Hierarchical Phase-Adaptive Machine Learning Framework for Real-Time Non-Productive Time Prediction in Offshore Drilling
NPT remains one of the largest financial burdens in the oil and gas industry, costing operators hundreds of millions of pounds per year and consuming 20–30% of total drilling time. The objective of this study was to develop a hierarchical phase-adaptive machine learning framework capable of dynamically adjusting feat...