Geotechnical Site Characterizations Using a Bayesian-Optimized Multi-Output Gaussian Process
Ming-Qing Peng,
Zhi-Chao Qiu,
Si-Liang Shen
et al.
Abstract:Geotechnical site characterizations aim to determine site-specific subsurface profiles and provide a comprehensive understanding of associated soil properties, which are important for geotechnical engineering design. Traditional methods often neglect the inherent cross-correlations among different soil properties, leading to high bias in site characterization interpretations. This paper introduces a novel data-driven site characterization (DDSC) method that employs the Bayesian-optimized multi-output Gaussian … Show more
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