Random Noise Reduction Based on Ensemble Empirical Mode Decomposition and Wavelet Threshold Filtering

被引:5
|
作者
Chen, Wei [1 ]
Wang, Shangxu [1 ]
Chuai, Xiaoyu [1 ]
Zhang, Zhen
机构
[1] China Univ Petr, Beijing 102249, Peoples R China
来源
ADVANCES IN ENVIRONMENTAL SCIENCE AND ENGINEERING, PTS 1-6 | 2012年 / 518-523卷
关键词
Random Noise Reduction; Ensemble Empirical Mode Decomposition; Wavelet Threshold Filtering;
D O I
10.4028/www.scientific.net/AMR.518-523.3887
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This paper presents a random noise reduction method based on ensemble empirical mode decomposition (EEMD) and wavelet threshold filtering. Firstly, we have conducted spectrum analysis and analyzed the frequency band range of effective signals and noise. Secondly, we make use of EEMD method on seismic signals to obtain intrinsic mode functions (IMFs) of each trace. Then, wavelet threshold noise reduction method is used on the high frequency IMFs of each trace to obtain new high frequency IMFs. Finally, reconstruct the desired signal by adding the new high frequency IMF's on the low frequency IMFs and the trend item together. When applying our method on synthetic seismic record and field data we can get good results.
引用
收藏
页码:3887 / 3890
页数:4
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