基于模式的混合交叉算子

Wenpan Liu, Jinhua Zheng, Mulin Wu, Juan Zou
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引用次数: 2

摘要

针对遗传算法早熟和收敛慢的难题,提出了一种基于模式的混合交叉算子,使遗传算法收敛到最优解。为了保持种群的多样性,采用了模式的方法,并结合了反调的行为。该方法可用于那些希望快速达到最佳值的应用问题。实验结果表明,新交叉算法能找到全局最优解,显著提高了收敛率。
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Hybrid crossover operator based on pattern
Prematurity and slow convergence are two difficult problems in genetic algorithm, a new crossover is proposed, named hybrid crossover operator based on pattern, to gain a better convergence to the optimal solution. To retain the diversity of population, the approach of pattern is used, together with the behavior of antitone. The new method can be used for those application problems which are wanted to reach their best value quickly. More experiments show that the new crossover can find the global optimal solution and improve convergence ratio obviously.
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