Controlled physics-informed data generation for deep learning-based remaining useful life prediction under unseen operation conditions

Jiawei Xiong, Olga Fink, Jian Zhou +1

Limited availability of representative time-to-failure (TTF) trajectories either limits the performance of deep learning (DL)-based approaches on remaining useful life (RUL) predic…