A new evolutionary method with a hybrid approach combining particle swarm optimization and genetic algorithms using fuzzy logic for decision making

2008 IEEE Congress on Evolutionary Computation, CEC 2008

Volumn , Issue , 2008, Pages 1333-1339

  Valdez, Fevrier ^a   Melin, Patricia ^b   Castillo, Oscar ^b   Montiel, Oscar ^c  

^a TIJUANA INSTITUTE OF TECHNOLOGY   (Mexico)

^b UNIVERSIDAD AUTÓNOMA DE BAJA CALIFORNIA   (Mexico)

^c INSTITUTO POLITÉCNICO NACIONAL   (Mexico)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMBINES; EVOLUTIONARY ALGORITHMS; FUNCTIONS; FUZZY LOGIC; FUZZY SETS; FUZZY SYSTEMS; GENETIC ALGORITHMS; OPTIMIZATION; PROBABILITY DENSITY FUNCTION; PROBLEM SOLVING;

AND GENETIC ALGORITHMS; EVOLUTIONARY METHODS; HYBRID APPROACHES; HYBRID METHODS; IMPROVED PSO; MATHEMATICAL FUNCTIONS; PARTICLE SWARMS;

PARTICLE SWARM OPTIMIZATION (PSO);

EID: 55749109517     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2008.4630968     Document Type: Conference Paper

References (19)

1. Man K.F., Tang K.S., and Kwong S., "Genetic Algorithms: Concepts and Designs", Springer Verlag. 1999.
2. Eberhart, R. C. and Kennedy, J. A new optimizer using particle swarm theory. Proceedings of the Sixth International Symposium on Micromachine and Human Science, Nagoya, Japan. pp. 39-43, 1995. J.-G. Lu, "Title of paper with only the first word capitalized," J. Name Stand. Abbrev., in press.
3. Kennedy, J. and Eberhart, R. C. Particle swarm optimization. Proceedings of IEEE International Conference on Neural Networks, Piscataway, NJ. pp. 1942-1948, 1995.
4. Valdez, F. and Melin P. "Parallel Evolutionary Computing using a cluster for Mathematical Function Optimization", Nafips. San Diego CA USA, 598-602. June 2007.
5. Germundsson, R. "Mathematical Version 4." Mathematical J. 7, 497-524, 2000.
6. D.B. Fogel, "An introduction to simulated evolutionary optimization", IEEE transactions on neural networks, vol 5, n 1, Page(s):3-14, jan 1994.
7. Holland J.H., Adaptation in natural and artificial system, Ann Arbor, The University of Michigan Press, 1975.
8. Goldberg D., Genetic Algorithms, Addison Wesley, 1988.
9. Emmeche C., Garden in the Machine. The Emerging Science of Artificial Life, Princeton University Press, pp. 114.1994.
10. Angeline P. J., Using Selection to Improve Particle Swarm Optimization, In Proceedings 1998 IEEE World Congress on Computational Intelligence, Anchorage, Alaska, IEEE, 84-89. 1998.
11. Angeline P.J., Evolutionary Optimization Versus Particle Swarm Optimization: Philosophy and Performance Differences, Evolutionary Programming VII, Lecture Notes in Computer Science 1447, Springer, :601-610.1998.
12. Back T., Fogel D.B., and Michalewicz Z., (Eds), Handbook of Evolutionary Computation. Oxford University Press, 1997.
13. Montiel O, Castillo O, Melin P, Rodriguez A and Sepulveda R: "Human evolutionary model: A new approach to optimization." Inf. Sci. 177(10): 2075-2098, 2007.
14. Castillo O., Valdez F. and Melin P., "Hierarchical Genetic Algorithms for topology optimization in fuzzy control systems". International Journal of General Systems, Volume 36, Issue 5., pag 575-591, October 2007.
15. Valdez F., Melin P. and Castillo O. "Evolutionary Computing for the Optimization of Mathematical functions". Analysis and Design of Intelligent Systems Using Soft Computing Techniques. Advances in Soft Computing 41. June 2007.
16. Castillo O, Huesca G, and Valdez F. "Proceedings of the International Conference on Artificial" Intelligence, IC-AI'04, Las Vegas, Nevada, USA, Volume 1, pag. 98-104, June 21-24, 2004.
17. Veeramachaneni K, Osadciw L and Yan W "Improving Classifier Fusion Using Particle Swarm Optimization", IEEE Fusion Conference, Italy, July, 2006.
18. M and Kennedy J. "The particle swarm-explosion, stability, and convergence in a multidimensional complex space". IEEE Transactions on Evolutionary Computation, 6(1):58-73.2002.
19. Kennedy J and Mendes R. "Population structure and particle swarm performance". Proceeding of IEEE conference on Evolutionary Computation, pag. 1671-1676.2002.