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使用高分辨率双线性谱提取非平稳地震声信号的特征。

Feature Extraction of a Non-Stationary Seismic-Acoustic Signal Using a High-Resolution Dyadic Spectrogram.

机构信息

Centro de Investigación en Ingeniería y Ciencias Aplicadas, Universidad Autónoma del Estado de Morelos, Campus Chamilpa, Ave. Universidad 1001, Col. Chamilpa, Cuernavaca CP 62209, Mexico.

School of Engineering and Sciences, Tecnologico de Monterrey, Atlixcáyotl 5718, Reserva Territorial Atlix-Cáyotl, Puebla CP 72453, Mexico.

出版信息

Sensors (Basel). 2023 Jun 30;23(13):6051. doi: 10.3390/s23136051.

Abstract

Using a novel mathematical tool called the Te-gram, researchers analyzed the energy distribution of frequency components in the scale-frequency plane. Through this analysis, a frequency band of approximately 12 Hz is identified, which can be isolated without distorting its constituent frequencies. This band, along with others, remained inseparable through conventional time-frequency analysis methods. The Te-gram successfully addresses this knowledge gap, providing multi-sensitivity in the frequency domain and effectively attenuating cross-term energy. The Daubechies 45 wavelet function was employed due to its exceptional 150 dB attenuation in the rejection band. The validation process encompassed three stages: pre-, during-, and post-seismic activity. The utilized signal corresponds to the 19 September 2017 earthquake, occurring between the states of Morelos and Puebla, Mexico. The results showcased the impressive ability of the Te-gram to surpass expectations in terms of sensitivity and energy distribution within the frequency domain. The Te-gram outperformed the procedures documented in the existing literature. On the other hand, the results show a frequency band between 0.7 Hz and 1.75 Hz, which is named the planet Earth noise.

摘要

利用一种名为 Te-gram 的新型数学工具,研究人员分析了频率谱平面中频率分量的能量分布。通过分析,确定了一个约 12 Hz 的频段,可以在不改变其组成频率的情况下对其进行隔离。通过传统的时频分析方法,这个频段与其他频段仍然无法分离。Te-gram 成功地解决了这一知识空白,在频域提供了多灵敏度,并有效地衰减了交叉项能量。由于 Daubechies 45 小波函数在拒绝频带中具有出色的 150 dB 衰减,因此选择了该函数。验证过程包括三个阶段:地震前、地震中和地震后。所使用的信号对应于 2017 年 9 月 19 日发生在墨西哥莫雷洛斯州和普埃布拉州之间的地震。结果展示了 Te-gram 在灵敏度和频率域内能量分布方面超出预期的出色能力。Te-gram 的表现优于现有文献中记录的程序。另一方面,结果显示了一个在 0.7 Hz 和 1.75 Hz 之间的频段,被命名为地球噪声。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/344e/10346299/d3d40f07bb21/sensors-23-06051-g001.jpg

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