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二阶同步提取Chirplet变换及应用于变转速滚动轴承故障诊断
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国家自然科学基金青年科学基金项目(51805382);浙江省市场监督管理局科研计划项目(20190357)


Second-Order Synchroextracting Chirplet Transform and Its Application to the Fault Diagnosis of Variable Speed Rolling Bearing
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    摘要:

    为提高同步提取变换(SET)对含噪信号或强调幅-调频(AM-FM)信号的分析效果,分析SET框架。对比基于短时傅里叶变换(STFT)与Chirplet变换(CT)的SET算法,CT比STFT的信号适应性更好,时频分析结果具有更高的能量聚集性。基于Chirplet变换和SET框架推导出同步提取Chirplet变换(SECT)公式。为进一步提高SECT在时频面的时频分析能力,利用相位二阶偏导数获得更加准确的瞬时频率估计;提出二阶同步提取Chirplet变换(SECT2),以获得高分辨率的时频表达。通过分析数值仿真信号、蝙蝠信号以及试验台轴承故障数据,验证了所提方法的有效性。

    Abstract:

    In order to improve the analysis effect of synchroextracting transformation (SET) on noisy signals or emphasized 〖JP2〗amplitude-frequency modulation (AM-FM) signals, the SET framework was analyzed. Comparing the SET algorithm based on the short-〖JP〗time Fourier transform (STFT) with the Chirplet transform (CT), CT has better signal adaptability than STFT, and the time-frequency analysis results have higher energy concentration. Based on the CT and the SET framework, the formula for the synchroextracting Chirplet transform (SECT) was derived. In order to further improve the time-frequency analysis capability of SECT in the time-frequency plane, the second-order partial derivative of the phase was used to obtain a more accurate instantaneous frequency estimation; the second-order synchroextracting Chirplet transform (SECT2) was proposed to obtain high-resolution time-frequency representation. The effectiveness of the proposed method was verified by analyzing the numerical simulation signal, the bat signal and the bearing fault data of the test bench.

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柯伟,金仲平,吕信策,余肇鸿.二阶同步提取Chirplet变换及应用于变转速滚动轴承故障诊断[J].机床与液压,2022,50(14):176-181.
KE Wei, JIN Zhongping, LYU Xince, YU Zhaohong. Second-Order Synchroextracting Chirplet Transform and Its Application to the Fault Diagnosis of Variable Speed Rolling Bearing[J]. Machine Tool & Hydraulics,2022,50(14):176-181

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  • 在线发布日期: 2023-01-17
  • 出版日期: 2022-07-28