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This document presents a robust model-based approach for predicting the remaining useful life (RUL) of bearings in wind turbines using an improved unscented particle filter. The method enhances particle aggregation and diversity by utilizing past measurements and a uniform resampling technique, making it practical for on-site applications. The effectiveness of the approach is demonstrated through experiments with life-cycle bearings from wind turbine high-speed shafts.

Author

Raouf Benabdesselam

Language

EN