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CHEN Hai-ying, GUO Qiao, XU Li. Grid-Based Pseudo-Parallel Genetic Algorithm and Its Application[J]. JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY, 2006, 15(1): 48-52.
Citation: CHEN Hai-ying, GUO Qiao, XU Li. Grid-Based Pseudo-Parallel Genetic Algorithm and Its Application[J].JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY, 2006, 15(1): 48-52.

Grid-Based Pseudo-Parallel Genetic Algorithm and Its Application

Funds:theNationalNaturalScienceFundationofChina(60171018)
  • Received Date:2003-12-04
  • Aimed at the problems of premature and lower convergence of simple genetic algorithms (SGA), three ideas——partition the whole search uniformly, multi-genetic operators and multi-populations evolving independently are introduced, and a grid-based pseudo-parallel genetic algorithms (GPPGA) is put forward. Thereafter, the analysis of premature and convergence of GPPGA is made. In the end, GPPGA is tested by both six-peak camel back function, Rosenbrock function and BP network. The result shows the feasibility and effectiveness of GPPGA in overcoming premature and improving convergence speed and accuracy.
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  • [1]
    Holland J H. Adaptation in natur al and artificial systems[M]. Massachusettes: University of Michigan Press,1975.
    [2]
    Andr e J, Siarry P, Dogno n T. An impr ovement o f thestandard genetic alg orithm fig hting pr emature convergence in continuous optimization[J]. Advances in Eng ineering Software, 2001(1); 49-60.
    [3]
    Gordon V S, Whitley D. Ser ial and par allel genetic algorithms as function optimizers[Z]. 5th International Conference on Genetic Algor ithms, San Mateo, CA, 1993.
    [4]
    Zhou Ming , Sun Shudo ng. Genetic algorit hms: Theoryand applicat ions[M]. Beijing: National Defence I ndustryPress, 1999. (in Chinese)
    [5]
    Gao Yugen, Wang Guobiao, Ding Shuzhan. Genetic algor ithms based on grid and its application[J]. Journal ofUniversity of Science and Technology Beijing, 2002, 24(3); 360-363. (in Chinese)
    [6]
    Michalewicz Z. Genetic algorithms + data structures =evolution programs[M]. New York: Springer Verlag,1996.
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