Exploring the Manifold of Seismic Waves: Application to the Estimation of Arrival-Times
Kye M. Taylor,
Michael J. Procopio,
Christopher J. Young
et al.
Abstract:We propose a new method to analyze seismic time series and estimate the arrival-times of seismic waves. Our approach combines two ingredients: the times series are first lifted into a high-dimensional space using time-delay embedding; the resulting phase space is then parametrized using a nonlinear method based on the eigenvectors of the graph Laplacian. We validate our approach using a dataset of seismic events that occurred in Idaho, Montana, Wyoming, and Utah, between 2005 and Our approach outperforms metho… Show more
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