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计算机工程 ›› 2012, Vol. 38 ›› Issue (2): 181-183. doi: 10.3969/j.issn.1000-3428.2012.02.059

• 人工智能及识别技术 • 上一篇    下一篇

基于正交差异混合演化算法的制造资源选择

赵占芳,马立肖,许冀伟   

  1. (石家庄经济学院计算机科学系,石家庄 050031)
  • 收稿日期:2011-05-20 出版日期:2012-01-20 发布日期:2012-01-20
  • 作者简介:赵占芳(1978-),女,讲师、硕士,主研方向:演化计算;马立肖、许冀伟,讲师、硕士
  • 基金资助:
    河北省科学技术研究与发展计划基金资助项目(0921350 2D)

Manufacture Resources Selection Based on Orthogonal Differential Hybrid Evolution Algorithm

ZHAO Zhan-fang, MA Li-xiao, XU Ji-wei   

  1. (Department of Computer Science, Shijiazhuang University of Economics, Shijiazhuang 050031, China)
  • Received:2011-05-20 Online:2012-01-20 Published:2012-01-20

摘要: 对制造资源的选择问题进行分析,并建立数学模型,提出一种适合求解该问题的正交差异混合演化算法。该算法使用子空间收缩技术和多子竞争策略,使收敛速度得到明显提高。实验结果表明,与其他算法相比,该混合演化算法在解的质量、稳定性和收敛速度方面均具有较好的性能。

关键词: 正交设计, 正交杂交, 差异演化算法, 子空间收缩, 协同制造, 资源选择

Abstract: This paper analyzes the selection problem of manufacture resources, and establishes a mathematical model. The paper presents a hybrid evolutionary algorithm with Differential Evolution(DE) and orthogonal design to solve this problem. Subspace shrinking technology and the method of several offspring competition are applied to the hybrid evolutionary algorithm, which make the algorithm convergence velocity has obvious improvement. Compared with other algorithms, experimental results show that the hybrid evolutionary algorithm is excellent in quality, stability and convergence velocity.

Key words: orthogonal design, orthogonal crossover, Differential Evolution(DE) algorithm, subspace shrinking, collaborative manufacturing, resources selection

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