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Journal ArticleDOI

Numerical comparison of time-, frequency- and wavelet-domain methods for coda wave interferometry

TLDR
In this paper, the authors proposed wavelet transform stretching and DTW techniques to measure phase shifts in the coda of two seismic waveforms that share a similar source-receiver path but that are recorded at different times.
Abstract
\n Temporal changes in subsurface properties, such as seismic wave speeds, can be monitored by measuring phase shifts in the coda of two seismic waveforms that share a similar source–receiver path but that are recorded at different times. These nearly identical seismic waveforms are usually obtained either from repeated earthquake waveforms or from repeated ambient noise cross-correlations. The five algorithms that are the most popular to measure phase shifts in the coda waves are the windowed cross correlation (WCC), trace stretching (TS), dynamic time warping (DTW), moving window cross spectrum (MWCS) and wavelet cross spectrum (WCS). The seismic wave speed perturbation is then obtained from the linear regression of phase shifts with their respective lag times under the assumption that the velocity perturbation is homogeneous between (virtual or active) source and receiver. We categorize these methods into the time domain (WCC, TS, DTW), frequency domain (MWCS) and wavelet domain (WCS). This study complements this suite of algorithms with two additional wavelet-domain methods, which we call wavelet transform stretching (WTS) and wavelet transform DTW, wherein we apply traditional stretching and DTW techniques to the wavelet transform. This work aims to verify, validate, and test the accuracy and performance of all methods by performing numerical experiments, in which the elastic wavefields are solved for in various 2-D heterogeneous half-space geometries. Through this work, we validate the assumption of a linear increase in phase shifts with respect to phase lags as a valid argument for fully homogeneous and laterally homogeneous velocity changes. Additionally, we investigate the sensitivity of coda waves at various seismic frequencies to the depth of the velocity perturbation. Overall, we conclude that seismic wavefields generated and recorded at the surface lose sensitivity rapidly with increasing depth of the velocity change for all source–receiver offsets. However, measurements made over a spectrum of seismic frequencies exhibit a pattern such that wavelet methods, and especially WTS, provide useful information to infer the depth of the velocity changes.

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Citations
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Book Chapter

Dynamic time warping

TL;DR: DTW is considered as one effective method in speech pattern recognition, however the bad side of this method is that it requires a long processing time plus large storage capacity, especially for real time recognitions.
Journal ArticleDOI

Optimal Stacking of Noise Cross-Correlation Functions

TL;DR: In this article , the performance of eight stacking methods, including arithmetic mean or linear stacking, robust stacking, selective stacking, cluster stacking, phase-weighted stacking, time-frequency phase weighted stacking, Nth-root stacking, and averaging after applying an adaptive covariance filter, is compared.
Journal ArticleDOI

Dynamic Time Warping as an Alternative to Windowed Cross Correlation in Seismological Applications

TL;DR: In this paper , the authors investigate the feasibility of using the dynamic time warping (DTW) technique as an alternative to windowed cross correlation (WCC) for an indirect measure to quantify both the similarity and relationship between two seismic time series.
Journal ArticleDOI

Detecting Elevated Pore Pressure due to Wastewater Injection Using Ambient Noise Monitoring

TL;DR: In this article , the authors measured time-dependent changes in seismic velocities underneath three temporary seismic stations, using the daily autocorrelations of ambient seismic noise, and interpreted these extreme changes as a result of dynamic shaking in the elevated pore pressure system of the Ozark aquifer.
References
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Journal ArticleDOI

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TL;DR: In this article, a step-by-step guide to wavelet analysis is given, with examples taken from time series of the El Nino-Southern Oscillation (ENSO).
Journal ArticleDOI

Dynamic programming algorithm optimization for spoken word recognition

TL;DR: This paper reports on an optimum dynamic progxamming (DP) based time-normalization algorithm for spoken word recognition, in which the warping function slope is restricted so as to improve discrimination between words in different categories.
Journal ArticleDOI

The spectral element method: An efficient tool to simulate the seismic response of 2D and 3D geological structures

TL;DR: The spectral element method as discussed by the authors is a high-order variational method for the spatial approximation of elastic-wave equations, which can be used to simulate elastic wave propagation in realistic geological structures involving complieated free surface topography and material interfaces for two- and three-dimensional geometries.
Journal ArticleDOI

Long-range correlations in the diffuse seismic coda.

TL;DR: This seismological example shows that diffuse waves produced by distant sources are sufficient to retrieve direct waves between two perfectly located points of observation and has potential applications in other fields.
Journal ArticleDOI

Monitoring velocity variations in the crust using earthquake doublets : An application to the Calaveras fault, California

TL;DR: In this article, the authors presented a technique that greatly improves the precision in measuring temporal variations of crustal velocities using an earthquake doublet, or pair of microearthquakes that have nearly identical waveforms and the same hypocenter and magnitude but occur on different dates.
Related Papers (5)
Trending Questions (2)
How does stretching method relate to coda wave methods such as coda wave interferometry?

The stretching method is one of the algorithms used in coda wave interferometry to measure phase shifts in the coda waves.

How does the stretching method compare to Coda Wave Interferometry?

The stretching method is one of the algorithms used in Coda Wave Interferometry to measure phase shifts in seismic waveforms.