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Xian-Gang Yin

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Open access Oct 2026

Probabilistic Prediction of Rock Strength: Physics-Featured Gaussian Process Regression

Laboratory determination of uniaxial compressive strength (UCS) after in situ sampling is costly and slow. Coupling measurement while drilling (MWD) with machine learning can recover UCS in place. Most such models, however, return point estimates and quantify uncertainty only weakly. This study compiled 161 records fro...

Ning Yang, Jun-Feng Mai, Zi-Long Zhou et al. · 0 citations

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