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Open access Aug 2026

Physics-Guided Feature Engineering and Machine Learning for Small-Sample Prediction of Offshore Monopile Self-Weight Penetration

Reliable prediction of monopile self-weight penetration depth is essential for drivability assessment and installation planning but remains challenging because of nonlinear pile–soil interaction and limited field data. This study compiles records from 143 large-diameter monopiles at five Chinese offshore wind farms and...

Jiang-Song Yin, Sa Li, Wen-Li Ji et al. · 0 citations

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