Adaptive detection and prediction of performance degradation in off-shore turbomachinery

•Moving window is combined with regression analysis for prediction of degradation.•The algorithm is tested on degradation data from two offshore applications.•The predictions are accompanied by confidence intervals.•The algorithm predicts the degradation accurately in the short and medium terms.•The results are promising for improving performance-based maintenance.