دورية أكاديمية
Application of 2D Variational Mode Decomposition Method in Seismic Signal Denoising
| العنوان: | Application of 2D Variational Mode Decomposition Method in Seismic Signal Denoising |
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| المؤلفون: | Chao Liu, Ziang Wang, Yaping Huang, Aiping Zeng, Hongming Fan |
| المصدر: | Elektronika ir Elektrotechnika, Vol 30, Iss 2, Pp 46-53 (2024) |
| بيانات النشر: | Kaunas University of Technology, 2024. |
| سنة النشر: | 2024 |
| المجموعة: | LCC:Electrical engineering. Electronics. Nuclear engineering |
| مصطلحات موضوعية: | 2d variable mode decomposition, random noise, signal denoising, forward modelling, Electrical engineering. Electronics. Nuclear engineering, TK1-9971 |
| الوصف: | Seismic data are typical nonlinear and nonstationary data. In the acquisition and processing of seismic data, many factors interfere with it. Seismic data contain both effective waves and random noises, seriously affecting the quality of seismic data and not conducive to the goal of fine interpretation of subsequent seismic data. Therefore, studying new seismic data denoising methods is beneficial for improving the quality of seismic data and plays a very important role in subsequent seismic data interpretation. In this paper, the principle of variational mode decomposition (VMD) and 2D-VMD is introduced in detail, and the seismic profile with a simple signal and fault model is denoised. Compared to traditional empirical mode decomposition (EMD), the 2D-VMD method has the best seismic data denoising effect. The test results of the synthesised signal show that the 2D-VMD method has a signal-to-noise ratio of 47.14 dB after denoising, which is higher than the signal-to-noise ratio after EMD and VMD denoising, indicating that it has a better denoising effect. The VMD and 2D-VMD methods are applied to the denoising of actual seismic data. The application results show that the 2D-VMD method can effectively improve the quality of the seismic data, enhance the continuity and reliability of the seismic data, and is conducive to the fine interpretation of subsequent seismic data. |
| نوع الوثيقة: | article |
| وصف الملف: | electronic resource |
| اللغة: | English |
| تدمد: | 1392-1215 2029-5731 |
| Relation: | https://eejournal.ktu.lt/index.php/elt/article/view/36100; https://doaj.org/toc/1392-1215; https://doaj.org/toc/2029-5731 |
| DOI: | 10.5755/j02.eie.36100 |
| URL الوصول: | https://doaj.org/article/f897049660a04ab5a3ea9fe4b3754958 |
| رقم الأكسشن: | edsdoj.f897049660a04ab5a3ea9fe4b3754958 |
| قاعدة البيانات: | Directory of Open Access Journals |
Full Text Finder | تدمد: | 13921215 20295731 |
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| DOI: | 10.5755/j02.eie.36100 |