Felipe L. Valentim

Machine Learning for Electric Submersible Pump Fault Diagnosis: Physical Interpretability, Cross-Unit Generalization, and Evaluation Pitfalls

Findings indicate that predictive accuracy alone is insufficient to characterize diagnostic quality in ESP applications, and explicit cross-unit validation and stability-oriented evaluation are required to assess diagnostic robustness under conditions closer to deployment-relevant generalization.