现代制造工程 ›› 2017, Vol. 444 ›› Issue (9): 118-122.doi: 10.16731/j.cnki.1671-3133.2017.09.020

• 制造技术/工艺装备 • 上一篇    下一篇

面向冷轧带钢表面缺陷的加权模糊层次关联规则挖掘方法

李怡, 孔建益, 王兴东, 刘军伟   

  1. 武汉科技大学机械自动化学院,武汉 430081
  • 收稿日期:2016-04-06 出版日期:2017-09-20 发布日期:2018-01-09
  • 作者简介:李怡,硕士研究生,研究方向为智能制造与服务。孔建益,博士,教授,博士生导师,主要研究方向为智能机器及受控机构,机电系统动态设计及故障诊断等。E-mail:354095523@qq.com
  • 基金资助:
    国家自然科学基金面上项目(51174151);湖北省重大科技创新计划项目(2013AAA011);湖北省自然科学基金项目(2013CFA131)

Weighted fuzzy level association rule mining method for surface defects of cold rolled strip

Li Yi, Kong Jianyi, Wang Xingdong, Liu Junwei   

  1. College of Mechanical Automation, Wuhan University of Science and Technology, Wuhan 430081,China
  • Received:2016-04-06 Online:2017-09-20 Published:2018-01-09

摘要: 为了克服传统关联规则在解决钢铁工业泛在信息多样性、模糊性和层次性方面的不足,在传统的层次型关联规则挖掘算法基础上,建立层次间的模糊隶属度关系,并引入加权扩展,设计了一种加权模糊层次关联规则算法,并将该算法应用于冷轧带钢生产过程缺陷与缺陷形成原因的关联关系挖掘中。试验表明,该算法不但可以挖掘出缺陷之间的关联关系,同时还能挖掘出不同缺陷与其对应的不同缺陷形成原因之间的关联关系,弥补了传统挖掘算法只能挖掘同种类别数据之间关系的不足。

关键词: 冷轧带钢, 表面缺陷, 加权, 模糊层次, 关联规则

Abstract: In order to overcome the shortages of the traditional association rules in the steel industry in the field of information diversity,ambiguity and gradation. On the basis of traditional hierarchical association rules mining algorithm,introduces the weighted extension while establishing a hierarchical relation between fuzzy memberships,and proposes a weighted fuzzy hierarchy association rules algorithm.At the same time,the algorithm is applied to the association between defects and defects in the process of cold strip rolling.The experimental results showed that,this algorithm can not only dig the relationship between defects,but also dig out the corresponding relationship between different defects and its different reasons.It make up for the shortages of that traditional mining algorithms can only be mining the data at same category.

Key words: cold rolled strip, surface defect, weighting, fuzzy hierarchy, association rules

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