Approximation of seismic velocities from the spectrum of weighted graphs
Extracting seismic velocities from recorded seismic data requires converting the shot gathers to mid-point gathers, calculating the velocity spectrum, and picking the velocity values. In this paper, we propose to use graph theory to extract the seismic velocity values directly from the mid-point gat...
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Veröffentlicht in: | GEM international journal on geomathematics 2023-12, Vol.14 (1), Article 5 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Extracting seismic velocities from recorded seismic data requires converting the shot gathers to mid-point gathers, calculating the velocity spectrum, and picking the velocity values. In this paper, we propose to use graph theory to extract the seismic velocity values directly from the mid-point gathers. We use spectral data of a weighted graph model for approximating the seismic velocity. We develop a regression model to predict the seismic velocity from the largest eigenvalue of the graph representing the physical system. The approach is tested on a synthetic seismic data that represent a typical near-surface geological situation. The method was able to predict the seismic velocity of the second layer with 99.4% accuracy. |
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ISSN: | 1869-2672 1869-2680 |
DOI: | 10.1007/s13137-023-00214-z |