Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1016/j.jappgeo.2020.104055 |
Seismic exploration desert noise suppression based on complete ensemble empirical mode decomposition with adaptive noise | |
Zhang, Shan; Li, Yue | |
通讯作者 | Zhang, S |
来源期刊 | JOURNAL OF APPLIED GEOPHYSICS
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ISSN | 0926-9851 |
EISSN | 1879-1859 |
出版年 | 2020 |
卷号 | 180 |
英文摘要 | A foundation for the imaging and interpretation of stratigraphic structures is the high quality seismic data. The desert seismic events are contaminated by strong random noise. The random noise in desert seismic records has complex features, including nonlinear, non-Gaussian and low frequency, which is different from the random noise in people's previous cognition. In addition, the effective signal of desert seismic record and noise has the same frequency band. These situations have brought great difficulties to the denoising of conventional methods. While the conventional denoising algorithm for dealing with seismic signals is mainly for the suppression of random Gaussian noise. So the suppression result of random desert noise is not ideal. Based on these problems, we introduce the complete ensemble empirical mode decomposition with adaptive noise (CEEMDAN) algorithm into the noise reduction process of desert seismic records. Compared with other time-frequency analysis methods, CEEMDAN algorithm has significant feature recognition effect, and remains the characteristics of adaptability. At the same time, it overcomes the problems of modal abasing and false components. The experimental results show that denoising effect is obviously better than those of conventional denoising methods, and the suppression of the surface wave in the real seismic record is relatively thorough. (C) 2020 Published by Elsevier B.V. |
英文关键词 | CEEMDAN Noise suppression Intrinsic mode function Desert seismic record Gaussian white noise |
类型 | Article |
语种 | 英语 |
收录类别 | SCI-E |
WOS记录号 | WOS:000561348100002 |
WOS关键词 | EMD |
WOS类目 | Geosciences, Multidisciplinary ; Mining & Mineral Processing |
WOS研究方向 | Geology ; Mining & Mineral Processing |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/325735 |
作者单位 | [Zhang, Shan; Li, Yue] Jilin Univ, Coll Commun Engn, Dept Informat, Changchun 130012, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Shan,Li, Yue. Seismic exploration desert noise suppression based on complete ensemble empirical mode decomposition with adaptive noise[J],2020,180. |
APA | Zhang, Shan,&Li, Yue.(2020).Seismic exploration desert noise suppression based on complete ensemble empirical mode decomposition with adaptive noise.JOURNAL OF APPLIED GEOPHYSICS,180. |
MLA | Zhang, Shan,et al."Seismic exploration desert noise suppression based on complete ensemble empirical mode decomposition with adaptive noise".JOURNAL OF APPLIED GEOPHYSICS 180(2020). |
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