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OpenAmp: An Open-Source Site Amplification Database to Unlock the Potential of Machine Learning

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DataCite Commons2026-02-04 更新2026-05-04 收录
下载链接:
https://figshare.northumbria.ac.uk/articles/dataset/OpenAmp_An_Open-Source_Site_Amplification_Database_to_Unlock_the_Potential_of_Machine_Learning/29649008/1
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资源简介:
OpenAmp is an open-source, consistently curated, high-quality database of earthquake site amplification functions derived from instrumental recordings, accompanied by a comprehensive suite of site metadata, for 1,742 K-NET and KiK-net strong-motion recording sites in Japan. The site metadata builds upon the site database of Zhu et al. (2021) and introduces several new parameters, including the site-specific spectral decay parameter (<i>κ</i><sub>0</sub>), the standard deviation of the horizontal-to-vertical spectral ratio of earthquake recordings (<i>σ</i><sub>HV</sub>), and site dimensionality index (<i>I</i><sub><em>1D3D</em></sub>). A distinctive feature of OpenAmp is the inclusion, for the first time, of a diverse set of vector-based parameters and proxies, including quarter-wavelength velocity (V<sub>s,qwl</sub>), and frequency- and scale-dependent topographic metrics. The (linear) site amplification functions are derived from weak-motion recordings using a generalized inversion technique in the Fourier domain.<br><b>File description:</b>‘<i>OpenAmp_v1.0_HumanReadable.xlsx</i><i>’</i>: OpenAmp database interpretable by human experts;‘OpenAmp_v1.0_MachineReadable.csv’: OpenAmp database directly readable by machines;‘VariableDescriptions.xlsx’: Definition of variables in ‘OpenAmp_v1.0_MachineReadable.csv’;‘Plot_Amp.zip’: Plots of amplification functions in comparison to those of Nakano et al. (2015);‘Plot_Vs(z)_borehole_JSHIS_JIVSM.zip’: Plots of shear-wave velocity versus depth profiles from downhole measurements, as well as extracted from J-SHIS (v3.2) and JIVSM (v1.0) 3D regional velocity models;‘Plot_Vsqwl.zip’: Plots of quarter-wave length velocities computed from the shear-wave velocity profiles in ‘Plot_Vs(z)_borehole_JSHIS_JIVSM.zip’.OpenAmp will be updated periodically. Users should check the Figshare record for the latest version.<b>Citations:</b>Zhu, C., Kwak, D.Y., Pilz, M., Haendel, A., Xie, J., Kawase, H., Cotton, F. (2025). OpenAmp: An Open-Source Site Amplification Database to Unlock the Potential of Machine Learning. https://doi.org/10.25398/rd.northumbria.29649008Zhu, C., Weatherill, G., Cotton, F., Pilz, M., Kwak, D.Y., Kawase, H. (2021). An open-source site database of strong-motion stations in Japan: K-NET and KiK-net (v1.0.0). Earthq. Spectra 37, 2126-2149. https://doi.org/10.1177/8755293020988028<br>
提供机构:
Northumbria University
创建时间:
2026-02-04
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