To improve interpretability, the SHAP framework was utilized as being a video game-idea–based mostly method that assigns Each and every element a measurable influence on predictions. The reduce in annular return movement will cause the movement pace of drilling fluid from the annulus to lower, plus the friction among Successfully Submitted (Awaiting Approval)