首页|基于EEMD和小波阈值方法的爆破数据预处理

基于EEMD和小波阈值方法的爆破数据预处理

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随着城市建设的发展,爆破事件逐渐增多,其数据记录叠加在地震波形中造成显著干扰.以2016年6月14日黑龙江省牡丹江地震台记录的ML 2.0爆破事件为例,选取甚宽频带CTS-1EF地震计垂直向数据记录进行爆破信号的IMF分解及信号重构,以信噪比SNR和相关系数R作为检验指标,对重构效果进行评价.结果显示,采用集合经验模式EEMD和小波阈值方法进行数据预处理,信噪比更大,相关系数接近于1,重构效果优于单一方法.选取镜泊湖火山监测台网记录的8个ML 2.3—2.8爆破事件,采用EEMD+小波分解的联合方法进行IMF分解及数据重构,结果表明,高频噪声干扰被有效降低,突显了局部主体信号,随机噪声被有效压制.采用该方法进行降噪处理,重构信号更能反映爆破信号的变化特性,可为爆破数据降噪分析提供依据.
Study on blasting data processing based on EEMD and wavelet threshold method
With the development of urban construction,the number of blasting events has gradually increased,and its data records are superimposed on the seismic waveform,which cause significant interference. Taking the ML 2.0 blasting event recorded on the Mudanjiang seismic station in Heilongjiang Province on June 14,2016 as an example,the vertical data record of the very wideband CTS-1EF seismometer was selected to perform the IMF decomposition and signal reconstruction of the blasting signal,and the signal-to-noise ratio (SNR) and correlation coefficient R were used as test indicators to evaluate the reconstruction effect. The results show that the ensemble empirical mode EEMD and wavelet threshold method are used for data preprocessing,the signal-to-noise ratio is larger,the correlation is closer to 1,and the reconstruction effect is better than the result of the single method. 8 ML 2.3-2.8 blasting events recorded by the Jingpo Lake Volcano Monitoring Network were selected,and the IMF decomposition and data reconstruction were carried out by the combined method of EEMD and wavelet decomposition,which results showed that the high-frequency noise interference was effectively reduced,the local main signal was highlighted,and the random noise was effectively suppressed. This method is used for noise reduction,and the reconstructed signal can better reflect the changing characteristics of blasting data,which can provide a reference for noise reduction analysis of blasting data.

EEMDwavelet decompositionblastingsignal pretreatment

梁阿全、高双玲、郑嘉祺、夏忠

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中国黑龙江157009 牡丹江地震监测中心站

EEMD 小波分解 爆破 信号处理

黑龙江省地震局科研项目

202413

2024

地震地磁观测与研究
中国地震台网中心 中国地震局地球物理研究所 中国地震学会地震观测技术专业委员会

地震地磁观测与研究

影响因子:0.248
ISSN:1003-3246
年,卷(期):2024.45(3)