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    Neural Network-Based Prediction of Amplification Factors for Nonlinear Soil Behaviour: Insights into Site Proxies by Ahmed Boudghene Stambouli, Lotfi Guizani

    Published 2025-03-01
    “…The best parameter pair is (<i>PGA</i>; resonance frequency, <i>f</i><sub>0</sub>), which leads to a standard deviation reduction of at least 65%. For improved performance, we propose the practical triplet <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mfenced separators="|"><mrow><msub><mrow><mi>P</mi><mi>G</mi><mi>A</mi><mo>;</mo><mi>V</mi></mrow><mrow><mi>s</mi><mn>30</mn></mrow></msub><mo>;</mo><msub><mrow><mi>f</mi></mrow><mrow><mn>0</mn></mrow></msub></mrow></mfenced></mrow></semantics></math></inline-formula> with <i>V<sub>s</sub></i><sub>30</sub> being the average shear wave velocity within the upper 30 m of soil below the foundation. …”
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