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基于自适应正交局部搜索算子的混合遗传算法 被引量:4

The hybridized genetic algorithm based on the operator of adaptive orthogonal local search
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摘要 基于遗传算法的动态特性和正交设计的思想 ,提出了能根据当前进化的种群状态自适应调整局部搜索空间大小的正交局部搜索算子 .对结合了自适应正交局部搜索算子的混合遗传算法进行了经典的多峰值测试函数的性能测试 ,结果表明 ,混合算法在获得的解的准确性和收敛速度上均优于标准遗传算法 . On the basis of the theory of Orthogonal Design and the dynamic attribute of GA,this paper presented the operator of orthogonal local search. It can vary the size of the local search area adaptively in response to the current state of the population during the evolution. The hybridized GA combined with the proposed AOLS operator was evaluated on a set of benchmark functions. Results showed that the hybridized algorithm outperformed the traditional GA in terms of solution accuracy and convergence speed.
出处 《华中科技大学学报(自然科学版)》 EI CAS CSCD 北大核心 2004年第4期80-82,共3页 Journal of Huazhong University of Science and Technology(Natural Science Edition)
基金 航天科工集团某型号项目 总装备部预研基金资助项目 (413170 2 0 2 0 1)
关键词 遗传算法 正交设计 自适应正交局部搜索算子 genetic algorithm orthogonal design Adaptive Orthogonal Local Search (AOLS)
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参考文献3

  • 1Kazarlis S A, Papadakis S E, Theocharis J B, et al. Microgenetic algorithms as generalized hill-climbing operators for GA optimization. IEEE Transactions on Evolutionary Computation, 2001, 5(3): 204 -217.
  • 2Srinivas M, Pamaik L M. Adaptive probabilities of crossover and mutation in genetic algorithms. IEEE Transactions on Systems, Man and Cybernetics, 1994, 24(4) : 656-667.
  • 3Leung Yiu-Wing, Wang Yuping. An orthogonal genetic algorithm with quantization for global numerical optimization. IEEE Transactions on Evolutionary Computation, 2001, 5(1): 41-53.

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