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Genetic_Algorithm_Based_on_Specific_Immunity_Strat

  • Category : AI-NN-PR
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  • Update : 2012-11-26
  • Size : 920kb
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  • Author :崔***
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Standard genetic algorithm has a slow convergence velocity in late evolution and gets premature convergence easily. To solve these problems, a new genetic algorithm based on specific immunity strategy was proposed in view of mechanism of immune response. The key to this algorithm lies in maintaining the diversity of population and executing the strategy of specific immunity. The niche mechanism was introduced to maintain diversity of population. To adapt the actual change of population, genetic parameters were adjusted adaptively. The antibody population with high affinity was used to seek more excellent antibodies, and the antibody population with low affinity was inspired to seek optimum. Under the action of excellent memory cell to actualize elitist strategy, the search of algorithm is rapid and effective. It is proven that the algorithm can guarantee the convergence towards the global optimum. Simulation results show the algorithm can improve population diversity effectivel
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基于特异性免疫策略的遗传算法及应用.pdf
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