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Physics-Informed Explainable AI and SMOTE-GPC for the Classification of Surrounding Rock Mass in Tunneling
Publisher: American Society of Civil Engineers
Abstract: The classification of surrounding rock mass is essential for characterizing rock properties and geological conditions in tunneling engineering. While numerous empirical rock mass classification systems have been proposed ...
Simulation of Random Fields with Trend from Sparse Measurements without Detrending
Publisher: American Society of Civil Engineers
Abstract: Although spatially varying quantities in real life (e.g., mechanical properties of soils) often contain a linear or nonlinear trend, stationary random fields with zero trend are often used to model these quantities ...
Bayesian Supervised Learning of Site-Specific Geotechnical Spatial Variability from Sparse Measurements
Publisher: ASCE
Abstract: Although the properties of geomaterials vary spatially, geotechnical site investigations often take sparse measurements from a limited number of locations. To estimate geotechnical properties at unsampled locations, ...
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