An efficient constraint handling method for genetic algorithms

Computer Methods in Applied Mechanics and Engineering - Tập 186 Số 2-4 - Trang 311-338 - 2000
Kalyanmoy Deb1
1Kanpur Genetic Algorithms Laboratory (KanGAL), Department of Mechanical Engineering, Indian Institute of Technology Kanpur, Kanpur 208016, India

Tóm tắt

Từ khóa


Tài liệu tham khảo

Deb, 1995

Reklaitis, 1983

Homaifar, 1994, Constrained optimization via genetic algorithms, Simulation, 62, 242, 10.1177/003754979406200405

J.A. Joines, C.R. Houck, On the use of nonstationary penalty functions to solve nonlinear constrained optimization problems with GAs, in: Z. Michalewicz (Ed.), Proceedings of the International Conference on Evolutionary Computation, IEEE Press, Piscataway, 1994, pp. 579–584

Z. Michalewicz, N. Attia, Evolutionary optimization of constrained problems, in: A.V. Sebald, L.J. Fogel (Eds.), Proceedings of the Third Annual Conference on Evolutionary Programming, World Scientific, Singapore, 1994, pp. 98–108

Z. Michalewicz, Genetic algorithms, numerical optimization, and constraints, in: L. Eshelman (Ed.), Proceedings of the Sixth International Conference on Genetic Algorithms, Morgan Kauffman, San Mateo, 1995, pp. 151–158

Michalewicz, 1996, Evolutionary algorithms for constrained parameter optimization problems, Evolutionary Computation, 4, 1, 10.1162/evco.1996.4.1.1

D. Powell, M.M. Skolnick, Using genetic algorithms in engineering design optimization with nonlinear constraints, in: S. Forrest (Ed.), Proceedings of the Fifth International Conference on Genetic Algorithms, Morgan Kauffman, San Mateo, 1993, pp. 424–430

Deb, 1991, Optimal design of a welded beam structure via genetic algorithms, AIAA Journal, 29, 2013, 10.2514/3.10834

Kim, 1997, Evolutionary programming techniques for constraint optimization problems, IEEE Transcations on Evolutionary Computation, 1, 129, 10.1109/4235.687880

D.E. Goldberg, Personal communication, September 1992

J.T. Richardson, M.R. Palmer, G. Liepins, M. Hilliard, Some guidelines for genetic algorithms with penalty functions, in: J.D. Schaffer (Ed.), Proceedings of the Third International Conference on Genetic Algorithms, Morgan Kauffman, San Mateo, 1989, pp. 191–197

Z. Michalewicz, Personal communication, June 1998

Deb, 1995, Simulated binary crossover for continuous search space, Complex Systems, 9, 115

Deb, 1996, A combined genetic adaptive search (GeneAS) for engineering design, Computer Science and Informatics, 26, 30

K. Deb, D.E. Goldberg, An investigation of niche and species formation in genetic function optimization, in: J.D. Schaffer (Ed.), Proceedings of the Third International Conference on Genetic Algorithms, Morgan Kauffman, San mateo, 1989, pp. 42–50

Goldberg, 1989

Rechenberg, 1973

Schwefel, 1983

Deb, 1995, Real-coded genetic algorithms with simulated binary crossover: studies on multimodal and multiobjective problems, Complex Systems, 9, 431

Goldberg, 1992, Genetic algorithms, noise, and the sizing of populations, Complex Systems, 6, 333

G. Harik, E. Cantu-Paz, D.E. Goldberg, B.L. Miller, The gambler's ruin problem, genetic algorithms, and the sizing of populations, in: T. Bäck, Z. Michalewicz, X. Yao (Eds.), Proceedings of the 1997 IEEE International Conference on Evolutionary Computation, IEEE Press, Piscataway, 1997, pp. 7–12

Himmelblau, 1972

W. Hock, K. Schittkowski, Test Examples for Nonlinear Programming Code, Lecture Notes on Economics and Mathematical Systems, vol. 187, Springer-Verlag, Berlin, 1981