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混合编码遗传算法在测试数据生成中的应用 被引量:1

Application of Hybrid-coded Genetic Algorithm in the Test Data Generation Study
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摘要 针对传统遗传算法存在局部搜索能力差、未成熟收敛和多峰优化时常有漂移现象的缺陷,充分利用格雷码来消除Hamming悬岸问题,实数编码来获得大空间搜索任意精度的优势,从而获得混合编码的遗传算法.引入黄金分割点实现2种编码方法的转换,设计了测试数据生成的混合编码遗传算法.通过实例说明测试数据如何自动生成,结果表明生成测试数据的效果较好. The traditional genetic algorithm has poor local search capability,premature convergence and multi-peak optimization problem often driftting phenomenon. The advantage of Gray Code is made full use of,which can eliminate hanging shore Hamming problem ,and real-coded ,which can get arbitrary accuracy in the access of large space search,to get hybrid-coded genetic algorithm. The golden section point is introduced to implement two coding methods conversion,and test data generation hybrid-coded genetic algorithm...
出处 《郑州大学学报(理学版)》 CAS 北大核心 2009年第3期22-25,共4页 Journal of Zhengzhou University:Natural Science Edition
基金 国家高技术研究发展计划(863)项目 编号2007AA010408
关键词 测试数据 遗传算法 格雷码 实数编码 黄金分割点 test data genetic algorithm Gray Code real-coded golden section point
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