LEMD端点延拓方法及其在微震信号降噪中的应用

梁 喆;;彭苏萍;郑晶

振动与冲击 ›› 2014, Vol. 33 ›› Issue (21) : 155-160.

PDF(1885 KB)
PDF(1885 KB)
振动与冲击 ›› 2014, Vol. 33 ›› Issue (21) : 155-160.
论文

LEMD端点延拓方法及其在微震信号降噪中的应用

  • 梁 喆1,2 , 彭苏萍1 ,郑晶1
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LEMD endpoint extension method and the application in microseismic signal denoising

  • LIANG Zhe1,2,PENG Su-ping1,ZHENG Jing1
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摘要

针对非平稳的微震信号,采用经验模态分解(Empirical Mode Decomposition,EMD)方法对其滤波、消噪。但该方法在应用中存在严重的端点效应,会影响分解结果。为了改善端点效应,针对微震信号低频特点,提出了基于LMS自适应滤波器对微震数据端点处进行波形延拓的方法。LMS自适应滤波器经过信号内部的数据训练后从端点处向左右延拓波形,延拓过程中生成符合内部信号趋势的极小值和极大值,波形的延拓长度由延拓算法自适应决定。在EMD对信号分解过程中得到前一层模态分量后均再次对剩余信号进行延拓,进而进行下一层分解,以此修正插值算法带来的误差。最后根据信号频率特点对得到的模态分量有选择的重构,达到降噪的目的。利用仿真数据和煤矿微震监测数据对LMS自适应延拓法进行了验证,结果表明该方法能够明显减小经验模式分解的端点效应,特别对低频的微震信号有很好效果。

Abstract

The method of Empirical Mode Decomposition(EMD) can filter and denoise the nonstationary microseismeic signal.But there exists serious end effect in its application which could affect the decomposition results. For improving the end effect, the wave extension of microseismic data endpoint based on LMS adaptive filter was proposed to the low frequency characteristics of microseismic signal.Trained by the internal data, LMS adaptive filter extend the wave from the endpoint to the left and right sides.The minimum and maximum that were in coincidence with internal signal trend were obtained in extension process and the extension length was determined adaptively by extension algorithm.The wave was decomposed by EMD method and mode components were acquired.For correcting the error brought by the interpolation algorithm, he residual signals were extended again.According to characteristics of the signal frequency, the mode components were reconstructed selectively in order to denoise.The adaptive LMS fiter extension method is verified by the simulation data and the microseismic monitoring data from coal mine, the results show that the method can obviously reduce the end effect of empirical mode decomposition, and have great effect especially to microseismic signals of low frequency.

关键词

经验模态分解 / 端点延拓 / 微震 / 自适应滤波器

Key words

empirical mode decomposition ( EMD) / endpoint extension / microseismic / adaptive filter

引用本文

导出引用
梁 喆;;彭苏萍;郑晶. LEMD端点延拓方法及其在微震信号降噪中的应用[J]. 振动与冲击, 2014, 33(21): 155-160
LIANG Zhe;PENG Su-ping;ZHENG Jing. LEMD endpoint extension method and the application in microseismic signal denoising [J]. Journal of Vibration and Shock, 2014, 33(21): 155-160

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