Genetic Algorithm Based on Chaos Optimization

Abstract:

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A hybrid genetic algorithm is proposed based on chaos optimization. The optimization process can be divided into two stages every iteration, one is genetic coarse searching and the other is chaos elaborate searching. Genetic algorithm searches the global solutions in the origin space. An elaborate space near the center of superior individuals is divided from the origin space, which is searched by chaos optimization adequately to generate new better superior individuals for genetic operation. The elaborate space can be compressed quickly to accelerate searching rate and enhance the searching efficiency. In this way, the algorithm has global searching ability and fast convergence rate. The simulation results prove that the algorithm can give satisfied results to function optimization problems.

Info:

Periodical:

Key Engineering Materials (Volumes 439-440)

Edited by:

Yanwen Wu

Pages:

641-645

DOI:

10.4028/www.scientific.net/KEM.439-440.641

Citation:

C. B. Xiu et al., "Genetic Algorithm Based on Chaos Optimization", Key Engineering Materials, Vols. 439-440, pp. 641-645, 2010

Online since:

June 2010

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Price:

$35.00

[1] S.F. Hwang, and R.S. He: Advances in Engineering Software, Vol. 37 (2006), p.406.

[2] C.H. Park, W.I. Lee, W.S. Han, and A. Vautrin: Computers and Structures, Vol. 86 (2008), p.1894.

[3] A.A. Javadi, R. Farmani, and T.P. Tan: Advanced Engineering Informatics, Vol. 19 (2005), p.255.

[4] S.F. Huwang, and R.S. He: Advanced Engineering Informatics, Vol. 20 (2006), p.7.

[5] Q. Ling, G. Wu, Z.Y. Yang, Q.P. Wang: Applied Soft Computing, Vol. 8 (2008), p.88.

[6] O. Hasanc, and F. Erbatur: Computers and Structures, Vol. 78 (2000), p.435.

[7] D.R. Griffiths, and J.C. Miles: Advanced Engineering Informatics, Vol. 17 (2003), p.59.

[8] P. Nanakorn, and K. Meesomklin: Computers and Structures, Vol. 79 (2001), p.2527.

[9] S.V. Wong, and A.M.S. Hamouda: Advances in Engineering Software, Vol. 31 (2000), p.251.

[10] S. T. Mohammad, and H. Mohammad: Applied Mathematics and Computation, Vol. 187 (2007), p.1076.

[11] S. T. Mohammad, and H. Mohammad: Journal of Computational and Applied Mathematics, Vol. 206 (2007), p.1070.

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