Real-Time Prediction of Near-Bit Rock Failure through Ensemble Learning and Swarm-Based Optimization
Wellbore instability and near-bit rock failure during drilling operations drive significant nonproductive time, stuck-pipe incidents, and costly remedial actions, yet conventional wellbore-stability analyses rely on static geomechanical assumptions that cannot adapt to evolving subsurface conditions ahead of the bit....