A novel deep learning method based on attention mechanism for bearing remaining useful life prediction

• Published in: Applied soft computing Vol. 86; p. 105919
• Main Authors: Chen, Yuanhang, Peng, Gaoliang, Zhu, Zhiyu, Li, Sijue
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.01.2020
• Subjects: Attention mechanism; Recurrent neural network; Remaining useful life prediction; Recurrent neural network; Remaining useful life prediction; Attention mechanism

Rolling bearing is a key component in rotation machine, whose remaining useful life (RUL) prediction is an essential issue of constructing condition-based maintenance (CBM) system. However, recent data-driven approaches for bearing RUL prediction still require prior knowledge to extract features, co...