Nepia Akter

Cross-Well ROP Prediction Using Physics-Informed Machine Learning in Horizontal Wells

Cross-well prediction of rate of penetration (ROP) is critical for enabling data-driven drilling optimization, yet transfer-ability across wells with varying geology remains a key challenge. We investigate cross-well ROP prediction using five real-world horizontal wells, treating each well as an independent unit. A uni...