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基于小波阈值和ACMD的滚动轴承瞬时转频估计 被引量:1

Estimation of Rolling Bearing Instantaneous Frequency Based on Wavelet Threshold and ACMD
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摘要 针对变转速工况下滚动轴承瞬时转频估计精度受噪声影响大的问题,提出一种基于小波阈值和自适应chirp模式分解(ACMD)的转频估计方法。该方法首先利用小波阈值对原始信号做降噪处理,然后对降噪后的信号做ACMD,得到高时频分辨率时频谱,最后利用峰值搜索算法从时频图中估计瞬时转频。通过对轴承仿真信号和实测信号的分析,证明了该方法能准确估计出瞬时转频,同时增强了噪声鲁棒性,为后续变工况轴承无转速计诊断工作奠定了基础。 In view of the problem that the estimation accuracy of rolling bearing instantaneous frequency was greatly affected by noise under the condition of variable speed,a method of frequency estimation based on wavelet threshold and adaptive chirp mode decomposition was proposed.Firstly,wavelet threshold was used to denoise the original signal,and then adaptive chirp mode decomposition was used to get the high time-frequency resolution time spectrum.Finally,peak search algorithm was used to estimate the instantaneous frequency conversion from the time-frequency map.Through the analysis of the simulation signal and the measured signal of the bearing,it was proved that the method can accurately estimate the instantaneous rotating frequency,and enhance the noise robustness,which laid a foundation for the subsequent diagnosis work of the bearing without tachometer under variable working conditions.
作者 路飞宇 胡鑫磊 刘素艳 马增强 Lu Feiyu;Hu Xinlei;Liu Suyan;Ma Zengqiang(School of Electrical and Electronic Engineering,Shijiazhuang Tiedao University,Shijiazhuang 050043,China;State Key Laboratory of Mechanical Behavior and System Safety of Traffic Engineering Structures,Shijiazhuang Tiedao University,Shijiazhuang 050043,China)
出处 《石家庄铁道大学学报(自然科学版)》 2021年第2期46-51,共6页 Journal of Shijiazhuang Tiedao University(Natural Science Edition)
基金 国家自然科学基金面上项目(12072207) 河北省“三三三人才工程”培养经费(A201802004) 2020年度省部共建交通工程结构力学行为与系统安全国家重点实验室自主课题(ZZ2020-39) 2020年研究生创新资助计划(YC2020062)。
关键词 小波阈值 瞬时转频 抗噪性 ACMD wavelet threshold instantaneous frequency conversion noise immunity ACMD
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