Data Integration Enabling Advanced Machine Learning ROP Predictions and its Applications

J Wang, C Li, P Cheng, J Yu, C Cheng… - Offshore Technology …, 2024 - onepetro.org
Predicting and optimizing the rate of penetration (ROP) is a crucial part of drilling
optimization. While numerous machine learningbased ROP prediction methods exist, their …

Enhancing Well Kick Classification in Drilling Operations Using a Novel PCA-Based Machine Learning Approach

J Wang, H Jing, E Ozbayoglu, S Baldino… - ARMA US Rock …, 2024 - onepetro.org
Early detection of kicks is imperative for ensuring efficient and safe drilling operations.
Employing a data-driven approach for binary classification proves to be an effective method …