首页 | 官方网站   微博 | 高级检索  
     

基于数学形态学的分形维数计算及在轴承故障诊断中的应用
引用本文:李兵,张培林,任国全,刘东升,米双山.基于数学形态学的分形维数计算及在轴承故障诊断中的应用[J].振动与冲击,2010,29(5):191-194.
作者姓名:李兵  张培林  任国全  刘东升  米双山
作者单位:(1 军械工程学院自行火炮教研室 石家庄 050003; 2 军械工程学院导弹机电工程教研室 石家庄 050003)
基金项目:国家自然科学基金,河北省自然科学基金 
摘    要:滚动轴承故障信号是一种典型的非线性信号,分形几何为描述轴承故障信号的特性提供了一个有力的分析工具。基于数学形态学的分形维数是在Minkowski-Boulingand维数基础上拓展的一种采用形态学操作计算分形维数的新方法。本文较详细的阐述了基于数学形态学的分维数计算方法,对比分析了与传统计盒维数方法的区别与联系,并对实际的滚动轴承正常、滚动体故障、内圈故障和外圈故障信号进行了分析,结果表明,基于数学形态学的分维数计算方法具有计算速度快,估计准确稳定的特点,为准确判断滚动轴承故障状态提供了一种快速有效的新方法。

关 键 词:分形    数学形态学    滚动轴承    故障诊断    特征提取  
收稿时间:2009-9-3
修稿时间:2009-9-8

Mathematic morphology-based fractal dimension calculation and its application in fault diagnosis of roller bearings
LI Bing,ZHANG Pei-lin,REN Guo-quan,LIU Dong-sheng,MI Shuang-shan.Mathematic morphology-based fractal dimension calculation and its application in fault diagnosis of roller bearings[J].Journal of Vibration and Shock,2010,29(5):191-194.
Authors:LI Bing  ZHANG Pei-lin  REN Guo-quan  LIU Dong-sheng  MI Shuang-shan
Affiliation:(1 First Department, Mechanical Engineering College, Shi Jia-zhuang, 050003, China 2 Forth Department, Mechanical Engineering College, Shi Jia-zhuang, 050003, China)
Abstract:The vibration signal generated from defected roller bearing demonstrates a typical nonlinearity. The fractal theory provides an effective approach to analysis the characteristic of the roller bearing fault signal. As an extension of the traditional Minkowski-Boulingand fractal dimension, mathematical morphology based fractal dimension is calculated via the morphological operation. This new fractal estimation method was detailed in this study. A comparison between the new fractal dimension and the most used box dimension has also been studied by applying to the real vibration signal acquired from four different states of roller bearing, i.e. normal, roller element defect, inner race defect and outer race defect. The results reveal that the mathematical morphology based fractal dimension yields higher accuracy as well as less calculation cost and demonstrates as an effective tool for fault diagnosis of roller bearing.
Keywords:Fractal dimension                                                      Mathematical morphology                                                      Roller bearing                                                      Fault diagnosis                                                      Feature extraction
本文献已被 万方数据 等数据库收录!
点击此处可从《振动与冲击》浏览原始摘要信息
点击此处可从《振动与冲击》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司    京ICP备09084417号-23

京公网安备 11010802026262号