频率同步压缩与时间同步压缩的对比和应用
作者:
作者单位:

作者简介:

通讯作者:

中图分类号:

TB535;TH133

基金项目:

国家科技重大专项资助项目(2017ZX04011014);国家自然科学基金资助项目(11427801)


Comparison and Application of Frequency⁃Reassigned Synchrosqueezing Transform and Time⁃Reassigned Synchrosqueezing Transform
Author:
Affiliation:

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    同步压缩变换是一种具有重构特性的时频分析方法,常用作短时傅里叶变换(short?time Fourier transform,简称STFT)的后处理步骤。介绍了两种不同的同步压缩方法:频率同步压缩(frequency?reassigned synchrosqueezing transform,简称SST)和时间同步压缩(time?reassigned synchrosqueezing transform,简称TSST),并通过对比两者所使用的短时傅里叶变换,来说明两种同步压缩方法的区别以及各自的应用场合。为了利用计算机进行快速计算,按照两种同步压缩的计算流程分别给出它们的离散化实现算法。此外,使用了旋转机械的碰摩故障和轴承外圈的冲击故障来验证两种算法的有效性,并指出SST方法因其在频率轴方向上压缩STFT系数的特点能够较好地识别旋转机械中的碰摩故障,而TSST方法因其在时间轴方向上压缩STFT系数的特点能够实现对轴承外圈冲击故障频率的检测。

    Abstract:

    Synchrosqueezing transform is a time-frequency analysis method with the reconstruction property, used as a post-processing step for the short-time Fourier transform (STFT). This paper introduces two different methods of synchrosqueezing transform: the frequency-reassigned synchrosqueezing transform (SST) and the time-reassigned synchrosqueezing transform (TSST). Their differences and applications are illustrated by comparing the STFT formula used by the two methods. For the numeral calculations, discretization implementation algorithms based on the two synchrosqueezing transform processes are provided. In this paper, the rubbing fault of the rotating machine and the impact fault of the bearing outer ring are used to validate the effectiveness of the two algorithms. Moreover, this paper points out that the SST method can better identify the rubbing fault in the rotating machine because of its characteristics of compressing the STFT coefficient in the frequency axis direction, and the TSST method can detect the impact fault frequency on the bearing outer ring because of its characteristics of compressing the STFT coefficient in the time direction.

    参考文献
    相似文献
    引证文献
引用本文
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2021-07-05
  • 出版日期:
您是第位访问者
振动、测试与诊断 ® 2024 版权所有
技术支持:北京勤云科技发展有限公司