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粗糙集理论在滚动轴承故障诊断中的应用
引用本文:闵勇,郭一楠,闫俊荣. 粗糙集理论在滚动轴承故障诊断中的应用[J]. 工矿自动化, 2010, 36(5)
作者姓名:闵勇  郭一楠  闫俊荣
作者单位:1. 中国矿业大学信电学院,江苏,徐州,221008;徐州师范大学机电工程学院,江苏,徐州,221116
2. 中国矿业大学信电学院,江苏,徐州,221008
3. 徐州师范大学机电工程学院,江苏,徐州,221116
基金项目:江苏省自然科学基金资助项目(BK2007029)
摘    要:粗糙集是一种软计算方法,它不需要任何先验知识和理论推导,仅依赖于原始数据,从数据中发现潜在规律和隐含规则,其核心任务是数据约简,得到最简决策规则。文章基于粗糙集理论的可辨识矩阵算法,对滚动轴承故障信息表进行属性约简和属性值约简,得到了精简的诊断规则,从而方便了信息的机器处理,也为基于规则的滚动轴承智能故障诊断系统提供了一种更为简单的知识库自动构造方法。

关 键 词:滚动轴承  故障诊断  粗糙集  可辨识矩阵

Application of Rough Set Theory in Fault Diagnosis of Roller Bearing
MIN Yong,GUO Yi-nan,YAN Jun-rong. Application of Rough Set Theory in Fault Diagnosis of Roller Bearing[J]. Industry and Automation, 2010, 36(5)
Authors:MIN Yong  GUO Yi-nan  YAN Jun-rong
Affiliation:1/a>;2;1.School of Information and Electrical Engineering of CUMT./a>;Xuzhou 221008/a>;China.2.Mechanical and Electrical Engineering Institute of Xuzhou Normal University/a>;Xuzhou 221116/a>;China
Abstract:Rough set is a soft computing method which needn't any validated knowledge and theoretics deducing,just depends on original data,and it aims at discovering latent laws and rules.Its core task is reducing data in order to get the simplest decision rules.Based on the discernibility matrix of rough set theory,the attribute and attribute value of fault information table of roller bearing were reduced and the simpler diagnosis rules of fault diagnosis were achieved,which was good for computer dealing.This method...
Keywords:roller bearing  fault diagnosis  rough set  discernibility matrix  
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