Predominant frequency detection of seismic signal based on Gabor–Wigner transform for earthquake early warning systems

短时傅里叶变换 时频分析 Gabor变换 S变换 维格纳分布函数 傅里叶变换 信号(编程语言) 快速傅里叶变换 常数Q变换 计算机科学 模式识别(心理学) 地质学 声学 语音识别 地震学 人工智能
作者
Roshan Kumar,Wei Zhao
出处
期刊:Asian Journal of Civil Engineering [Springer Science+Business Media]
卷期号:19 (8): 927-936 被引量:3
标识
DOI:10.1007/s42107-018-0073-9
摘要

A few methods of time–frequency distributions (TFD) have been employed to analyze and detect the occurrence of the predominant frequencies in the seismic signal. Comprehensive joint time–frequency analysis of seismic signal using the well-known short-time Fourier transform (STFT), Gabor transform (GT), Wigner–Ville distribution (WVD), and Choi–Williams distribution (CWD) have been carried out to overcome the problem encountered upon the analysis of seismic signal with fast Fourier transform (FFT), which fails to provide temporal information of the seismic signal. Furthermore, the seismic detection method is proposed using a new time–frequency method, which is known as Gabor–Wigner transform (GWT), to achieve better time–frequency resolution by removing the cross-terms. The performance of the time–frequency distributions including Gabor–Wigner transform on the seismic signal has been quantified by Renyi entropy. The present analysis proves the efficacy of the GWT on seismic signal detection. The detection of predominant frequency facilitates in determining the earthquake magnitude. The suitability of the proposed GWT method has been investigated for earthquake early warning systems.
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