Electrical Submersible Pump Failure Classification Using Machine Learning Models with Advanced Data Splitting Techniques for Field Application
Electrical Submersible Pumps (ESPs) drive approximately 60% of global artificial lift production; however, their continuous exposure to harsh downhole environments can cause mechanical and electrical degradation. This unpredictability in run-life directly causes unplanned well downtime, deferred production, and high-...