign, Urbana, Illinois, 1995.
19. D. E. Goldberg and L. Wang, "Adaptive Niching via Revolutionary Sharing," tech. rep., Genetic Algorithm Lab, Urbana, University of Illinois, Illinois, August 1997. IlliGAL Rep. 97007.
20. J. Gan and K. Warwick, "Dynamic Niche Clustering: A Fuzzy Variable Radius Niching Technique for Multimodal Optimization in GAs," in Proceedings of the IEEE Congress on Evolutionary Computation, vol. I, pp. 215-222, 2001.
21. J. Gan andK. Warwick, "A Variable Radius Niche Technique for Speciation in Genetic Algorithms," in Proceedings of the Genetic and Evolutionary Computation Conference, pp. 96-103, Morgan-Kaufmann, 2000.
22. K. E. Parsopoulos and M. N. Vrahatis, "Modification of the Particle Swarm Optimizer for Locating all the Global Minima," in Artificial Neural Networks and Genetic Algorithms (V. Kurkova, N. Steele, R. Neruda, and M. Karny, eds.), pp. 324-327. Springer, 2001.
23. D. E. Goldberg, K. Deb, and J. Horn, "Massive Multimodality, Deception and Genetic Algorithms," in Parallel Problem Solving from Nature (R. Maenner and B. Manderick, eds.), vol. 2, pp. 37-46, 1992.
24. S. Mahfoud, "A Comparison of Parallel and Sequential Niching Methods," in Proceedings of the Sixth International Conference on Genetic Algorithms, pp. 136-143, 1995.
25. K. Deb, "Genetic Algorithms in Multimodal Function Optimization," Master's thesis, Department of Engineering Mathematics, University of Alabama, 1989.