Hybrid differential evolution and adaptive trade-off model to solve constrained optimization problems

2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010

Volumn , Issue , 2010, Pages

  Wang, Yong ^a   Cai, Zixing ^a  

^a CENTRAL SOUTH UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

BENCHMARK TESTS; CONSTRAINED OPTIMIZATION PROBLEMS; HYBRID DIFFERENTIAL EVOLUTION; MUTATION STRATEGY; STATE-OF-THE-ART APPROACH;

ARTIFICIAL INTELLIGENCE; BENCHMARKING; EVOLUTIONARY ALGORITHMS;

CONSTRAINED OPTIMIZATION;

EID: 79959438761     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2010.5586189     Document Type: Conference Paper

References (19)

1. Z. Michalewicz and M. Schoenauer, "Evolutionary algorithm for constrained parameter optimization problems," Evol. Comput., vol. 4, no. 1, pp. 1-32, 1996.
2. C. A. Coello Coello, "Theoretical and numerical constraint-handling techniques used with evolutionary algorithms: a survey of the state of the art," Comput. Methods Appl. Mech. Eng., vol. 191, no. 11-12, pp. 1245-1287, January 2002.
3. R. Storn and K. Price, "Differential evolution - a simple and efficient adaptive scheme for global optimization over continuous spaces," International Computer Science Institute, Berkeley, Tech. Rep. TR-95-012, 1995.
4. T. P. Runarsson and X. Yao, "Search biases in constrained evolutionary optimization," IEEE Trans. Systems, Man, Cybern. C, vol. 35, no.2, pp 233-243, May 2005.
5. E. Mezura-Montes, J. Velázquez-Reyes, and C. A. Coello. Coello, "Promising infeasibility and multiple offspring incorporated to differential evolution for constrained optimization," Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'2005), volume 1, pp 225-232, New York, USA, June 2005, ACM Press.
6. R. Storn, "System design by constraint adaptation and differential evolution," IEEE Trans. Evol. Comput. vol.3, no.1, pp.22-34, 1999.
7. J. Lampinen and I. Zelinka, "Mixed variable non-linear optimization by differential evolution," in Proceedings of Nostradamus'99, 2nd International Prediction Conference, pages 45-55. Zlin, Czech Republic. Technical University of Brno, Faculty of Technology Zlin, Department of Automatic Control, October 1999. ISBN 80-214-1424-3.
8. J. Lampinen, "A constraint handling approach for the differential evolution algorithm," in Proceedings of the Congress on Evolutionary Computation 2002 (CEC'2002), vol. 2, pp. 1468-1473, IEEE Service Center, Piscataway, NJ, 2002.
9. E. Mezura-Montes, J. Velázquez-Reyes and C. A. Coello Coello, "Modified differential evolution for constrained optimization," in Proceedings of the Congress on Evolutionary Computation (CEC'2006), pp. 332-339, IEEE Press, Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada, July 2006
10. V. L. Huang, A. K. Qin, and P. N. Suganthan, "Self-adaptive differential evolution algorithm for constrained real-parameter optimization," in Proceedings of the Congress on Evolutionary Computation (CEC'2006), pp. 17-24, IEEE Press, Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada, July 2006.
11. J. Brest, V. Zumer, and M. S. Maucec, "Self-adaptive differential evolution algorithm in constrained real-parameter optimization," in Proceedings of the Congress on Evolutionary Computation (CEC'2006), pp. 215-222, IEEE Press, Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada, July 2006.
12. T. Takahama and S. Sakai, "Constrained optimization by the ε constrained differential evolution with gradient-based mutation and feasible elites," in Proceedings of the Congress on Evolutionary Computation (CEC'2006), pp. 1-8, IEEE Press, Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada, July 2006.
13. M. F. Tasgetiren and P. N. Suganthan, "A multi-populated differential evolution algorithm for solving constrained optimization problem," in Proceedings of the Congress on Evolutionary Computation (CEC'2006), pp. 33-40, IEEE Press, Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada, July 2006.
14. S. Kukkonen and J. Lampinen, "Constrained real-parameter optimization with generalized differential evolution," in Proceedings of the Congress on Evolutionary Computation (CEC'2006), pp. 207-214, IEEE Press, Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada, July 2006.
15. R. L. Becerra and C. A. Coello Coello, "Cultured differential evolution for constrained optimization," Computer Methods in Applied Mechanics and Engineering, vol. 195, no. 33-36, pp. 4303-4322, 2006.
16. Y. Wang and Z. Cai, "Constrained evolutionary optimization by means of (μ+λ)-differential evolution and improved adaptive trade-off model," Evol. Comput., Accepted for Publication.
17. Y. Wang, Z. Cai, Y. Zhou, and W. Zeng, "An adaptive trade-off model for constrained evolutionary optimization," IEEE Trans. Evol. Comput., vol. 12, no. 1, pp. 80-92, 2008.
18. T. P. Runarsson and X. Yao, "Stochastic ranking for constrained evolutionary optimization," IEEE Trans. Evol. Comput., vol. 4, no. 3, pp. 284-294, Sept 2000.
19. E. Mezura-Montes and C. A. Coello Coello, "A simple multimembered evolution strategy to solve constrained optimization problems," IEEE Trans. Evol. Comput., vol. 9, no. 1, pp. 1-17, 2005.