• CN:11-2187/TH
  • ISSN:0577-6686

›› 2014, Vol. 50 ›› Issue (13): 170-177.

• 论文 • 上一篇    下一篇

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基于粒计算面向工艺实例检索的材料相似度算法

周丹晨   

  1. 中国工程物理研究院机械制造工艺研究所
  • 发布日期:2014-07-05

Material Similarity Algorithm for Process Cases Retrieval Based on Granular Computing Granular Computing

ZHOU Danchen   

  1. Institute of Machinery Manufacturing Technology, China Academy of Engineering Physics
  • Published:2014-07-05

摘要: 针对目前工艺实例检索中材料类别、材料牌号和热处理方式相似度计算误差较大的问题,分析三种相似度计算的本质是对比不同材料在物理和力学性能上的相似程度,由此提出将三种相似度统一为材料相似度的思想以及一种基于粒计算的材料相似度算法。首先根据工艺实例库中材料样本的硬度、抗拉强度、伸长率、冲击韧性和热导率五种性能指标值,对照通用的材料切削加工性分级表确定各性能指标对应的切削加工性等级值;然后融合应用模糊相容商空间理论和粗糙集理论,通过从不同粒度的商空间分析各个性能指标的重要度来计算其客观权重,并采用乘法组合赋权法确定其综合权重;最终以加权欧氏距离计算材料相似度。应用算例验证了算法的可行性、合理性和有效性。

关键词: 材料相似度;工艺实例检索;粒计算;模糊相容商空间;粗糙集

Abstract: Aiming at the problem of larger error in the similarity calculation of material type, material brand and heat treatment method in process cases retrieval, and according to the analysis that the essence of three kinds of similarity calculation is similar degree comparison of different materials on the physical and mechanical properties, the idea of unifying three kinds of similarity as material similarity and its algorithm based on granular computing is put forward. On the basis of five kinds of performance index values of material samples in the process case library, including hardness, tensile strength, elongation, impact toughness and thermal conductivity, the corresponding machinability grade value of every performance index is determined through comparing with the general material machinability classification table. By the integrated application of fuzzy tolerance quotient space theory and rough set theory, the objective weight of every performance index is calculated through analyzing its significance from different granularity of quotient spaces, and the multiplication combination weighting method based on subjective and objective weights is used to determine their comprehensive weights. The material similarity is calculated according to the weighted Euclidean distance. An application example verifies the feasibility, rationality and validity of the proposed algorithm.

Key words: material similarity;process case retrieval;granular computing;fuzzy tolerance quotient space;rough set

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