On some properties of the lbest topology in particle swarm optimization

Proceedings - 2009 9th International Conference on Hybrid Intelligent Systems, HIS 2009

Volumn 3, Issue , 2009, Pages 370-375

  Ghosh, Sayan ^a   Kundu, Debarati ^a   Suresh, Kaushik ^a   Das, Swagatam ^a   Abraham, Ajith ^b   Panigrahi, Bijaya K ^c   Snášel, Václav ^d  

^a JADAVPUR UNIVERSITY   (India)

^b SCIENTIFIC NETWORK FOR INNOVATION AND RESEARCH EXCELLENCE   (United States)

^c INDIAN INSTITUTE OF TECHNOLOGY DELHI   (India)

^d VSB TECHNICAL UNIVERSITY OF OSTRAVA   (Czech Republic)

Author keywords

Global optimization; Neighborhood topologies; Particle swarm optimization; Swarm intelligence

Indexed keywords

BEST POSITION; FITNESS LANDSCAPE; INTER-PARTICLE INTERACTION; MULTI-MODAL; NEIGHBORHOOD TOPOLOGIES; NEIGHBORHOOD TOPOLOGY; PREMATURE CONVERGENCE; PROBABILISTIC ANALYSIS; REAL-PARAMETER OPTIMIZATION; SELECTION BASED; STANDARD PSO; SWARM INTELLIGENCE; THEORETICAL RESEARCH;

CELLULAR AUTOMATA; GLOBAL OPTIMIZATION; INTELLIGENT SYSTEMS; RANDOM VARIABLES; STRUCTURAL OPTIMIZATION; TOPOLOGY;

PARTICLE SWARM OPTIMIZATION (PSO);

EID: 70450186862     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/HIS.2009.288     Document Type: Conference Paper

References (22)

1. J. Kennedy and R. C. Eberhart: "Particle swarm optimization", In Proceedings of IEEE International conference on Neural Networks. 1942-1948, 1995.
2. th Int. Symp. Micromachine Human Sci., vol. 1, Mar. 1995, pp. 39-43
3. J. Kennedy, R. C. Eberhart, and Y. Shi, Swarm Intelligence, Morgan Kaufmann, San Francisco, CA, 2001
4. A. P. Engelbrecht, Fundamentals of Computational Swarm Intelligence, John Wiley & Sons, 2006.
5. M. Clerc, Particle Swarm Optimization, ISTE Publications, 2008.
6. Y. del Valle, G. K. Venayagamoorthy, S. Mohagheghi, J. C. Hernandez, and R. G. Harley, "Particle Swarm Optimization: Basic Concepts, Variants and Applications in Power Systems", IEEE Transactions on Evolutionary Computation, Vol. 12, Issue 2, pp. 171-195, 2008.
7. A. Banks, J. Vincent, and C. Anyakoha, A review of particle swarm optimization. Part I: background and development, Natural Computing: an international journal 6, 4, pp. 467-484, 2007.
8. A. Banks, J. Vincent, and C. Anyakoha, A review of particle swarm optimization. Part II: hybridisation, combinatorial, multicriteria and constrained optimization, and indicative applications, Natural Computing: an international journal 7, 2, pp. 109-124, 2008.
9. M. Clerc and J. Kennedy, "The particle swarm-explosion, stability and convergence in a multidimensional complex space," IEEE Transactions on Evolutionary Computation, vol.6, no.2, pp. 58-73, Feb. 2002.
10. V. Kadirkamanathan, K. Selvarajah, and P. J. Fleming, "Stability analysis of the particle dynamics in particle swarm optimizer," IEEE Transactions on Evolutionary Computation, vol.10, no.3, pp. 245-255, Jun. 2006.
11. I. C. Trelea, "The particle swarm optimization algorithm: convergence analysis and parameter selection," Inf. Process. Letters. vol. 85, pp. 317-325, Mar. 2003.
12. N. R. Samal, A. Konar, S. Das and A. Abraham, "A closed loop stability analysis and parameter selection of the particle swarm optimization dynamics for faster convergence," in Proc. Congr. Evolu. Compu. (CEC 2007), Singapore, pp. 1769-1776, 2007.
13. F. Van den Bergh, An analysis of particle swarm optimizers, Ph.D. dissertation, Univ. Pretoria, South Africa, 2002.
14. D. Bratton and J. Kennedy, Defining a standard for particle swarm optimization, In IEEE swarm intelligence symposium, 2007.
15. D. Bratton and T. Blackwell, Understanding particle swarms through simplification: a study of recombinant PSO. In Proceedings of the 2007 GECCO Conference Companion on Genetic and Evolutionary Computation (London, United Kingdom, July 07-11, 2007). GECCO '07. ACM, New York, NY, 2621-2628, 2007.
16. www.particleswarm.info/
17. J. Kennedy, "Small Worlds and Mega-Minds: Effects of Neighborhood Topology on Particle Swarm Performance", Proceedings of the 1999 Congress of Evolutionary Computation, vol. 3, IEEE Press, (1999): 1931-1938.
18. J. Kennedy and R. Mendes, "Population structure and particle swarm performance", Proceedings of the Congress on Evolutionary Computation (CEC 2002), pages 1671-1676, Honolulu, HI, USA, 2002.
19. R. Mendes, J. Kennedy and J. Neves, "The fully informed particle swarm: simpler, maybe better," IEEE Transactions on Evolutionary Computation, Vol. 8, no. 3, pp. 204-210, 2004.
20. R. Mendes, J. Kennedy and J. Neves, "Avoiding the pitfalls of local optima: how topologies can save the day", Proceedings of the 12th Conference Intelligent Systems Application to Power Systems (ISAP2003), IEEE Computer Society, 2003.
21. V. Miranda, H. Keko, and A. J. Duque, "Stochastic Star Communication Topology in Evolutionary Particle Swarms (EPSO)", International Journal of Computational Intelligent Research, 2008.
22. H. Liu, A. Abraham and M. Clerc, Chaotic Dynamic Characteristics in Swarm Intelligence, Applied Soft Computing Journal, Elsevier Science, Volume 7, Issue 3, pp. 1019-1026, 2007.