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...