Generalization bounds and sample complexity for remaining useful life prediction from complete degradation trajectories

Huy Hoang Le, Kim-Anh Nguyen

Data-driven remaining useful life (RUL) prediction requires complete degradation trajectories for training, yet such run-to-failure data are scarce and expensive. Practitioners cur…