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Knowledge about evolutionary information is not used in genetic algorithms effectively. Cultural algorithms with dual inheritance structure converge slowly because only mutation operator is adopted in the population space. A novel hybrid optimization method is proposed using genetic algorithm in population space. Four kinds of knowledge and two phases are abstracted. Steps of the algorithm are described...