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基于EMD和分形的齿轮箱故障特征提取
引用本文:李建毅,石林锁,滕明春,何原飞.基于EMD和分形的齿轮箱故障特征提取[J].西北轻工业学院学报,2013(1):115-120.
作者姓名:李建毅  石林锁  滕明春  何原飞
作者单位:第二炮兵工程大学五系;西安电子科技大学机电工程学院
基金项目:国家自然科学基金项目(50915028)
摘    要:在齿轮箱齿轮振动信号处理中,可将经验模式分解 (Empirical Mode Decomposition,EMD)和分形技术结合在一起.先进行EMD分解,并针对EMD的端点效应问题提出了基于最小能量误差的端点效应抑制方法;计算各IMF分量的分形维数,根据同类故障具有相似特征,主要表现在模式空间上距离相近,从而利用未知故障网格维数与已知故障网格维数的距离远近来对故障类型进行判断.实测验证结果表明:通过比较网格雏数,能有效判断故障的类型,该方法大大简化了故障诊断过程.

关 键 词:经验模态分解  端点效应  分形维数  齿轮箱  故障诊断

Extraction of transmission bearing fault characters based on EMD fractal technology
LI Jian-yi,SHI Lin-suo,TENG Ming-chun,HE Yuan-fei.Extraction of transmission bearing fault characters based on EMD fractal technology[J].Journal of Northwest University of Light Industry,2013(1):115-120.
Authors:LI Jian-yi  SHI Lin-suo  TENG Ming-chun  HE Yuan-fei
Affiliation:1.Department No.5,The Second Artillery Engineering Institute,Xi′an 710025,China;2.College of Mechanical and Electrical Engineering,Xidian University,Xi′an 710071,China)
Abstract:During gearbox gear vibration signal processing, combines the empirical mode de- composition with fractal method. First with EMD end effect based on the minimum energy error suppression method for end effects of EMD. According to the fact that similar failures have similar characteristics and their distance was near in the pattern space, calculate the gridding dimension of IMF component. Then the fault type was judged by using the distance from the unknown faults gridding to known faults grid gridding dimension. Experiments show that the method can greatly simplifies the troubleshooting process.
Keywords:EMD  end effects  fractal dimension  gearbox  fault diagnosis
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