Non-uniform cellular genetic algorithms

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In this paper, we introduce the concept of non-uniform cellular genetic algorithm, in which a number of parameters that affect the operation of genetic operators is dependent on the location of the cells of a given cellular space. The results of numerical comparison of non-uniform cellular genetic algorithms with the standard genetic algorithms, showing the advantages of the proposed approach while minimizing multimodal functions with a large number of local extrema, are presented. The coarse-grained parallel implementation of the non-uniform algorithms using the technology of MPI is considered.

Keywords: evolutionary algorithms, genetic algorithms, parallel computing
Citation in English: Computer Research and Modeling, 2015, vol. 7, no. 3, pp. 775-780

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