作者投稿和查稿 主编审稿 专家审稿 编委审稿 远程编辑

计算机工程 ›› 2012, Vol. 38 ›› Issue (13): 178-181. doi: 10.3969/j.issn.1000-3428.2012.13.053

• 人工智能及识别技术 • 上一篇    下一篇

基于差异演化算法和郭涛算法的文化算法

李 霞1,张敬敏1,李瑞华2,刘坤起1,3   

  1. (1. 石家庄经济学院信息工程学院,石家庄 050031;2. 阳泉师范高等专科学校,山西 阳泉 045200; 3. 中国地质大学计算机学院,武汉 430074)
  • 收稿日期:2011-11-14 出版日期:2012-07-05 发布日期:2012-07-05
  • 作者简介:李 霞(1978-),女,讲师、硕士,主研方向:演化计算,模糊推理;张敬敏,副教授、硕士;李瑞华,讲师、硕士;刘坤起,教授、博士
  • 基金资助:
    国家自然科学基金资助项目(40772196);河北省科技计 划基金资助项目(11203525D)

Cultural Algorithm Based on Differential Evolution Algorithm and Guotao Algorithm

LI Xia 1, ZHANG Jing-min 1, LI Rui-hua 2, LIU Kun-qi 1,3   

  1. (1. Department of Information Engineering, Shijiazhuang University of Economics, Shijiazhuang 050031, China; 2. Yangquan Teachers College, Yangquan 045200, China; 3. School of Computer, China University of Geosciences, Wuhan 430074, China)
  • Received:2011-11-14 Online:2012-07-05 Published:2012-07-05

摘要: 针对数值优化问题,对差异演化算法进行改进,获得多子差异演化算法。将多子差异演化算法和基于自适应搜索子空间的郭涛算法融合到文化算法的框架中,提出一种新的文化算法。实验结果表明,与多子差异演化算法、差异演化算法和基于自适应搜索子空间的郭涛算法相比,该算法收敛速度快,不易陷入局部最优,所得解的质量更好。

关键词: 差异演化算法, 多子差异演化算法, 郭涛算法, 文化算法, 数值优化

Abstract: To solve the numerical optimization problems, the Multi-child Differential Evolution(MCDE) algorithm is proposed, by improving the Differential Evolution Algorithm(DEA). A cultural algorithm is proposed, by integrating MCDE algorithm and Guotao algorithm based on Variable Searching Subspace(VSSGT) into the culture algorithm framework. Numerical experimental results indicate that the proposed algorithm has fast convergence speed, is not easy to fall into local optimal, and the performance is better than MCDE algorithm, DEA and VSSGT algorithm.

Key words: Differential Evolution Algorithm(DEA), Multi-child Differential Evolution(MCDE) algorithm, Guotao algorithm, cultural algorithm, numerical optimization

中图分类号: