基于EMD和时频分析的遥测振动信号降噪方法
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国家自然科学基金项目(61703408)


Telemetry Vibration Signal Denoising Method Based on EMD and Time-frequency Analysis
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    摘要:

    针对飞行器试验遥测振动信号频率内容丰富降噪困难问题,提出一种基于经验模态分解(empirical mode decomposition,EMD)和时频分析的遥测振动信号降噪方法。将带噪信号利用EMD进行多尺度分解,得到不同尺度的本征模态分量(intrinsic mode function,IMF),利用短时傅里叶变换(short time Fourier transform,STFT)得到对应的时频表示,并根据时频能量分布设定滤波阈值,在时频域进行滤波处理。将滤波后的时频表示进行STFT逆变换,并累加求和得到降噪后信号。该方法具有更好的噪声抑制能力,并且保护信号中细节信息不受损失。计算机仿真和实测数据处理结果表明:与EMD降噪、小波降噪相比,该方法仿真条件下信噪比提高约2.8和2.4 dB,在实测信号中信噪比提高约14.3和10.1 dB,证明该方法在遥测振动信号预处理中具有实际应用价值。

    Abstract:

    Aiming at the problem that it is difficult to denoise the telemetry vibration signal with rich frequency content in aircraft test, a denoising method of telemetry vibration signal based on empirical mode decomposition (EMD) and time-frequency analysis is proposed, and the noisy signal is decomposed by multi-scale EMD. The intrinsic mode function (IMF) at different scales are obtained, and the corresponding time-frequency representation is obtained by short-time Fourier transform (STFT), and the filtering threshold is set according to the time-frequency energy distribution. Filtering is performed in the time-frequency domain. And performing STFT inverse transformation on the filtered time-frequency representation, and accumulating and summing to obtain a denoised signal. The method has better noise suppression capability and protects the detail information in the signal from being lost. Computer simulation and real data processing results show that compared with EMD denoising and wavelet denoising, this method improves the SNR by 2.8 and 2.4 dB in the simulation condition, and improves the SNR by 14.3 and 10.1 dB in the real signal, which proves that this method has practical application value in the telemetry vibration signal preprocessing.

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李振兴.基于EMD和时频分析的遥测振动信号降噪方法[J].,2025,44(10).

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  • 收稿日期:2024-10-15
  • 最后修改日期:2024-11-16
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  • 在线发布日期: 2025-12-02
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