Cross-Well Validated Binary Classification for ESP Failure Prediction Using Gradient Boosting
Electric Submersible Pumps (ESPs) are a widely used artificial-lift technology in oil production, yet unplanned failures lead to costly workovers and substantial production losses. Most machine-learning approaches for ESP predictive maintenance (PdM) are evaluated using same-well validation protocols, such as random sp...