NSGA-III Framework for Multiobjective Optimization of Drilling Parameters Based on Cross-Well Generalization: Case Study Using a Stacking Surrogate Model for Rate of Penetration Prediction
Rate of Penetration (ROP) is an important indicator for evaluating drilling efficiency, and its accurate prediction is of great significance for shortening the drilling cycle and reducing development costs. However, existing machine learning methods still face limited generalization capability in cross-well predictio...