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Interpretable Fault Detection in Industrial Pumps Using Gradient-Boosted Trees

Using two years of telemetry from 140 pumps, we trained gradient-boosted models that flagged bearing faults a median of nine days before failure while providing feature attributions that maintenance teams found actionab…