基于通过灰狼优化改进的变化模式分解的地震随机噪声分离和抑制
Zhenjing Yao1,2,3, Wenzhe Li1,2,3, Jingyi Zhu4
1College of Information and Control Engineering, Institute of Disaster Prevention, Sanhe, Hebei, China.
PloS one
|September 5, 2025
概括
这项研究引入了一种增强的变化模式分解 (VMD) 方法,该方法与灰色狼算法 (GWO) 进行了优化,以有效地抑制地震噪音. 通过分离随机噪声,同时保持基本信号信息,GWO-VMD方法显著提高了地震数据质量.
科学领域:
- 地质学和地震信号处理
- 地球科学中的计算智能
背景情况:
- 地震噪声显著降低了记录的地震数据的质量.
- 有效的地震噪声分离和抑制对于准确的地质物理解释至关重要.
- 现有的消除噪声方法往往难以平衡降低噪声和保护信号.
研究的目的:
- 开发一种用于地震随机噪声抑制的新方法.
- 通过提高信号与噪声比 (SNR) 来提高地震数据质量.
- 有效地分离随机噪音,同时保持有效的地震信号.
主要方法:
- 提出了一种基于增强的变化模式分解 (VMD) 的地震噪声抑制方法.
- 集成的灰狼优化 (GWO) 算法以优化VMD参数 (K和α).
- 用于GWO适应性评估和IMF选择的库尔托斯比较.
主要成果:
- 与其他方法相比,GWO-VMD方法的SNR增加了27.78%.
- 在保持结构相似性 (SSIM) 的同时,RMSE有78.82%的改善.
- 在合成和真实数据中成功分离随机噪声和保存有效的地震信号组件.
结论:
- 拟议的GWO-VMD方法对于地震随机噪声分离和抑制是有效的.
- 这种技术在提高地震数据质量方面提供了卓越的性能.
- 这种方法既能隔离噪音,又能保存重要的地震信号信息.
相关概念视频
IR Spectrum Peak Splitting: Symmetric vs Asymmetric Vibrations
1.2K
Identical bonds within a polyatomic group can stretch symmetrically (in-phase) or asymmetrically (out-of-phase). Similar to hydrogen bonding, these vibrations also influence the shape of the IR peak. Generally, asymmetric stretching frequencies are higher than symmetric stretching frequencies. For example, primary amines exhibit two distinct IR peaks between 3300–3500 cm−1 corresponding to the symmetric and asymmetric N-H stretching, while secondary amines exhibit a single...
1.2K
Unsoundness of Aggregate due to Volume Change
174
Unsoundness in aggregates due to volume changes is primarily caused by the physical alterations aggregates undergo, such as freezing and thawing, thermal changes, and wetting and drying. Unsound aggregates, when subjected to these changes, result in volume change upon disintegration. This, in turn, contributes to the deterioration of concrete, including scaling, pop-outs, and cracking. Particular types of aggregates, such as porous flints, cherts, and those containing clay minerals, are...
174
Sound Waves: Interference
3.9K
Sound waves can be modeled either as longitudinal waves, wherein the molecules of the medium oscillate around an equilibrium position, or as pressure waves. When two identical waves from the same source superimpose on each other, the combination of two crests or two troughs results in amplitude reinforcement known as constructive interference. If two identical waves, that are initially in phase, become out of phase because of different path lengths, the combination of crests with troughs...
3.9K
Propagation of Uncertainty from Random Error
1.1K
An experiment often consists of more than a single step. In this case, measurements at each step give rise to uncertainty. Because the measurements occur in successive steps, the uncertainty in one step necessarily contributes to that in the subsequent step. As we perform statistical analysis on these types of experiments, we must learn to account for the propagation of uncertainty from one step to the next. The propagation of uncertainty depends on the type of arithmetic operation performed on...
1.1K
Extraction: Partition and Distribution Coefficients
2.9K
The distribution law or Nernst's distribution law is the law that governs the distribution of a solute between two immiscible solvents. This law, also known as the partition law, states that if a solute is added to the mixture of two immiscible solvents at a constant temperature, the solute is distributed between the two solvents in such a way that the ratio of solute concentrations in the solvents remains constant at equilibrium.
For extracting a solute from an aqueous phase into an...
For extracting a solute from an aqueous phase into an...
2.9K
Forced Oscillations
6.8K
When an oscillator is forced with a periodic driving force, the motion may seem chaotic. The motions of such oscillators are known as transients. After the transients die out, the oscillator reaches a steady state, where the motion is periodic, and the displacement is determined.
6.8K


