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    基于频域Hampel识别的海洋MT数据脉冲噪声压制方法

    Impulse noise suppression method for marine MT data based on frequency-domain Hampel identification

    • 摘要: 海洋大地电磁法(MT)利用海底电磁台站(OBEM)接收天然大地电磁信号,利用阻抗张量估计方法计算视电阻率与相位,进而探测海底电性结构。OBEM产生的噪声常表现为具有特定频率特征的不规则高频脉冲,这种噪声导致受干扰频点的阻抗张量偏离真实值,严重影响数据解释。为降低脉冲噪声对海洋MT信号的影响,提出了一种基于频域Hampel识别的脉冲噪声压制方法。该方法利用一阶差分预白降低海洋MT数据的低频能量以提高Hampel识别器的噪声识别率,在频域利用Hampel识别器识别出大地电磁四分量中的脉冲噪声所在频点,考虑到大地电磁阻抗估计的稳定性,合并四分量噪声频点并做统一的降幅处理以压制脉冲噪声,达到校正视电阻率和相位畸变的目的。为评价基于频域Hampel识别的脉冲噪声压制方法的脉冲噪声压制效果,基于MT信号和脉冲噪声之间的周期性差异,利用自相关函数进行定性评价,该评价方法可应用于实测数据的噪声压制效果评价。将基于频域Hampel识别的脉冲噪声压制方法应用于合成数据和实测海洋大地电磁数据脉冲噪声压制实验,结果表明,所提出方法可压制海洋MT数据中的脉冲噪声,消减自相关函数曲线中噪声引起的周期峰,校正噪声引起的视电阻率和相位的畸变,提高了MT数据的质量。

       

      Abstract: The marine magnetotelluric (MT) method utilizes the natural MT signal received by the ocean-bottom electromagnetic (OBEM) stations, and calculates the apparent resistivities and phases based on the impedance tensor estimation to investigating the sub-oceanic conductivity structures.The OBEM often generate noises that appear as irregular high-frequency pulses with particular frequency characteristics. Consequently, the impedance tensors of the affected frequencies deviate from the true values, which makes it difficult to interpret the data correctly. To mitigate the influence of the impulse noise on marine MT signals, an impulse noise suppression method based on frequency-domain Hampel identification is proposed. Firstly, the low-frequency energy of marine MT data is reduced by first-order differential pre-whitening to improve the noise recognition rate of the Hampel identifier. Then, the frequencies affected by the impulse noise in the four components of MT data are identified using the Hampel identifier in the frequency domain. Finally, considering the stability of MT impedance estimation, the noise frequencies in the four components are merged and universally amplitude-attenuated to suppress the impulse noise, so that the apparent resistivity and phase distortion can be corrected. Based on the periodic difference between MT signal and impulse noise, the autocorrelation function which can be used for measured data is introduced to evaluate the efficacy of the proposed method in suppressing impulse noise. Moreover, the proposed method is tested using the synthetic and measured MT data. The results show that the proposed method can effectively suppress the impulse noise in the marine MT data, reduce the periodic peaks caused by the noise in terms of the autocorrelation function curve, correct the apparent resistivity and phase distortion induced by the noise, and thereby enhances the quality of MT data .

       

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