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基于HHT法的煤冲击破坏低频电磁信号去噪

Denoising Low-frequency Signal from Impact Failure of Coal Based on HHT method

  • 摘要: 针对煤冲击破坏低频磁场信号的高噪声、非线性、非平稳等特征,将HHT时频分析方法引入到低频磁场信号的时频分析中,介绍了HHT时频分析方法及原理,利用该方法对煤冲击破坏低频磁场信号进行去噪分析和时频处理。研究结果表明:EMD分解重构不但可对信号进行去噪处理,还能很好地刻画出低频电磁信号的非线性、非平稳性及脉冲特性;低频磁场信号的频谱图可清晰表示出能量随时间和频率的动态变化,从频谱图中得出,低频磁场信号的优势频率在0~40Hz之间,其持续时间小于2s;与傅里叶变换和小波分析相比,HHT分析方法的时间、频率分辨率较高,有完全的时频局部性,可很好地描述电磁信号的时变特征,是电磁信号时频分析的有效方法。

     

    Abstract: For the high-noise,nonlinear and non-stationary characteristics of low-frequency signal in impact failure process of coal,introducing HHT time-frequency analysis method into low-frequency signal analysis,denoising and time-frequency disposing of low-frequency signal was finished with this method.Results showed that EMD decomposition and reconstitution could not only denoise signal,but also describe well nonlinear,non-stationary and pulsing characteristics of low-frequency electromagnetic signal.Spectrogram of lowfrequency magnetic signal could clearly show dynamic variation of energy with time and frequency.From spectrogram,dominant frequency of low-frequency magnetic signal was within 0~40Hz and its duration was less than 2s.Compared with Fourier transform and wavelet analysis,HHT method has higher time and frequency resolution,whole time-frequency localization and could well describe time-varying characteristic of electromagnetic signal,which is effective method for time-frequency analysis of electromagnetic signal.

     

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