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VMD-HHT方法在大地电磁强人文干扰去噪中的应用

Application of VMD-HHT in magnetotelluric strong human interference denoising
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摘要 大地电磁信号具有频带范围宽、信号微弱的特点,在城市进行信号采集时,极易受到人文电磁噪声的干扰使信噪比下降,导致反演结果出现偏差。传统Hilbert-Huang变换去噪中经验模态(Empirical Mode Decomposition, EMD)分解过程中极易出现模态混叠现象,笔者提出基于变分模态分解改进的Hilbert-Huang变换(improved Hilbert-Huang transform based on Varational Mode Decomposition, VMD-HHT)方法对城市强人文干扰进行压制去噪。结果表明:改进的Hilbert-Huang变换能够有效避免模态混叠现象,明显改善电磁数据的信噪比,去噪后的数据可为后续视电阻率反演提供高质量的时间序列。 The magnetotelluric data usually has a wide frequency range and weak target signal.When the signal is collected in the city,it is very easy straightforward to be interfered with by the human electromagnetic noise,which reduces the signalto-noise ratio,and results in the deviation of the inversion results.Mode aliasing often occurs in the process of empirical mode decomposition(EMD)in the traditional Hilbert-Huang transform denoising.In this paper,an improved Hilbert-Huang transform method based on Variational Mode Decomposition(VMD-HHT)is proposed to suppress and denoise the strong human electromagnetic noise in cities.The results show that the improved Hilbert-Huang transform can effectively suppress modal aliasing,and significantly improve the signal-to-noise ratio of electromagnetic data.Thus it can provide high-quality time series for subsequent apparent resistivity inversion.
作者 蔡足根 耿德祥 王明明 杨明生 CAI Zugen;GENG Dexiang;WANG Mingming;YANG Mingsheng(Hubei Hydrogeology Geophysical Engineering Investigation Limited Company,Wuhan 430056,China;Hubei Shenlong Geophysical Engineering Investigation Limited Company,Wuhan 430056,China;School of Resources and Civil Engineering,Suzhou University,Suzhou 234000,China;Sinopec Petroleum Engineering Geophysics Limited Company,Wuhan 430056,China)
出处 《物探化探计算技术》 CAS 2024年第4期446-452,共7页 Computing Techniques For Geophysical and Geochemical Exploration
基金 安徽省高校自然科学研究项目(2023AH052232) 宿州学院博士后科研启动基金(2022BSH002) 综合地球物理研究所校级平台(2021XJPT54)。
关键词 大地电磁 VMD-HHT 城市人文干扰 去噪 magnetotelluric VMD-HHT urban electromagnetic noise denoising
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