Long Short-Term Memory Neural Network with Transfer Learning and Ensemble Learning for Remaining Useful Life Prediction

Long Short-Term Memory Neural Network with Transfer Learning and Ensemble Learning for Remaining Useful Life Prediction

Prediction of remaining useful life (RUL) is greatly significant for improving the safety and reliability of manufacturing equipment. However, in real industry, it is difficult for RUL prediction models trained on a small sample of faults to obtain satisfactory accuracy. To overcome this drawback, t...

Full description

Bibliographic Details
Main Authors: Lixiong Wang, Hanjie Liu, Zhen Pan, Dian Fan, Ciming Zhou, Zhigang Wang
Format: Article
Language:English
Published: MDPI AG 2022-08-01
Series:Sensors
Subjects:
remaining useful life
deep learning
health indicator
transfer learning
ensemble learning
Online Access:https://www.mdpi.com/1424-8220/22/15/5744

Internet

https://www.mdpi.com/1424-8220/22/15/5744

Similar Items