Comparison of Methods for Path Averaged Attenuated Travel Time Estimation using The Grid Search, Metropolis Algorithm, and Combined Method

Abstract Attenuated travel time ( t *) is one of the key parameters to estimate the seismic attenuation structure. The t * parameter quantifies the amplitude decay of seismic waves and is used as an input for the seismic attenuation tomography method. The Attenuation parameters could be estimated using a spectral fitting procedure from the amplitude spectra equation to obtain the corner frequency (f c ), long-period spectral level (Ω 0 ), and t * values for each pair of stations and events. We compared the grid search, metropolis, and combined algorithm for estimating the attenuation parameters with 15 predefined parameters synthetic data. The result showed that the combined method approach could estimate parameters better than the conventional hyperparameter inversion method (i.e., grid search, random search).

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Publication Details

Journal
IOP Conference Series Earth and Environmental Science
Published
2025-02-01
DOI
https://doi.org/10.1088/1755-1315/1458/1/012019
Citations
1
Primary Topic
Traffic Prediction and Management Techniques
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article
Field-Weighted Citation Impact
7.59
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article

Comparison of Methods for Path Averaged Attenuated Travel Time Estimation using The Grid Search, Metropolis Algorithm, and Combined Method

Andri Dian Nugraha, Ade Surya Putra, Theo Alvin Ryanto
1 citations
IOP Conference Series Earth and Environmental Science
Traffic Prediction and Management Techniques
7.59
article

Comparison of Methods for Path Averaged Attenuated Travel Time Estimation using The Grid Search, Metropolis Algorithm, and Combined Method

Andri Dian Nugraha, Ade Surya Putra, Theo Alvin Ryanto
article en
1 citations

Abstract

Abstract Attenuated travel time ( t *) is one of the key parameters to estimate the seismic attenuation structure. The t * parameter quantifies the amplitude decay of seismic waves and is used as an input for the seismic attenuation tomography method. The Attenuation parameters could be estimated using a spectral fitting procedure from the amplitude spectra equation to obtain the corner frequency (f c ), long-period spectral level (Ω 0 ), and t * values for each pair of stations and events. We compared the grid search, metropolis, and combined algorithm for estimating the attenuation parameters with 15 predefined parameters synthetic data. The result showed that the combined method approach could estimate parameters better than the conventional hyperparameter inversion method (i.e., grid search, random search).

IOP Conference Series Earth and Environmental ScienceVol. 1458(1)
Bandung Institute of Technology (ID), National Nuclear Energy Agency of Indonesia (ID)
Openalex Percentile: Top 6%
Traffic Prediction and Management Techniques
7.59
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