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Analysis of Variance for A Influence of Genetic Probability on the Convergence times of Genetic Algorithm

机译:遗传概率对遗传算法收敛时间影响的方差分析

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The three-factor about replication, Exchange, mutation probabilities and their interaction is important on the convergence of the genetic algorithm. In order to analysis the effect. This study designed an three-factor cross-group experiment of three probability about reproduction, crossover and mutation, we use analysis of variance on empirical datum to obtain the effect of reproduction, crossover and mutation on convergence of Genetic algorithm. Conclusion of study show that, the influence of reproduction is the most significant, the influence of crossover is the second, the influence of mutation is not significant. But, as the main way of producing new individuality, Reproduction probability is important for getting overall situation optimal solution. In addition, the instrumental error is great which show that the calculate result of Genetic algorithm is randomness.
机译:关于复制,交换,突变概率及其相互作用的三个因素对遗传算法的收敛很重要。为了分析效果。本研究设计了一个关于繁殖,交叉和变异的三种概率的三因素跨群实验,我们使用经验数据的方差分析来获得繁殖,交叉和变异对遗传算法收敛性的影响。研究结论表明,繁殖的影响最大,交叉的影响次之,突变的影响不明显。但是,作为产生新个性的主要方式,繁殖概率对于获得全局最优解很重要。另外,仪器误差很大,说明遗传算法的计算结果是随机的。

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