Development and Application of a Novel Hybrid CEEMDAN-LWT Denoising Approach in Microseismic Monitoring
文献类型：期刊论文
| 作者 | Yin, Xin; Liu, Quansheng; Huang, Xing; Pan, Yucong |
| 刊名 | PURE AND APPLIED GEOPHYSICS
 |
| 出版日期 | 2022-09-01 |
| 卷号 | 179期号:9页码:3279 |
| 关键词 | Tunnel engineering microseismic denoising LWT CEEMDAN |
| ISSN号 | 0033-4553 |
| 英文摘要 | Microseismic denoising is of great significance for source localization and source parameter inversion, which lays a solid foundation for rock burst early warning. This study developed a novel hybrid complete ensemble empirical mode decomposition with adaptive noise-lifting wavelet transform (CEEMDAN-LWT)-based microseismic denoising approach. Firstly, the microseismic signal is decomposed into multiple different modes through the CEEMDAN. Then, the correlation coefficient between each mode and the microseismic signal is calculated to identify the valid, intermediate, and invalid modes. To address the issue of the coexistence of noise and useful information, the LWT is used to enhance the quality of intermediate modes. After that, the microseismic signal is reconstructed from the valid modes and the enhanced intermediate modes. In order to check the denoising capabilities of the proposed approach, a numerical experiment was carried out, and the results illustrated that the CEEMDAN-LWT achieved the highest signal-to-noise ratio (SNR) and the smallest absolute reconstruction error (ARE) in comparison with the other eight denoising methods (i.e., CEEMD-LWT, EEMD-LWT, EMD-LWT, CEEMDAN, CEEMD, EEMD, EMD, and LWT). Finally, the CEEMDAN-LWT was applied to field microseismic monitoring of a water diversion tunnel project, which further verified its effectiveness, applicability, and superiority in microseismic denoising. |
| 学科主题 | Geochemistry & Geophysics |
| 语种 | 英语 |
| WOS记录号 | WOS:000836770700001 |
| 出版者 | SPRINGER BASEL AG |
| 源URL | [http://119.78.100.198/handle/2S6PX9GI/34758]  |
| 专题 | 中科院武汉岩土力学所 |
| 作者单位 | 1.Wuhan University; Wuhan University; 2.Chinese Academy of Sciences; Wuhan Institute of Rock & Soil Mechanics, CAS |
| 推荐引用方式 GB/T 7714 | Yin, Xin,Liu, Quansheng,Huang, Xing,et al. Development and Application of a Novel Hybrid CEEMDAN-LWT Denoising Approach in Microseismic Monitoring[J]. PURE AND APPLIED GEOPHYSICS,2022,179(9):3279. |
| APA | Yin, Xin,Liu, Quansheng,Huang, Xing,&Pan, Yucong.(2022).Development and Application of a Novel Hybrid CEEMDAN-LWT Denoising Approach in Microseismic Monitoring.PURE AND APPLIED GEOPHYSICS,179(9),3279. |
| MLA | Yin, Xin,et al."Development and Application of a Novel Hybrid CEEMDAN-LWT Denoising Approach in Microseismic Monitoring".PURE AND APPLIED GEOPHYSICS 179.9(2022):3279. |
入库方式： OAI收割
来源：武汉岩土力学研究所
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