1. 上海工程技术大学城市轨道交通学院
2. 西南交通大学牵引动力国家重点实验室
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洪剑锋, 丁建明, 林建辉, 等. 高速列车万向轴动不平衡检测的改进变分模态分解法[J]. 机械强度, 2017,39(3):505-510.
HONG JianFeng, DING JianMing, LIN JianHui, et al. DYNAMIC UNBALANCE DETECTION OF CARDAN SHATF IN HIGH-SPEED TRAIN BASED ON MODIFIED VARIATIONAL MODE DECOMPOSITION[J]. 2017,39(3):505-510.
洪剑锋, 丁建明, 林建辉, 等. 高速列车万向轴动不平衡检测的改进变分模态分解法[J]. 机械强度, 2017,39(3):505-510. DOI: 10.16579/j.issn.1001.9669.2017.03.003.
HONG JianFeng, DING JianMing, LIN JianHui, et al. DYNAMIC UNBALANCE DETECTION OF CARDAN SHATF IN HIGH-SPEED TRAIN BASED ON MODIFIED VARIATIONAL MODE DECOMPOSITION[J]. 2017,39(3):505-510. DOI: 10.16579/j.issn.1001.9669.2017.03.003.
针对变分模态分解法分离信号的效果严重受到惩罚参数和分量个数的影响,应用信息熵差来改进变分模态分解法。首先分析信息熵差对各模态涵盖信息量变化的捕捉特性,应用捕捉特性分析不同惩罚参数条件下变分模态分解重构信号的信息熵差,应用熵差值的跳动确定若干候选惩罚参数,用这些参数条件下的变分模态分解信号的傅立叶谱来检测万向轴的动不平衡。应用万向轴的动不平衡试验数据对该方法进行试验验证,结果表明,该方法能够检测万向轴动不平衡引起的基频、倍频的故障特征,与VMD方法相比较,该方法解决了参数难选的问题,与EEMD方法相比较,该方法的故障检测力得到显著提高。
Aiming at the adverse influence of penalty parameter and mode number on the VMD( variational mode decomposition),a newly MVMD( modification variational mode decomposition) was proposed through the information entropy difference. The change of the amount of information in each mode extraction characteristic of information entropy difference was analyzed. The information entropy difference under the condition of different penalty parameters was got through making full use of the analysis result of extraction characteristic. The excellent penalty parameter was determined in the position of jumpy information entropy difference. The Fourier spectrum of MVMD was used to detect the unbalance of Cardan shaft in high-speed train. The method and model was verified through the unbalance experiment data. The experiment results show that this method could effectively seize the basic frequency,multi-frequency fault features. With comparison to VMD,the problem of Parameter selection has been solved. With comparison to the classic ensemble empirical model decomposition,the fault detection ability has been significantly improved.
万向轴动不平衡改进变分模态分解信息熵差
Cardan shaftDynamic unbalanceMVMDInformation entropy difference
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